Weakness Analysis Report

Generated on: 2025-09-20 22:47:39

Threshold: 3

Processing: anthropic.claude-3-7-sonnet-20250219-v1_0

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.General-purpose Languages.C#	1	-6
root.coding.Programming Languages.Markup Languages.JSON	1	-6
root.coding.Programming Languages.Markup Languages.YAML	1	-6
root.coding.Task Types.Tool Usage.Test Development	1	-6
root.coding.Technical Domains.Front-end Development.Animation	1	-6
root.coding.Technical Domains.Game Development.Player Mechanics	1	-6
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cloud Computing	1	-6
root.knowledge.Task Types.Auxiliary Support.Citation Support	1	-6
root.reasoning.Application Domains.Legal Reasoning	1	-6
root.roleplay.Theme Types.Realistic.School	1	-6
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Parallelism	1	-6
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Pun	1	-6
root.writing.Writing Domains.Everyday Writing.Family	1	-6
root.writing.Writing Domains.Everyday Writing.Idiomatic Expressions	1	-6
root.writing.Writing Domains.Functional Writing.Recommendation Letters	1	-6
root.writing.Writing Domains.Literary Writing.Fiction.Fan Fiction	1	-6
root.coding.Programming Languages.Data Languages.MATLAB	2	-5
root.coding.Programming Languages.Domain-specific Languages.MQL (Finance)	2	-5
root.coding.Task Types.Tool Usage.Environment Configuration	2	-5
root.coding.Technical Domains.Back-end Development.API Development	2	-5
root.coding.Technical Domains.Back-end Development.Concurrent Programming	2	-5
root.coding.Technical Domains.Game Development.Graphics Rendering	2	-5
root.coding.Technical Domains.Web Development	2	-5
root.knowledge.Task Types.Practical Application.Real-world	2	-5
root.roleplay.Task Types.Simulation.Behavioral Simulation	2	-5
root.roleplay.Theme Types.Comedy.Light Comedy	2	-5
root.roleplay.Theme Types.Realistic.Cooking	2	-5
root.writing.Creative Stages.Conceptualization Stage.Terminology Analysis	2	-5
root.writing.Creative Stages.Optimization Stage.Vocabulary Optimization	2	-5
root.writing.Creative Stages.Writing Stage.Rhetorical Use	2	-5
root.writing.Styles.Formal	2	-5
root.writing.Styles.Humorous	2	-5
root.writing.Styles.Light-hearted	2	-5
root.writing.Writing Domains.Creative Writing.Fan Creation	2	-5
root.writing.Writing Domains.Creative Writing.Humorous Writing	2	-5
root.writing.Writing Domains.Everyday Writing.Emotions	2	-5
root.writing.Writing Domains.Everyday Writing.Entertainment.Travel	2	-5
root.writing.Writing Domains.Functional Writing.Argumentative Writing	2	-5
root.writing.Writing Domains.Functional Writing.Greeting Card Writing	2	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing	2	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	2	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	2	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	2	-5
root.writing.Writing Domains.Functional Writing.Speech Writing	2	-5
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	2	-5
root.writing.Writing Domains.Literary Writing.Poetry	2	-5
root.writing.Writing Domains.Media Writing.Blog Posts	2	-5
root.writing.Writing Domains.Media Writing.Video Scripts	2	-5
root.writing.Writing Domains.Professional Writing.Culture	2	-5
root.coding.Programming Languages.Domain-specific Languages.GLSL (Graphics)	3	-4
root.coding.Programming Languages.General-purpose Languages.Javascript	3	-4
root.coding.Programming Languages.General-purpose Languages.Rust	3	-4
root.coding.Programming Languages.Markup Languages.CSS	3	-4
root.coding.Programming Languages.Markup Languages.XML	3	-4
root.coding.Programming Languages.Scripting Languages.PHP	3	-4
root.coding.Task Types.Auxiliary Functions.Document Recommendation	3	-4
root.coding.Task Types.Auxiliary Functions.String Manipulation	3	-4
root.coding.Task Types.Debugging and Optimization.Logic Verification	3	-4
root.coding.Task Types.Development and Maintenance.Code Execution	3	-4
root.coding.Technical Domains.Artificial Intelligence.Computer Vision	3	-4
root.coding.Technical Domains.Back-end Development	3	-4
root.coding.Technical Domains.Back-end Development.Microservices	3	-4
root.coding.Technical Domains.Embedded Development	3	-4
root.coding.Technical Domains.Front-end Development.Responsive Design	3	-4
root.coding.Technical Domains.Front-end Development.UI/UX Design	3	-4
root.coding.Technical Domains.Front-end Development.Webpage Development	3	-4
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Argumentation	3	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Entertainment	3	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Current Affairs	3	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Botany	3	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Computer Systems	3	-4
root.knowledge.Task Types.Practical Application.Applied Skills Training	3	-4
root.knowledge.Task Types.Practical Application.Practice Exercises	3	-4
root.reasoning.Reasoning Methods.Spatial Reasoning.Geometric Relationships	3	-4
root.roleplay.Task Types.Creative.Scriptwriting	3	-4
root.roleplay.Task Types.Educational.Language Learning	3	-4
root.roleplay.Theme Types.Action-Adventure.Travel	3	-4
root.roleplay.Theme Types.Fantasy.Animals	3	-4
root.roleplay.Theme Types.Thought.Religion	3	-4
root.writing.Creative Stages.Conceptualization Stage.Literature Review	3	-4
root.writing.Creative Stages.Writing Stage	3	-4
root.writing.Creative Stages.Writing Stage.Data Processing	3	-4
root.writing.Creative Stages.Writing Stage.Draft Writing	3	-4
root.writing.Styles.Comedic	3	-4
root.writing.Styles.Natural	3	-4
root.writing.Styles.Reddit Style	3	-4
root.writing.Writing Domains.Everyday Writing.Entertainment.Horoscopes	3	-4
root.writing.Writing Domains.Functional Writing.Naming or Branding	3	-4
root.writing.Writing Domains.Functional Writing.Note Writing	3	-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	3	-4
root.writing.Writing Domains.Literary Writing.Literary Studies	3	-4
root.writing.Writing Domains.Literary Writing.Parody Creation	3	-4
root.writing.Writing Domains.Professional Writing.Education	3	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Technical Domains.Data Science.Model Creation	11	4
root.knowledge.Cognitive Levels.Basic Cognition.Fact Recall	11	4
root.knowledge.Disciplinary Fields.Applied Sciences.Food Science	11	4
root.knowledge.Disciplinary Fields.Applied Sciences.Health Sciences	11	4
root.knowledge.Disciplinary Fields.Arts and Culture.Music	11	4
root.knowledge.Disciplinary Fields.Natural Sciences.Chemistry	11	4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Human-Computer Interaction	11	4
root.mathematics.Mathematical Subfields.Algebra.Algebraic Geometry	11	4
root.mathematics.Mathematical Subfields.Analysis.Complex Analysis	11	4
root.mathematics.Mathematical Subfields.Analysis.Fourier Analysis	11	4
root.mathematics.Mathematical Subfields.Applied Mathematics.Games	11	4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory	11	4
root.reasoning	11	4
root.reasoning.Application Domains	11	4
root.reasoning.Application Domains.Biological Reasoning	11	4
root.reasoning.Application Domains.Social Reasoning	11	4
root.reasoning.Reasoning Methods	11	4
root.reasoning.Reasoning Methods.Classification Reasoning	11	4
root.reasoning.Reasoning Methods.Explanatory Reasoning	11	4
root.reasoning.Reasoning Methods.Logical Reasoning.Basic Counting Reasoning	11	4
root.reasoning.Reasoning Methods.Speculative Reasoning	11	4
root.reasoning.Task Types	11	4
root.reasoning.Task Types.Reasoning	11	4
root.reasoning.Task Types.Situational Analysis	11	4
root.reasoning.Thinking Modes	11	4
root.reasoning.Thinking Modes.Creative.Creative Exploration	11	4
root.roleplay.Style Types.Healing Style	11	4
root.roleplay.Task Types.Analytical.Comparative Analysis	11	4
root.roleplay.Task Types.Educational.Ethical Discussion	11	4
root.roleplay.Task Types.Educational.Skill Training	11	4
root.roleplay.Task Types.Interactive.Interactive Text Game	11	4
root.roleplay.Task Types.Simulation.Gameplay	11	4
root.roleplay.Task Types.Simulation.Psychological Simulation	11	4
root.roleplay.Theme Types.Action-Adventure.Crime	11	4
root.roleplay.Theme Types.Horror.Crime	11	4
root.roleplay.Theme Types.Thought.Philosophy	11	4
root.writing.Writing Domains.Professional Writing.Finance	11	4
root.writing.Writing Domains.Professional Writing.Technology	11	4
root.knowledge.Disciplinary Fields.Arts and Culture.Media	12	5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Computer Software	12	5
root.mathematics.Mathematical Subfields.Probability and Statistics	12	5
root.mathematics.Task Types.Visualization.Geometric Drawing	12	5
root.reasoning.Application Domains.Mathematical Reasoning	12	5
root.reasoning.Application Domains.Organization	12	5
root.reasoning.Reasoning Methods.Emotional Reasoning	12	5
root.reasoning.Reasoning Methods.Logical Reasoning	12	5
root.reasoning.Thinking Modes.Creative.Abstract Reasoning	12	5
root.roleplay.Task Types.Interactive.Emotional Interaction	12	5
root.writing.Creative Stages.Optimization Stage.Fact-checking	12	5
root.writing.Writing Domains.Everyday Writing.Shopping	12	5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Proposal Writing	12	5
root.writing.Writing Domains.Functional Writing.Workplace Writing	12	5
root.writing.Writing Domains.Professional Writing.Design Writing	12	5
root.writing.Writing Domains.Professional Writing.Reports	12	5
root.mathematics.Mathematical Subfields.Algebra.Group Theory	13	6
root.mathematics.Mathematical Subfields.Applied Mathematics.Operations Research	13	6
root.mathematics.Mathematical Subfields.Mathematical Foundations.Set Theory	13	6
root.mathematics.Task Types.Logical Reasoning.Puzzle Solving	13	6
root.reasoning.Task Types.Theory	13	6
root.reasoning.Thinking Modes.Analytical.Text Analysis	13	6
root.writing.Creative Stages.Post-processing Stage.Bias Analysis	13	6
root.writing.Writing Domains.Everyday Writing.Gaming.Game Localization	13	6
root.writing.Writing Domains.Functional Writing.Email Writing	13	6
root.writing.Writing Domains.Literary Writing.Philosophy	13	6
root.writing.Writing Domains.Professional Writing.Medicine	13	6
root.knowledge.Disciplinary Fields.Arts and Culture.Fine Arts	14	7
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Astrophysics	14	7
root.mathematics.Mathematical Subfields.Analysis.Mathematical Analysis	14	7
root.writing.Writing Domains.Media Writing.News Reporting	14	7
root.knowledge.Disciplinary Fields.Natural Sciences.Astronomy	15	8
root.reasoning.Application Domains.Psychological Reasoning	15	8
root.roleplay.Theme Types.Realistic.Art	15	8
root.roleplay.Theme Types.Sensory Simulation	15	8
root.knowledge.Disciplinary Fields.Arts and Culture.Culinary Arts	16	9
root.mathematics.Mathematical Subfields.Information Theory	16	9
root.mathematics.Task Types.Problem Solving.Word Problems	17	10
root.reasoning.Reasoning Methods.Logical Reasoning.Deductive Reasoning	17	10
root.writing.Writing Domains.Everyday Writing.Entertainment.Tongue Twisters	17	10
root.reasoning.Task Types.Puzzle Solving	18	11
root.roleplay.Style Types.Experimental Style.Abstract Concepts	18	11
root.reasoning.Reasoning Methods.Causal Reasoning.Bayesian Reasoning	19	12
root.roleplay.Style Types.Experimental Style.Glitch Art	21	14

Processing: deepseek-r1-250120

Nodes with significantly better ranking than root:

No nodes found with significantly better ranking.

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Data Languages	8	4
root.coding.Programming Languages.Data Languages.SQL	8	4
root.coding.Programming Languages.Domain-specific Languages.CUDA (Parallel Computing)	8	4
root.coding.Programming Languages.Markup Languages.LaTeX	8	4
root.coding.Programming Languages.Scripting Languages.Perl	8	4
root.coding.Programming Languages.Scripting Languages.Ruby	8	4
root.coding.Task Types.Auxiliary Functions.Conceptual Q&A	8	4
root.coding.Task Types.Auxiliary Functions.Fact Recall	8	4
root.coding.Task Types.Data Processing.Data Manipulation	8	4
root.coding.Task Types.Data Processing.Database	8	4
root.coding.Task Types.Tool Usage.Version Control	8	4
root.coding.Technical Domains.Artificial Intelligence.Reinforcement Learning	8	4
root.coding.Technical Domains.Back-end Development.Microservices	8	4
root.coding.Technical Domains.Data Science.Big Data	8	4
root.coding.Technical Domains.Front-end Development.DOM Manipulation	8	4
root.coding.Technical Domains.Front-end Development.Responsive Design	8	4
root.coding.Technical Domains.Web Development	8	4
root.knowledge.Disciplinary Fields.Arts and Culture.Fine Arts	8	4
root.knowledge.Disciplinary Fields.Natural Sciences.Astronomy	8	4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Ecology	8	4
root.knowledge.Disciplinary Fields.Natural Sciences.Chemistry	8	4
root.knowledge.Disciplinary Fields.Natural Sciences.Earth Sciences	8	4
root.knowledge.Disciplinary Fields.Natural Sciences.Environmental Science	8	4
root.knowledge.Task Types.Content Production.Proof Writing	8	4
root.knowledge.Task Types.Information Processing.Text Processing	8	4
root.knowledge.Task Types.Practical Application.Practice Exercises	8	4
root.mathematics	8	4
root.mathematics.Mathematical Subfields	8	4
root.mathematics.Mathematical Subfields.Algebra.Group Theory	8	4
root.mathematics.Mathematical Subfields.Analysis	8	4
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	8	4
root.mathematics.Mathematical Subfields.Applied Mathematics.Physics	8	4
root.mathematics.Mathematical Subfields.Applied Mathematics.Signals	8	4
root.mathematics.Mathematical Subfields.Mathematical Foundations	8	4
root.mathematics.Mathematical Subfields.Mathematical Foundations.Arithmetic	8	4
root.mathematics.Task Types	8	4
root.mathematics.Task Types.Problem Solving	8	4
root.mathematics.Task Types.Problem Solving.Practical Application	8	4
root.mathematics.Task Types.Visualization.Geometric Drawing	8	4
root.reasoning.Task Types.Evaluation and Feedback	8	4
root.reasoning.Thinking Modes.Creative.Creative Exploration	8	4
root.roleplay.Style Types.Relaxed	8	4
root.roleplay.Task Types.Analytical.Culture	8	4
root.roleplay.Theme Types.Safety	8	4
root.writing.Creative Stages.Post-processing Stage.Bias Analysis	8	4
root.writing.Writing Domains.Everyday Writing.Family	8	4
root.writing.Writing Domains.Professional Writing.History	8	4
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	9	5
root.coding.Task Types.Auxiliary Functions	9	5
root.coding.Task Types.Auxiliary Functions.Learning Resources	9	5
root.coding.Task Types.Auxiliary Functions.Regular Expression Parsing	9	5
root.coding.Technical Domains.Back-end Development.Database Integration	9	5
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Risk Assessment	9	5
root.knowledge.Disciplinary Fields.Natural Sciences.Mathematics	9	5
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Thermodynamics	9	5
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering	9	5
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Computer Hardware	9	5
root.mathematics.Mathematical Subfields.Analysis.Real Analysis	9	5
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry	9	5
root.mathematics.Mathematical Subfields.Mathematical Foundations.Category Theory	9	5
root.mathematics.Task Types.Computation	9	5
root.mathematics.Task Types.Problem Solving.Word Problems	9	5
root.reasoning.Task Types.Argumentation	9	5
root.roleplay.Style Types.Humorous Style.Satirical	9	5
root.roleplay.Task Types.Interactive.Social Interaction	9	5
root.roleplay.Theme Types.Realistic.Music	9	5
root.roleplay.Theme Types.Realistic.Urban	9	5
root.writing.Styles.Reddit Style	9	5
root.writing.Writing Domains.Everyday Writing.Exams	9	5
root.writing.Writing Domains.Everyday Writing.Sports	9	5
root.writing.Writing Domains.Literary Writing.Fiction.Synopsis Creation	9	5
root.writing.Writing Domains.Literary Writing.Parody Creation	9	5
root.writing.Writing Domains.Media Writing.News Reporting	9	5
root.writing.Writing Domains.Professional Writing.Linguistics	9	5
root.writing.Writing Domains.Professional Writing.Sports	9	5
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Ethical Reasoning	10	6
root.knowledge.Disciplinary Fields.Applied Sciences.Medicine	10	6
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Philosophy	10	6
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Telecommunications	10	6
root.mathematics.Mathematical Subfields.Analysis.Calculus	10	6
root.mathematics.Task Types.Visualization.Function Graphing	10	6
root.roleplay.Task Types.Analytical.Evaluation and Feedback	10	6
root.roleplay.Task Types.Educational.General Advice	10	6
root.writing.Styles.Tragic	10	6
root.writing.Writing Domains.Functional Writing.Argumentative Writing	10	6
root.writing.Writing Domains.Functional Writing.Meeting Minutes	10	6
root.writing.Writing Domains.Functional Writing.Workplace Writing	10	6
root.writing.Writing Domains.Professional Writing.Academic	10	6
root.writing.Writing Domains.Professional Writing.Natural Sciences	10	6
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Communications	11	7
root.knowledge.Task Types.Information Processing.Data Visualization	11	7
root.mathematics.Task Types.Problem Solving.Creative Problem Solving	11	7
root.mathematics.Task Types.Visualization	11	7
root.coding.Programming Languages.Data Languages.PySpark	12	8
root.coding.Programming Languages.Scripting Languages.PHP	12	8
root.knowledge.Task Types.Information Processing.Chart Interpretation	12	8
root.mathematics.Mathematical Subfields.Computational Mathematics	12	8
root.mathematics.Mathematical Subfields.Geometry.Differential Geometry	12	8
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Immigration Application	12	8
root.mathematics.Mathematical Subfields.Algebra.Boolean Algebra	13	9
root.mathematics.Task Types.Visualization.Data Visualization	13	9
root.mathematics.Mathematical Subfields.Information Theory	14	10
root.mathematics.Mathematical Subfields.Mathematical Foundations.Set Theory	14	10
root.writing.Styles.Classicism	15	11
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra	16	12

Processing: deepseek-v3-250324

Nodes with significantly better ranking than root:

No nodes found with significantly better ranking.

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	7	4
root.coding.Programming Languages.Domain-specific Languages.GLSL (Graphics)	7	4
root.coding.Programming Languages.General-purpose Languages.Javascript	7	4
root.coding.Programming Languages.Markup Languages.Markdown	7	4
root.coding.Technical Domains.Embedded Development.Real-time Systems	7	4
root.coding.Technical Domains.Systems Programming.Thread Concurrency	7	4
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Essays	7	4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Robotics	7	4
root.mathematics.Mathematical Subfields.Analysis.Functional Analysis	7	4
root.reasoning.Application Domains.Organization	7	4
root.reasoning.Application Domains.Personal Development Guidance	7	4
root.reasoning.Reasoning Methods.Causal Reasoning	7	4
root.reasoning.Reasoning Methods.Logical Reasoning	7	4
root.reasoning.Reasoning Methods.Logical Reasoning.Symbolic Reasoning	7	4
root.reasoning.Thinking Modes.Analytical.Pattern Recognition	7	4
root.reasoning.Thinking Modes.Creative.Concept Reorganization	7	4
root.roleplay.Style Types.Dark Style.Psychological Oppression	7	4
root.roleplay.Style Types.Experimental Style.Cross-Media	7	4
root.roleplay.Style Types.Experimental Style.Eccentric	7	4
root.roleplay.Style Types.Narrative	7	4
root.roleplay.Style Types.Serious Style.Thriller	7	4
root.roleplay.Task Types.Analytical.Culture	7	4
root.roleplay.Task Types.Analytical.Interpretation and Symbolic Analysis	7	4
root.roleplay.Task Types.Character-Centered	7	4
root.roleplay.Task Types.Interactive.Scenario Interaction	7	4
root.roleplay.Task Types.Simulation.Psychological Simulation	7	4
root.roleplay.Theme Types.Action-Adventure	7	4
root.roleplay.Theme Types.Action-Adventure.Military	7	4
root.roleplay.Theme Types.Action-Adventure.War	7	4
root.roleplay.Theme Types.Comedy.Humorous Comedy	7	4
root.roleplay.Theme Types.Fantasy.Supernatural	7	4
root.roleplay.Theme Types.Horror.Psychological Thriller	7	4
root.roleplay.Theme Types.Realistic.Art	7	4
root.roleplay.Theme Types.Realistic.Legal	7	4
root.roleplay.Theme Types.Realistic.Military	7	4
root.roleplay.Theme Types.Safety	7	4
root.roleplay.Theme Types.Thought.Politics	7	4
root.writing.Creative Stages.Conceptualization Stage.Character Development	7	4
root.writing.Creative Stages.Conceptualization Stage.World Building	7	4
root.writing.Creative Stages.Optimization Stage.Multilingual and Translation	7	4
root.writing.Creative Stages.Post-processing Stage.Entity Extraction	7	4
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Pun	7	4
root.writing.Styles.Light-hearted	7	4
root.writing.Styles.Modernism	7	4
root.writing.Writing Domains.Creative Writing.Visual Arts	7	4
root.writing.Writing Domains.Everyday Writing.Exams	7	4
root.writing.Writing Domains.Everyday Writing.Gaming.Game Design	7	4
root.writing.Writing Domains.Everyday Writing.Personal Reflection	7	4
root.writing.Writing Domains.Functional Writing.Official Document Writing	7	4
root.writing.Writing Domains.Functional Writing.Teaching	7	4
root.writing.Writing Domains.Literary Writing.Fiction	7	4
root.writing.Writing Domains.Literary Writing.Inspirational	7	4
root.writing.Writing Domains.Literary Writing.Narrative Writing	7	4
root.writing.Writing Domains.Literary Writing.Proverbial Expressions	7	4
root.writing.Writing Domains.Professional Writing.Music	7	4
root.writing.Writing Domains.Professional Writing.Music.Music-related Analysis	7	4
root.writing.Writing Domains.Professional Writing.Reports	7	4
root.coding.Programming Languages.Assembly Language	8	5
root.coding.Programming Languages.General-purpose Languages.Go	8	5
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Aerodynamics	8	5
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Thermodynamics	8	5
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Communications	8	5
root.mathematics.Mathematical Subfields.Analysis.Complex Analysis	8	5
root.mathematics.Mathematical Subfields.Mathematical Foundations.Category Theory	8	5
root.mathematics.Task Types.Fact Recall	8	5
root.reasoning.Application Domains.Biological Reasoning	8	5
root.reasoning.Reasoning Methods.Analogical Reasoning	8	5
root.reasoning.Thinking Modes.Creative.Divergent Association	8	5
root.roleplay.Style Types.Dark Style	8	5
root.roleplay.Style Types.Dark Style.Gothic	8	5
root.roleplay.Style Types.Experimental Style.Freeform	8	5
root.roleplay.Style Types.Humorous Style.Sitcom	8	5
root.roleplay.Task Types.Educational.General Advice	8	5
root.roleplay.Task Types.Simulation.Gameplay	8	5
root.roleplay.Theme Types.Fantasy.Gothic	8	5
root.roleplay.Theme Types.Fantasy.Horror	8	5
root.roleplay.Theme Types.Realistic.Modern	8	5
root.roleplay.Theme Types.Thought	8	5
root.writing.Creative Stages.Conceptualization Stage.Material Collection	8	5
root.writing.Creative Stages.Conceptualization Stage.Outline Construction	8	5
root.writing.Creative Stages.Optimization Stage.Fact-checking	8	5
root.writing.Creative Stages.Post-processing Stage.Content Classification	8	5
root.writing.Creative Stages.Post-processing Stage.Text Interpretation	8	5
root.writing.Creative Stages.Post-processing Stage.Text Summarization	8	5
root.writing.Styles.Humorous	8	5
root.writing.Styles.Steampunk	8	5
root.writing.Writing Domains.Creative Writing.Humorous Writing	8	5
root.writing.Writing Domains.Everyday Writing.Entertainment	8	5
root.writing.Writing Domains.Everyday Writing.Food	8	5
root.writing.Writing Domains.Everyday Writing.Interpersonal Communication	8	5
root.writing.Writing Domains.Everyday Writing.Pets	8	5
root.writing.Writing Domains.Functional Writing.Argumentative Writing	8	5
root.writing.Writing Domains.Literary Writing.Fiction.Fantasy	8	5
root.coding.Task Types.Auxiliary Functions.Conceptual Q&A	9	6
root.coding.Task Types.Tool Usage.Platform Comparison	9	6
root.mathematics.Mathematical Subfields.Computational Mathematics	9	6
root.mathematics.Task Types.Visualization.Geometric Drawing	9	6
root.reasoning.Application Domains.Psychological Reasoning	9	6
root.reasoning.Reasoning Methods.Causal Reasoning.Bayesian Reasoning	9	6
root.roleplay.Style Types.Dark Style.Apocalyptic	9	6
root.roleplay.Style Types.Experimental Style	9	6
root.roleplay.Style Types.Serious Style.Historical Drama	9	6
root.roleplay.Task Types.Creative.Description	9	6
root.roleplay.Task Types.Simulation.Business Decision	9	6
root.roleplay.Theme Types.Action-Adventure.Exploration	9	6
root.roleplay.Theme Types.Action-Adventure.Survival	9	6
root.roleplay.Theme Types.Fantasy.Cosmic	9	6
root.roleplay.Theme Types.Horror.Supernatural Horror	9	6
root.roleplay.Theme Types.Realistic.Cooking	9	6
root.roleplay.Theme Types.Thought.Philosophy	9	6
root.writing.Creative Stages.Optimization Stage.Vocabulary Optimization	9	6
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Metaphor	9	6
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Simile	9	6
root.writing.Creative Stages.Writing Stage.Tag Design	9	6
root.writing.Styles.Exaggerated	9	6
root.writing.Writing Domains.Creative Writing.Scenario Writing	9	6
root.writing.Writing Domains.Creative Writing.Symbolic Story Creation	9	6
root.writing.Writing Domains.Functional Writing.Meeting Minutes	9	6
root.writing.Writing Domains.Functional Writing.Recommendation Letters	9	6
root.writing.Writing Domains.Functional Writing.Speech Writing	9	6
root.writing.Writing Domains.Functional Writing.Teaching.Lesson Planning	9	6
root.writing.Writing Domains.Literary Writing.Fiction.Story Creation	9	6
root.writing.Writing Domains.Literary Writing.Prose	9	6
root.writing.Writing Domains.Media Writing.Advertising and Marketing	9	6
root.writing.Writing Domains.Media Writing.Review Writing	9	6
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Computer Hardware	10	7
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry	10	7
root.mathematics.Task Types.Visualization.Data Visualization	10	7
root.roleplay.Style Types.Experimental Style.Abstract Concepts	10	7
root.roleplay.Style Types.Experimental Style.Glitch Art	10	7
root.roleplay.Task Types.Creative.Character Design	10	7
root.roleplay.Task Types.Creative.Worldbuilding	10	7
root.roleplay.Task Types.Simulation.Functional Simulation	10	7
root.roleplay.Task Types.Simulation.Task Simulation	10	7
root.roleplay.Theme Types.Action-Adventure.Travel	10	7
root.roleplay.Theme Types.Realistic.History	10	7
root.roleplay.Theme Types.Sensory Simulation	10	7
root.roleplay.Theme Types.Thought.Religion	10	7
root.writing.Creative Stages.Optimization Stage.Grammar Check	10	7
root.writing.Creative Stages.Optimization Stage.Unit Conversion	10	7
root.writing.Creative Stages.Writing Stage.Rhetorical Use	10	7
root.writing.Styles.Natural	10	7
root.writing.Styles.Satirical	10	7
root.writing.Writing Domains.Everyday Writing.Entertainment.Horoscopes	10	7
root.writing.Writing Domains.Everyday Writing.Family	10	7
root.writing.Writing Domains.Everyday Writing.Society	10	7
root.writing.Writing Domains.Functional Writing.Email Writing	10	7
root.writing.Writing Domains.Functional Writing.Naming or Branding	10	7
root.writing.Writing Domains.Literary Writing.Descriptive Writing	10	7
root.writing.Writing Domains.Literary Writing.Fiction.Adventure Writing	10	7
root.writing.Writing Domains.Literary Writing.Fiction.Fan Fiction	10	7
root.writing.Writing Domains.Literary Writing.Parody Creation	10	7
root.writing.Writing Domains.Professional Writing.Design Writing	10	7
root.writing.Writing Domains.Professional Writing.Law	10	7
root.coding.Programming Languages.Scripting Languages.Shell	11	8
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	11	8
root.reasoning.Reasoning Methods.Emotional Reasoning	11	8
root.writing.Styles.Classicism	11	8
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	11	8
root.writing.Writing Domains.Functional Writing.Formal Communication	11	8
root.writing.Writing Domains.Functional Writing.Professional Planning	11	8
root.writing.Writing Domains.Functional Writing.Resume Writing	11	8
root.writing.Writing Domains.Functional Writing.Teaching.Tutorial Creation	11	8
root.writing.Writing Domains.Literary Writing.Fiction.Synopsis Creation	11	8
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	12	9
root.reasoning.Reasoning Methods.Logical Reasoning.Inductive Reasoning	13	10
root.roleplay.Task Types.Simulation.Realistic Adventure	13	10
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Parallelism	13	10
root.writing.Writing Domains.Everyday Writing.Emotions	13	10
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Scholarship	13	10
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	20	17

Processing: doubao-1-5-pro-32k-250115

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.mathematics.Mathematical Subfields.Algebra.Boolean Algebra	4	-10
root.mathematics.Mathematical Subfields.Analysis.Complex Analysis	4	-10
root.mathematics.Mathematical Subfields.Applied Mathematics.Games	4	-10
root.mathematics.Mathematical Subfields.Discrete Mathematics.Automata Theory	4	-10
root.mathematics.Mathematical Subfields.Analysis.Real Analysis	5	-9
root.mathematics.Task Types.Visualization.Geometric Drawing	5	-9
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	6	-8
root.knowledge.Disciplinary Fields.Natural Sciences.Chemistry	6	-8
root.mathematics	6	-8
root.mathematics.Mathematical Subfields	6	-8
root.mathematics.Mathematical Subfields.Algebra	6	-8
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra	6	-8
root.mathematics.Mathematical Subfields.Algebra.Group Theory	6	-8
root.mathematics.Mathematical Subfields.Analysis	6	-8
root.mathematics.Mathematical Subfields.Analysis.Algebra	6	-8
root.mathematics.Mathematical Subfields.Analysis.Fourier Analysis	6	-8
root.mathematics.Mathematical Subfields.Analysis.Limits	6	-8
root.mathematics.Mathematical Subfields.Mathematical Foundations.Arithmetic	6	-8
root.mathematics.Task Types	6	-8
root.mathematics.Task Types.Problem Solving.Word Problems	6	-8
root.reasoning.Task Types.Problem Solving.Experimental	6	-8
root.knowledge.Task Types.Information Processing.Chart Interpretation	7	-7
root.mathematics.Mathematical Subfields.Algebra.Algebraic Geometry	7	-7
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	7	-7
root.mathematics.Mathematical Subfields.Applied Mathematics.Signals	7	-7
root.mathematics.Mathematical Subfields.Computational Mathematics	7	-7
root.mathematics.Mathematical Subfields.Discrete Mathematics	7	-7
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory	7	-7
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory	7	-7
root.mathematics.Task Types.Computation	7	-7
root.mathematics.Task Types.Conceptual Understanding	7	-7
root.mathematics.Task Types.Fact Recall	7	-7
root.mathematics.Task Types.Problem Solving	7	-7
root.mathematics.Task Types.Problem Solving.Creative Problem Solving	7	-7
root.mathematics.Task Types.Problem Solving.Practical Application	7	-7
root.reasoning.Reasoning Methods.Logical Reasoning.Deductive Reasoning	7	-7
root.coding.Task Types.Development and Maintenance.Comment Generation	8	-6
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Botany	8	-6
root.mathematics.Mathematical Subfields.Algebra.Linear Algebra	8	-6
root.mathematics.Mathematical Subfields.Analysis.Calculus	8	-6
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry	8	-6
root.mathematics.Mathematical Subfields.Geometry.Crystallography	8	-6
root.mathematics.Mathematical Subfields.Geometry.Differential Geometry	8	-6
root.mathematics.Mathematical Subfields.Mathematical Foundations.Number Systems	8	-6
root.mathematics.Task Types.Logical Reasoning.Theoretical Derivation	8	-6
root.mathematics.Task Types.Problem Solving.Modeling	8	-6
root.mathematics.Task Types.Problem Solving.Scenario Analysis	8	-6
root.mathematics.Task Types.Visualization	8	-6
root.mathematics.Task Types.Visualization.Data Visualization	8	-6
root.coding.Programming Languages.Scripting Languages.PHP	9	-5
root.coding.Programming Languages.Scripting Languages.Script	9	-5
root.knowledge.Cognitive Levels.Basic Cognition.Fact Recall	9	-5
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Current Affairs	9	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Mechanical Engineering	9	-5
root.knowledge.Task Types.Information Processing.Data Visualization	9	-5
root.mathematics.Mathematical Subfields.Analysis.Mathematical Analysis	9	-5
root.mathematics.Mathematical Subfields.Applied Mathematics	9	-5
root.mathematics.Mathematical Subfields.Geometry	9	-5
root.mathematics.Mathematical Subfields.Geometry.Topology	9	-5
root.mathematics.Mathematical Subfields.Information Theory	9	-5
root.mathematics.Mathematical Subfields.Probability and Statistics	9	-5
root.mathematics.Task Types.Logical Reasoning.Logical Deduction	9	-5
root.roleplay.Task Types.Educational.Trivia	9	-5
root.writing.Writing Domains.Professional Writing.History	9	-5
root.writing.Writing Domains.Professional Writing.Law	9	-5
root.coding.Programming Languages.Scripting Languages.Shell	10	-4
root.coding.Technical Domains.Artificial Intelligence.Reinforcement Learning	10	-4
root.coding.Technical Domains.Data Science	10	-4
root.coding.Technical Domains.Data Science.Data Analysis Methods	10	-4
root.knowledge.Cognitive Levels.Basic Cognition	10	-4
root.knowledge.Cognitive Levels.Basic Cognition.Conceptual Understanding	10	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Entertainment	10	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Performing Arts	10	-4
root.knowledge.Task Types.Practical Application.Practice Exercises	10	-4
root.mathematics.Mathematical Subfields.Applied Mathematics.Physics	10	-4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Combinatorics	10	-4
root.mathematics.Mathematical Subfields.Mathematical Foundations	10	-4
root.mathematics.Mathematical Subfields.Mathematical Foundations.History of Mathematics	10	-4
root.mathematics.Mathematical Subfields.Number Theory	10	-4
root.mathematics.Task Types.Logical Reasoning	10	-4
root.mathematics.Task Types.Logical Reasoning.Critical Review	10	-4
root.reasoning.Application Domains.Organization	10	-4
root.reasoning.Reasoning Methods.Causal Reasoning.Bayesian Reasoning	10	-4
root.reasoning.Reasoning Methods.Spatial Reasoning	10	-4
root.reasoning.Reasoning Methods.Spatial Reasoning.Topological Relationships	10	-4
root.reasoning.Task Types.Puzzle Solving	10	-4
root.roleplay.Style Types.Humorous Style.Vulgar	10	-4
root.roleplay.Task Types.Simulation.Realistic Adventure	10	-4
root.roleplay.Theme Types.Comedy.Humorous Comedy	10	-4
root.writing.Styles.Classicism	10	-4
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	10	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Task Types.Tool Usage.Platform Comparison	18	4
root.reasoning.Reasoning Methods.Causal Reasoning.Direct Causal Chain	18	4
root.reasoning.Reasoning Methods.Explanatory Reasoning	18	4
root.reasoning.Task Types.Conceptual Understanding	18	4
root.reasoning.Task Types.Theory	18	4
root.roleplay.Style Types.Experimental Style	18	4
root.roleplay.Style Types.Humorous Style.Satirical	18	4
root.roleplay.Task Types.Analytical.Culture	18	4
root.roleplay.Task Types.Interactive.Realistic Interaction	18	4
root.roleplay.Theme Types.Sensory Simulation	18	4
root.writing	18	4
root.writing.Creative Stages	18	4
root.writing.Creative Stages.Optimization Stage	18	4
root.writing.Creative Stages.Optimization Stage.Content Rewriting	18	4
root.writing.Creative Stages.Post-processing Stage.Content Classification	18	4
root.writing.Creative Stages.Writing Stage	18	4
root.writing.Creative Stages.Writing Stage.Data Processing	18	4
root.writing.Creative Stages.Writing Stage.Dialogue-related	18	4
root.writing.Creative Stages.Writing Stage.Draft Writing	18	4
root.writing.Creative Stages.Writing Stage.Example Generation	18	4
root.writing.Creative Stages.Writing Stage.Tag Design	18	4
root.writing.Styles	18	4
root.writing.Styles.Comedic	18	4
root.writing.Styles.Concise	18	4
root.writing.Styles.Exaggerated	18	4
root.writing.Styles.Light-hearted	18	4
root.writing.Styles.Melancholic	18	4
root.writing.Styles.Plain	18	4
root.writing.Writing Domains	18	4
root.writing.Writing Domains.Creative Writing	18	4
root.writing.Writing Domains.Creative Writing.Creative Fragment Writing	18	4
root.writing.Writing Domains.Creative Writing.Humorous Writing	18	4
root.writing.Writing Domains.Creative Writing.Scenario Writing	18	4
root.writing.Writing Domains.Everyday Writing	18	4
root.writing.Writing Domains.Everyday Writing.Entertainment	18	4
root.writing.Writing Domains.Functional Writing	18	4
root.writing.Writing Domains.Functional Writing.Email Writing	18	4
root.writing.Writing Domains.Functional Writing.Greeting Card Writing	18	4
root.writing.Writing Domains.Functional Writing.Note Writing	18	4
root.writing.Writing Domains.Functional Writing.User Manuals	18	4
root.writing.Writing Domains.Functional Writing.Workplace Writing	18	4
root.writing.Writing Domains.Literary Writing.Descriptive Writing	18	4
root.writing.Writing Domains.Literary Writing.Fiction.Historical Fiction	18	4
root.writing.Writing Domains.Literary Writing.Fiction.Synopsis Creation	18	4
root.writing.Writing Domains.Media Writing	18	4
root.writing.Writing Domains.Media Writing.Copywriting	18	4
root.writing.Writing Domains.Professional Writing.Business	18	4
root.writing.Writing Domains.Professional Writing.Medicine	18	4
root.reasoning.Task Types.Evaluation and Feedback	19	5
root.reasoning.Thinking Modes.Creative.Abstract Reasoning	19	5
root.roleplay.Style Types.Experimental Style.Cross-Media	19	5
root.roleplay.Task Types.Educational.Ethical Discussion	19	5
root.roleplay.Task Types.Simulation.Military Simulation	19	5
root.roleplay.Theme Types.Action-Adventure.Spy	19	5
root.roleplay.Theme Types.Action-Adventure.War	19	5
root.roleplay.Theme Types.Comedy.Light Comedy	19	5
root.writing.Creative Stages.Conceptualization Stage.Character Development	19	5
root.writing.Creative Stages.Conceptualization Stage.Terminology Analysis	19	5
root.writing.Creative Stages.Optimization Stage.Text Optimization	19	5
root.writing.Creative Stages.Post-processing Stage.Text Analysis	19	5
root.writing.Creative Stages.Post-processing Stage.Text Interpretation	19	5
root.writing.Creative Stages.Writing Stage.Analogical Creation	19	5
root.writing.Creative Stages.Writing Stage.Prompt Development	19	5
root.writing.Styles.Humorous	19	5
root.writing.Writing Domains.Everyday Writing.Interpersonal Communication	19	5
root.writing.Writing Domains.Everyday Writing.Personal Reflection	19	5
root.writing.Writing Domains.Everyday Writing.Shopping	19	5
root.writing.Writing Domains.Everyday Writing.Sports	19	5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	19	5
root.writing.Writing Domains.Functional Writing.Recommendation Letters	19	5
root.writing.Writing Domains.Functional Writing.Teaching.Vocabulary Practice	19	5
root.writing.Writing Domains.Literary Writing.Fiction.Story Creation	19	5
root.writing.Writing Domains.Media Writing.Review Writing	19	5
root.writing.Writing Domains.Media Writing.Video Scripts	19	5
root.writing.Writing Domains.Professional Writing.Linguistics	19	5
root.writing.Writing Domains.Professional Writing.Sports	19	5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Human-Computer Interaction	20	6
root.roleplay.Style Types.Experimental Style.Abstract Concepts	20	6
root.roleplay.Task Types.Analytical.Cross-Analysis	20	6
root.writing.Creative Stages.Optimization Stage.Fact-checking	20	6
root.writing.Creative Stages.Post-processing Stage	20	6
root.writing.Creative Stages.Post-processing Stage.Text Summarization	20	6
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Pun	20	6
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Simile	20	6
root.writing.Styles.Natural	20	6
root.writing.Writing Domains.Creative Writing.Symbolic Story Creation	20	6
root.writing.Writing Domains.Everyday Writing.Entertainment.Horoscopes	20	6
root.writing.Writing Domains.Everyday Writing.Personal Leisure Writing	20	6
root.writing.Writing Domains.Functional Writing.Resume Writing	20	6
root.writing.Writing Domains.Literary Writing.Prose	20	6
root.writing.Writing Domains.Literary Writing.Proverbial Expressions	20	6
root.writing.Writing Domains.Media Writing.Advertising and Marketing	20	6
root.writing.Writing Domains.Media Writing.News Reporting	20	6
root.writing.Writing Domains.Media Writing.Social Media	20	6
root.roleplay.Style Types.Experimental Style.Freeform	21	7
root.roleplay.Task Types.Educational.Academic Guidance	21	7
root.roleplay.Theme Types.Fantasy.Cosmic	21	7
root.roleplay.Theme Types.Realistic.Maritime	21	7
root.roleplay.Theme Types.Realistic.Music	21	7
root.writing.Creative Stages.Optimization Stage.Unit Conversion	21	7
root.writing.Creative Stages.Optimization Stage.Vocabulary Optimization	21	7
root.writing.Creative Stages.Post-processing Stage.Entity Extraction	21	7
root.writing.Styles.Reddit Style	21	7
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	21	7
root.writing.Writing Domains.Everyday Writing.Exams	21	7
root.writing.Writing Domains.Functional Writing.Meeting Minutes	21	7
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	21	7
root.writing.Writing Domains.Literary Writing.Philosophy	21	7

Processing: gemma-3-27b-it

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.knowledge	1	-4
root.knowledge.Cognitive Levels	1	-4
root.knowledge.Cognitive Levels.Applied Analysis	1	-4
root.knowledge.Cognitive Levels.Basic Cognition.Conceptual Understanding	1	-4
root.knowledge.Disciplinary Fields	1	-4
root.knowledge.Disciplinary Fields.Applied Sciences	1	-4
root.knowledge.Disciplinary Fields.Applied Sciences.Architecture	1	-4
root.knowledge.Disciplinary Fields.Applied Sciences.Food Science	1	-4
root.knowledge.Disciplinary Fields.Applied Sciences.Transportation and Travel	1	-4
root.knowledge.Disciplinary Fields.Arts and Culture	1	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Entertainment	1	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Essays	1	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Media	1	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Performing Arts	1	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences	1	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Culture	1	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.History	1	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Philosophy	1	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Politics	1	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Social Sciences	1	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Microbiology	1	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Physiology	1	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Aerodynamics	1	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Nuclear Physics	1	-4
root.knowledge.Disciplinary Fields.Technical Engineering	1	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Human-Computer Interaction	1	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering	1	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Communications	1	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Electronics	1	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Mechanical Engineering	1	-4
root.knowledge.Task Types	1	-4
root.knowledge.Task Types.Content Production	1	-4
root.knowledge.Task Types.Content Production.Content Generation	1	-4
root.knowledge.Task Types.Information Processing	1	-4
root.knowledge.Task Types.Information Processing.Text Processing	1	-4
root.reasoning.Application Domains.Ethical Reasoning	1	-4
root.reasoning.Application Domains.Negotiation	1	-4
root.reasoning.Application Domains.Organization	1	-4
root.reasoning.Reasoning Methods.Analogical Reasoning	1	-4
root.reasoning.Reasoning Methods.Critical Reasoning	1	-4
root.reasoning.Task Types.Argumentation	1	-4
root.reasoning.Task Types.Decision Making	1	-4
root.reasoning.Task Types.Evaluation	1	-4
root.reasoning.Task Types.Theory	1	-4
root.reasoning.Thinking Modes.Creative.Conceptual Thinking	1	-4
root.reasoning.Thinking Modes.Critical	1	-4
root.roleplay.Style Types.Serious Style.Realism	1	-4
root.roleplay.Task Types.Analytical.Historical Events	1	-4
root.roleplay.Task Types.Analytical.Social and Political Issues	1	-4
root.roleplay.Task Types.Educational.General Advice	1	-4
root.roleplay.Task Types.Simulation.Behavioral Simulation	1	-4
root.roleplay.Task Types.Simulation.Business Decision	1	-4
root.roleplay.Task Types.Simulation.Military Simulation	1	-4
root.roleplay.Theme Types.Action-Adventure	1	-4
root.roleplay.Theme Types.Action-Adventure.Military	1	-4
root.roleplay.Theme Types.Action-Adventure.Spy	1	-4
root.roleplay.Theme Types.Action-Adventure.Travel	1	-4
root.roleplay.Theme Types.Action-Adventure.War	1	-4
root.roleplay.Theme Types.Emotional.Romantic	1	-4
root.roleplay.Theme Types.Realistic.History	1	-4
root.roleplay.Theme Types.Realistic.Maritime	1	-4
root.roleplay.Theme Types.Realistic.Military	1	-4
root.roleplay.Theme Types.Safety	1	-4
root.writing.Creative Stages.Conceptualization Stage.Brainstorming	1	-4
root.writing.Creative Stages.Conceptualization Stage.Terminology Analysis	1	-4
root.writing.Creative Stages.Optimization Stage.Content Rewriting	1	-4
root.writing.Creative Stages.Post-processing Stage	1	-4
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Metaphor	1	-4
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Simile	1	-4
root.writing.Styles.Melancholic	1	-4
root.writing.Styles.Natural	1	-4
root.writing.Styles.Tragic	1	-4
root.writing.Writing Domains.Creative Writing.Creative Fragment Writing	1	-4
root.writing.Writing Domains.Everyday Writing.Health	1	-4
root.writing.Writing Domains.Everyday Writing.Interpersonal Communication	1	-4
root.writing.Writing Domains.Everyday Writing.Personal Reflection	1	-4
root.writing.Writing Domains.Functional Writing.Informative Writing	1	-4
root.writing.Writing Domains.Functional Writing.Structured Response Writing	1	-4
root.writing.Writing Domains.Literary Writing.Literary Analysis	1	-4
root.writing.Writing Domains.Literary Writing.Narrative Writing	1	-4
root.writing.Writing Domains.Media Writing.Advertising and Marketing	1	-4
root.writing.Writing Domains.Media Writing.Blog Posts	1	-4
root.writing.Writing Domains.Media Writing.Web Content	1	-4
root.writing.Writing Domains.Professional Writing.Culture	1	-4
root.writing.Writing Domains.Professional Writing.Medicine	1	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding	9	4
root.coding.Programming Languages	9	4
root.coding.Programming Languages.Data Languages	9	4
root.coding.Programming Languages.Data Languages.PySpark	9	4
root.coding.Programming Languages.Data Languages.R	9	4
root.coding.Programming Languages.General-purpose Languages	9	4
root.coding.Programming Languages.General-purpose Languages.Javascript	9	4
root.coding.Programming Languages.General-purpose Languages.Python	9	4
root.coding.Programming Languages.General-purpose Languages.Swift	9	4
root.coding.Programming Languages.Markup Languages	9	4
root.coding.Programming Languages.Markup Languages.CSS	9	4
root.coding.Programming Languages.Markup Languages.HTML	9	4
root.coding.Programming Languages.Markup Languages.Markdown	9	4
root.coding.Programming Languages.Markup Languages.SVG	9	4
root.coding.Task Types	9	4
root.coding.Task Types.Data Processing.Data Analysis	9	4
root.coding.Task Types.Data Processing.Data Visualization	9	4
root.coding.Task Types.Debugging and Optimization.Bug Fixing	9	4
root.coding.Task Types.Debugging and Optimization.Performance	9	4
root.coding.Task Types.Debugging and Optimization.Testing	9	4
root.coding.Task Types.Development and Maintenance	9	4
root.coding.Task Types.Development and Maintenance.Code Editing	9	4
root.coding.Task Types.Development and Maintenance.Code Explanation	9	4
root.coding.Task Types.Development and Maintenance.Code Generation	9	4
root.coding.Task Types.Tool Usage	9	4
root.coding.Task Types.Tool Usage.IDE Configuration	9	4
root.coding.Task Types.Tool Usage.Version Control	9	4
root.coding.Technical Domains	9	4
root.coding.Technical Domains.Artificial Intelligence	9	4
root.coding.Technical Domains.Artificial Intelligence.Reinforcement Learning	9	4
root.coding.Technical Domains.Back-end Development	9	4
root.coding.Technical Domains.Back-end Development.API Development	9	4
root.coding.Technical Domains.Back-end Development.Concurrent Programming	9	4
root.coding.Technical Domains.Data Science	9	4
root.coding.Technical Domains.Data Science.Data Analysis Methods	9	4
root.coding.Technical Domains.Data Science.Data Visualization Tools	9	4
root.coding.Technical Domains.Data Science.Model Creation	9	4
root.coding.Technical Domains.Embedded Development.Real-time Systems	9	4
root.coding.Technical Domains.Front-end Development	9	4
root.coding.Technical Domains.Front-end Development.Animation	9	4
root.coding.Technical Domains.Front-end Development.DOM Manipulation	9	4
root.coding.Technical Domains.Front-end Development.Responsive Design	9	4
root.coding.Technical Domains.Front-end Development.UI/UX Design	9	4
root.coding.Technical Domains.Front-end Development.Webpage Development	9	4
root.coding.Technical Domains.Game Development.Physics Engine	9	4
root.coding.Technical Domains.Game Development.Player Mechanics	9	4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cloud Computing	9	4
root.mathematics.Mathematical Subfields.Algebra	9	4
root.mathematics.Mathematical Subfields.Algebra.Linear Algebra	9	4
root.mathematics.Mathematical Subfields.Applied Mathematics.Signals	9	4
root.mathematics.Mathematical Subfields.Discrete Mathematics	9	4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Automata Theory	9	4
root.mathematics.Mathematical Subfields.Geometry.Crystallography	9	4
root.mathematics.Mathematical Subfields.Mathematical Foundations.History of Mathematics	9	4
root.mathematics.Task Types.Logical Reasoning.Critical Review	9	4
root.mathematics.Task Types.Visualization	9	4
root.roleplay.Style Types.Experimental Style.Abstract Concepts	9	4
root.roleplay.Task Types.Analytical.Cross-Analysis	9	4
root.roleplay.Task Types.Analytical.Interpretation and Symbolic Analysis	9	4
root.roleplay.Task Types.Educational.Ethical Discussion	9	4
root.roleplay.Task Types.Interactive.Character Interaction	9	4
root.roleplay.Task Types.Interactive.Q&A	9	4
root.roleplay.Theme Types.Realistic.Life	9	4
root.roleplay.Theme Types.Realistic.Relationships	9	4
root.roleplay.Theme Types.Thought.Religion	9	4
root.writing.Creative Stages.Optimization Stage.Proofreading	9	4
root.writing.Creative Stages.Writing Stage.Dialogue-related	9	4
root.writing.Writing Domains.Functional Writing.Argumentative Writing	9	4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	9	4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	9	4
root.writing.Writing Domains.Functional Writing.Project Planning	9	4
root.writing.Writing Domains.Functional Writing.User Manuals	9	4
root.writing.Writing Domains.Literary Writing.Fiction.Mystery	9	4
root.writing.Writing Domains.Professional Writing.Music.Songwriting	9	4
root.coding.Programming Languages.Domain-specific Languages	10	5
root.coding.Programming Languages.Domain-specific Languages.GLSL (Graphics)	10	5
root.coding.Programming Languages.General-purpose Languages.Go	10	5
root.coding.Programming Languages.General-purpose Languages.Java	10	5
root.coding.Programming Languages.General-purpose Languages.TypeScript	10	5
root.coding.Programming Languages.Scripting Languages	10	5
root.coding.Programming Languages.Scripting Languages.Lua	10	5
root.coding.Programming Languages.Scripting Languages.Ruby	10	5
root.coding.Programming Languages.Scripting Languages.VB	10	5
root.coding.Task Types.Auxiliary Functions.Learning Resources	10	5
root.coding.Task Types.Data Processing	10	5
root.coding.Task Types.Data Processing.Data Manipulation	10	5
root.coding.Task Types.Data Processing.File Processing	10	5
root.coding.Task Types.Data Processing.Image Processing	10	5
root.coding.Task Types.Debugging and Optimization	10	5
root.coding.Task Types.Debugging and Optimization.Error Handling	10	5
root.coding.Task Types.Debugging and Optimization.Optimization	10	5
root.coding.Task Types.Development and Maintenance.Code Analysis	10	5
root.coding.Task Types.Development and Maintenance.Code Execution	10	5
root.coding.Task Types.Development and Maintenance.Comment Generation	10	5
root.coding.Task Types.Tool Usage.Automated Workflow	10	5
root.coding.Task Types.Tool Usage.Automation	10	5
root.coding.Task Types.Tool Usage.Terminal Interaction	10	5
root.coding.Technical Domains.Artificial Intelligence.Computer Vision	10	5
root.coding.Technical Domains.Artificial Intelligence.Natural Language Processing	10	5
root.coding.Technical Domains.Data Science.Big Data	10	5
root.coding.Technical Domains.Data Structures and Algorithms	10	5
root.coding.Technical Domains.Embedded Development.Sensors	10	5
root.coding.Technical Domains.Systems Programming	10	5
root.coding.Technical Domains.Systems Programming.Cryptographic Programming	10	5
root.coding.Technical Domains.Systems Programming.Hardware Development	10	5
root.coding.Technical Domains.Systems Programming.Thread Concurrency	10	5
root.coding.Technical Domains.Web Development	10	5
root.mathematics.Mathematical Subfields.Analysis.Functional Analysis	10	5
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	10	5
root.mathematics.Mathematical Subfields.Applied Mathematics.Games	10	5
root.mathematics.Task Types.Logical Reasoning.Logical Deduction	10	5
root.reasoning.Reasoning Methods.Logical Reasoning.Inductive Reasoning	10	5
root.roleplay.Task Types.Analytical.Social Issues	10	5
root.roleplay.Task Types.Simulation.Creative Simulation	10	5
root.roleplay.Theme Types.Comedy.Surreal Comedy	10	5
root.writing.Creative Stages.Post-processing Stage.Text Summarization	10	5
root.writing.Styles.Plain	10	5
root.writing.Writing Domains.Functional Writing.Instructional Descriptive Writing	10	5
root.writing.Writing Domains.Functional Writing.Professional Planning	10	5
root.writing.Writing Domains.Functional Writing.Project Documentation	10	5
root.writing.Writing Domains.Functional Writing.Speech Writing	10	5
root.writing.Writing Domains.Professional Writing.Technology	10	5
root.coding.Programming Languages.Data Languages.MATLAB	11	6
root.coding.Programming Languages.Domain-specific Languages.CUDA (Parallel Computing)	11	6
root.coding.Programming Languages.Domain-specific Languages.Solidity (Blockchain)	11	6
root.coding.Task Types.Auxiliary Functions.Regular Expression Parsing	11	6
root.coding.Task Types.Development and Maintenance.Code Conversion	11	6
root.mathematics.Mathematical Subfields.Mathematical Foundations.Number Systems	11	6
root.mathematics.Task Types.Logical Reasoning.Puzzle Solving	11	6
root.reasoning.Thinking Modes.Analytical.Text Analysis	11	6
root.roleplay.Theme Types.Realistic.Cooking	11	6
root.writing.Writing Domains.Functional Writing.Meeting Minutes	11	6
root.writing.Writing Domains.Professional Writing.Politics	11	6
root.coding.Programming Languages.Scripting Languages.Perl	12	7
root.mathematics.Mathematical Subfields.Algebra.Group Theory	12	7
root.writing.Writing Domains.Functional Writing.Resume Writing	12	7
root.writing.Writing Domains.Media Writing.News Reporting	12	7
root.coding.Programming Languages.Markup Languages.JSON	13	8
root.coding.Task Types.Tool Usage.Test Development	13	8
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	14	9
root.writing.Writing Domains.Functional Writing.Workplace Writing	14	9
root.coding.Programming Languages.Scripting Languages.Batch	15	10
root.mathematics.Mathematical Subfields.Algebra.Algebraic Geometry	16	11
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	16	11
root.writing.Writing Domains.Functional Writing.Email Writing	17	12

Processing: gemma-3-4b-it

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.roleplay.Style Types.Dark Style.Gothic	1	-10
root.roleplay.Style Types.Experimental Style.Cross-Media	1	-10
root.roleplay.Task Types.Analytical.Culture	1	-10
root.roleplay.Theme Types.Emotional.Sensitive	1	-10
root.roleplay.Theme Types.Fantasy.Gothic	1	-10
root.roleplay.Theme Types.Realistic.Art	1	-10
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Politics	2	-9
root.reasoning.Thinking Modes.Creative	2	-9
root.roleplay.Task Types.Analytical.Historical Events	2	-9
root.roleplay.Theme Types.Emotional.Erotic	2	-9
root.roleplay.Theme Types.Emotional.Romantic	2	-9
root.roleplay.Theme Types.Fantasy.Isekai	2	-9
root.roleplay.Theme Types.Realistic.Music	2	-9
root.writing.Creative Stages.Optimization Stage.Grammar Check	2	-9
root.writing.Styles.Melancholic	2	-9
root.writing.Writing Domains.Everyday Writing.Entertainment	2	-9
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	2	-9
root.writing.Writing Domains.Functional Writing.Teaching.Tutorial Creation	2	-9
root.writing.Writing Domains.Literary Writing.Fiction.Story Creation	2	-9
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Philosophy	3	-8
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Human-Computer Interaction	3	-8
root.reasoning.Thinking Modes.Creative.Concept Reorganization	3	-8
root.roleplay.Style Types.Experimental Style.Freeform	3	-8
root.roleplay.Task Types.Analytical.Interpretation and Symbolic Analysis	3	-8
root.roleplay.Task Types.Creative.Character Design	3	-8
root.roleplay.Task Types.Creative.Worldbuilding	3	-8
root.roleplay.Task Types.Interactive.Social Interaction	3	-8
root.roleplay.Task Types.Simulation.Functional Simulation	3	-8
root.roleplay.Task Types.Simulation.Realistic Adventure	3	-8
root.roleplay.Theme Types.Emotional	3	-8
root.roleplay.Theme Types.Fantasy.Time Travel	3	-8
root.writing.Creative Stages.Writing Stage.Dialogue-related	3	-8
root.writing.Creative Stages.Writing Stage.Tag Design	3	-8
root.writing.Creative Stages.Writing Stage.Title Design	3	-8
root.writing.Styles.Exaggerated	3	-8
root.writing.Writing Domains.Everyday Writing.Gaming.Game Design	3	-8
root.writing.Writing Domains.Everyday Writing.Gaming.Video Games	3	-8
root.writing.Writing Domains.Functional Writing.User Manuals	3	-8
root.writing.Writing Domains.Literary Writing.Fiction.Fantasy	3	-8
root.writing.Writing Domains.Literary Writing.Prose	3	-8
root.writing.Writing Domains.Professional Writing.Culture	3	-8
root.writing.Writing Domains.Professional Writing.Linguistics	3	-8
root.writing.Writing Domains.Professional Writing.Natural Sciences	3	-8
root.knowledge.Disciplinary Fields.Applied Sciences.Real Estate	4	-7
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Essays	4	-7
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Robotics	4	-7
root.reasoning.Application Domains.Organization	4	-7
root.reasoning.Reasoning Methods.Classification Reasoning	4	-7
root.reasoning.Reasoning Methods.Critical Reasoning	4	-7
root.reasoning.Thinking Modes.Creative.Creative Exploration	4	-7
root.reasoning.Thinking Modes.Creative.Divergent Association	4	-7
root.roleplay.Style Types.Experimental Style	4	-7
root.roleplay.Style Types.Experimental Style.Abstract Concepts	4	-7
root.roleplay.Task Types.Analytical.Character Analysis	4	-7
root.roleplay.Task Types.Creative.Description	4	-7
root.roleplay.Task Types.Interactive.Q&A	4	-7
root.roleplay.Task Types.Simulation.Gameplay	4	-7
root.roleplay.Theme Types.Action-Adventure.Exploration	4	-7
root.roleplay.Theme Types.Fantasy.Mythology	4	-7
root.roleplay.Theme Types.Fantasy.Supernatural	4	-7
root.roleplay.Theme Types.Realistic.Work	4	-7
root.writing.Creative Stages.Post-processing Stage.Bias Analysis	4	-7
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Parallelism	4	-7
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Pun	4	-7
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Simile	4	-7
root.writing.Styles.Light-hearted	4	-7
root.writing.Styles.Natural	4	-7
root.writing.Styles.Reddit Style	4	-7
root.writing.Styles.Satirical	4	-7
root.writing.Styles.Tragic	4	-7
root.writing.Writing Domains.Everyday Writing.Gaming.Puzzle Solving	4	-7
root.writing.Writing Domains.Functional Writing.Project Documentation	4	-7
root.writing.Writing Domains.Literary Writing.Fiction	4	-7
root.writing.Writing Domains.Literary Writing.Parody Creation	4	-7
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Ethical Reasoning	5	-6
root.knowledge.Disciplinary Fields.Arts and Culture.Design	5	-6
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Novels	5	-6
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Zoology	5	-6
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Computer Hardware	5	-6
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Telecommunications	5	-6
root.knowledge.Task Types.Information Processing.Text Processing	5	-6
root.reasoning.Application Domains.Negotiation	5	-6
root.reasoning.Application Domains.Philosophical Reasoning	5	-6
root.reasoning.Application Domains.Psychological Reasoning	5	-6
root.reasoning.Reasoning Methods.Analogical Reasoning	5	-6
root.reasoning.Reasoning Methods.Logical Reasoning.Symbolic Reasoning	5	-6
root.reasoning.Task Types.Design	5	-6
root.reasoning.Task Types.Theory	5	-6
root.reasoning.Thinking Modes.Creative.Abstract Reasoning	5	-6
root.reasoning.Thinking Modes.Critical	5	-6
root.roleplay.Style Types.Dark Style	5	-6
root.roleplay.Style Types.Humorous Style.Sitcom	5	-6
root.roleplay.Task Types.Analytical.Social and Political Issues	5	-6
root.roleplay.Task Types.Educational.Language Learning	5	-6
root.roleplay.Task Types.Simulation.Task Simulation	5	-6
root.roleplay.Theme Types.Action-Adventure.War	5	-6
root.roleplay.Theme Types.Cultural	5	-6
root.roleplay.Theme Types.Fantasy	5	-6
root.roleplay.Theme Types.Fantasy.Fantasy	5	-6
root.roleplay.Theme Types.Fantasy.Magic	5	-6
root.roleplay.Theme Types.Horror.Supernatural Horror	5	-6
root.roleplay.Theme Types.Realistic.Cooking	5	-6
root.roleplay.Theme Types.Realistic.Modern	5	-6
root.roleplay.Theme Types.Thought.Religion	5	-6
root.writing.Creative Stages.Optimization Stage.Multilingual and Translation	5	-6
root.writing.Creative Stages.Post-processing Stage.Text Interpretation	5	-6
root.writing.Creative Stages.Writing Stage.Citation Integration	5	-6
root.writing.Styles.Steampunk	5	-6
root.writing.Writing Domains.Creative Writing.Fan Creation	5	-6
root.writing.Writing Domains.Creative Writing.Humorous Writing	5	-6
root.writing.Writing Domains.Creative Writing.Visual Arts	5	-6
root.writing.Writing Domains.Everyday Writing.Entertainment.Horoscopes	5	-6
root.writing.Writing Domains.Everyday Writing.Entertainment.Travel	5	-6
root.writing.Writing Domains.Everyday Writing.Gaming	5	-6
root.writing.Writing Domains.Functional Writing.Informative Writing	5	-6
root.writing.Writing Domains.Functional Writing.Project Planning	5	-6
root.writing.Writing Domains.Functional Writing.Speech Writing	5	-6
root.writing.Writing Domains.Functional Writing.Teaching.Vocabulary Practice	5	-6
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	5	-6
root.writing.Writing Domains.Literary Writing.Fiction.Fan Fiction	5	-6
root.writing.Writing Domains.Literary Writing.Fiction.Synopsis Creation	5	-6
root.writing.Writing Domains.Media Writing.Copywriting	5	-6
root.writing.Writing Domains.Professional Writing.Academic	5	-6
root.knowledge.Disciplinary Fields.Applied Sciences.Architecture	6	-5
root.knowledge.Disciplinary Fields.Arts and Culture	6	-5
root.knowledge.Disciplinary Fields.Arts and Culture.Culinary Arts	6	-5
root.knowledge.Disciplinary Fields.Arts and Culture.Literature	6	-5
root.knowledge.Disciplinary Fields.Arts and Culture.Performing Arts	6	-5
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.History	6	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Electronics	6	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Mechanical Engineering	6	-5
root.reasoning.Application Domains.Biological Reasoning	6	-5
root.reasoning.Application Domains.Ethical Reasoning	6	-5
root.reasoning.Application Domains.Legal Reasoning	6	-5
root.reasoning.Application Domains.Personal Development Guidance	6	-5
root.reasoning.Application Domains.Social Reasoning	6	-5
root.reasoning.Reasoning Methods.Explanatory Reasoning	6	-5
root.reasoning.Task Types.Problem Solving	6	-5
root.reasoning.Task Types.Problem Solving.Creative	6	-5
root.reasoning.Thinking Modes.Hypothetical Thinking	6	-5
root.roleplay.Style Types.Dark Style.Apocalyptic	6	-5
root.roleplay.Style Types.Dark Style.Psychological Oppression	6	-5
root.roleplay.Style Types.Narrative	6	-5
root.roleplay.Style Types.Serious Style.Historical Drama	6	-5
root.roleplay.Task Types.Analytical.Cross-Analysis	6	-5
root.roleplay.Task Types.Educational.Ethical Discussion	6	-5
root.roleplay.Theme Types.Action-Adventure.Travel	6	-5
root.roleplay.Theme Types.Comedy.Surreal Comedy	6	-5
root.roleplay.Theme Types.Fictional Script	6	-5
root.roleplay.Theme Types.Realistic.History	6	-5
root.roleplay.Theme Types.Realistic.Nature	6	-5
root.roleplay.Theme Types.Sensory Simulation	6	-5
root.roleplay.Theme Types.Thought	6	-5
root.roleplay.Theme Types.Thought.Philosophy	6	-5
root.writing.Creative Stages.Conceptualization Stage.Literature Review	6	-5
root.writing.Creative Stages.Conceptualization Stage.World Building	6	-5
root.writing.Creative Stages.Optimization Stage.Fact-checking	6	-5
root.writing.Creative Stages.Optimization Stage.Text Optimization	6	-5
root.writing.Creative Stages.Optimization Stage.Unit Conversion	6	-5
root.writing.Creative Stages.Optimization Stage.Vocabulary Optimization	6	-5
root.writing.Creative Stages.Post-processing Stage.Entity Extraction	6	-5
root.writing.Creative Stages.Writing Stage.Rhetorical Use	6	-5
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Metaphor	6	-5
root.writing.Styles.Humorous	6	-5
root.writing.Styles.Modernism	6	-5
root.writing.Writing Domains.Creative Writing.Experimental Writing	6	-5
root.writing.Writing Domains.Everyday Writing.Health	6	-5
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	6	-5
root.writing.Writing Domains.Media Writing.Social Media	6	-5
root.writing.Writing Domains.Professional Writing.Medicine	6	-5
root.writing.Writing Domains.Professional Writing.Music.Songwriting	6	-5
root.writing.Writing Domains.Professional Writing.Technology	6	-5
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Argumentation	7	-4
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Risk Assessment	7	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Poetry	7	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Current Affairs	7	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Social Sciences	7	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Chemistry	7	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering	7	-4
root.knowledge.Task Types.Content Production.Example Demonstration	7	-4
root.knowledge.Task Types.Practical Application.Real-world	7	-4
root.reasoning.Reasoning Methods.Causal Reasoning.Multi-factor Attribution	7	-4
root.reasoning.Reasoning Methods.Comparative Reasoning	7	-4
root.reasoning.Task Types.Conceptual Understanding	7	-4
root.reasoning.Thinking Modes.Analytical.Text Analysis	7	-4
root.reasoning.Thinking Modes.Creative.Conceptual Thinking	7	-4
root.roleplay.Style Types.Experimental Style.Glitch Art	7	-4
root.roleplay.Style Types.Serious Style.Realism	7	-4
root.roleplay.Task Types.Analytical.Analytical Methods	7	-4
root.roleplay.Task Types.Analytical.Comparative Analysis	7	-4
root.roleplay.Task Types.Analytical.Political Conspiracy	7	-4
root.roleplay.Task Types.Educational.Skill Training	7	-4
root.roleplay.Task Types.Simulation.Military Simulation	7	-4
root.roleplay.Theme Types.Fantasy.Cosmic	7	-4
root.roleplay.Theme Types.Fantasy.Horror	7	-4
root.roleplay.Theme Types.Realistic.Relationships	7	-4
root.roleplay.Theme Types.Realistic.Technology	7	-4
root.writing.Creative Stages.Optimization Stage	7	-4
root.writing.Creative Stages.Optimization Stage.Proofreading	7	-4
root.writing.Creative Stages.Writing Stage.Example Generation	7	-4
root.writing.Creative Stages.Writing Stage.Prompt Development	7	-4
root.writing.Styles.Comedic	7	-4
root.writing.Writing Domains.Creative Writing	7	-4
root.writing.Writing Domains.Creative Writing.Scenario Writing	7	-4
root.writing.Writing Domains.Everyday Writing.Emotions	7	-4
root.writing.Writing Domains.Everyday Writing.Entertainment.Tongue Twisters	7	-4
root.writing.Writing Domains.Everyday Writing.Gaming.Game Localization	7	-4
root.writing.Writing Domains.Everyday Writing.Sports	7	-4
root.writing.Writing Domains.Functional Writing.Greeting Card Writing	7	-4
root.writing.Writing Domains.Functional Writing.Meeting Minutes	7	-4
root.writing.Writing Domains.Functional Writing.Naming or Branding	7	-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	7	-4
root.writing.Writing Domains.Functional Writing.Teaching.Language Learning	7	-4
root.writing.Writing Domains.Literary Writing.Fiction.Adventure Writing	7	-4
root.writing.Writing Domains.Literary Writing.Literary Analysis	7	-4
root.writing.Writing Domains.Literary Writing.Philosophy	7	-4
root.writing.Writing Domains.Professional Writing.History	7	-4
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	7	-4
root.writing.Writing Domains.Professional Writing.Sports	7	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding	15	4
root.coding.Programming Languages	15	4
root.coding.Programming Languages.Domain-specific Languages	15	4
root.coding.Programming Languages.Domain-specific Languages.GDScript (Games)	15	4
root.coding.Programming Languages.General-purpose Languages.Javascript	15	4
root.coding.Programming Languages.Markup Languages	15	4
root.coding.Programming Languages.Markup Languages.CSS	15	4
root.coding.Task Types	15	4
root.coding.Task Types.Auxiliary Functions.String Manipulation	15	4
root.coding.Task Types.Data Processing	15	4
root.coding.Task Types.Debugging and Optimization	15	4
root.coding.Task Types.Debugging and Optimization.Bug Fixing	15	4
root.coding.Task Types.Debugging and Optimization.Error Handling	15	4
root.coding.Task Types.Debugging and Optimization.Performance	15	4
root.coding.Task Types.Development and Maintenance	15	4
root.coding.Task Types.Development and Maintenance.Code Analysis	15	4
root.coding.Task Types.Development and Maintenance.Code Explanation	15	4
root.coding.Task Types.Development and Maintenance.Code Generation	15	4
root.coding.Task Types.Tool Usage	15	4
root.coding.Task Types.Tool Usage.Automated Workflow	15	4
root.coding.Task Types.Tool Usage.Automation	15	4
root.coding.Task Types.Tool Usage.Environment Configuration	15	4
root.coding.Task Types.Tool Usage.Platform Comparison	15	4
root.coding.Technical Domains	15	4
root.coding.Technical Domains.Artificial Intelligence.Computer Vision	15	4
root.coding.Technical Domains.Back-end Development	15	4
root.coding.Technical Domains.Back-end Development.API Development	15	4
root.coding.Technical Domains.Data Science.Big Data	15	4
root.coding.Technical Domains.Embedded Development	15	4
root.coding.Technical Domains.Embedded Development.Hardware Interaction	15	4
root.coding.Technical Domains.Front-end Development	15	4
root.coding.Technical Domains.Front-end Development.Animation	15	4
root.coding.Technical Domains.Front-end Development.DOM Manipulation	15	4
root.coding.Technical Domains.Game Development	15	4
root.coding.Technical Domains.Game Development.Graphics Rendering	15	4
root.coding.Technical Domains.Systems Programming	15	4
root.coding.Technical Domains.Web Development	15	4
root.knowledge.Task Types.Information Processing.Chart Interpretation	15	4
root.mathematics.Mathematical Subfields.Analysis.Calculus	15	4
root.mathematics.Mathematical Subfields.Analysis.Real Analysis	15	4
root.mathematics.Mathematical Subfields.Applied Mathematics.Operations Research	15	4
root.mathematics.Mathematical Subfields.Information Theory	15	4
root.mathematics.Mathematical Subfields.Mathematical Foundations	15	4
root.mathematics.Mathematical Subfields.Mathematical Foundations.Arithmetic	15	4
root.mathematics.Mathematical Subfields.Mathematical Foundations.Category Theory	15	4
root.mathematics.Task Types.Fact Recall	15	4
root.mathematics.Task Types.Logical Reasoning.Critical Review	15	4
root.mathematics.Task Types.Logical Reasoning.Puzzle Solving	15	4
root.coding.Programming Languages.Data Languages.MATLAB	16	5
root.coding.Programming Languages.Data Languages.PySpark	16	5
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	16	5
root.coding.Programming Languages.Domain-specific Languages.GLSL (Graphics)	16	5
root.coding.Programming Languages.Domain-specific Languages.Solidity (Blockchain)	16	5
root.coding.Programming Languages.General-purpose Languages.TypeScript	16	5
root.coding.Programming Languages.Markup Languages.SVG	16	5
root.coding.Programming Languages.Scripting Languages.Lua	16	5
root.coding.Programming Languages.Scripting Languages.Perl	16	5
root.coding.Task Types.Data Processing.Data Manipulation	16	5
root.coding.Task Types.Debugging and Optimization.Logic Verification	16	5
root.coding.Task Types.Development and Maintenance.Code Editing	16	5
root.coding.Task Types.Tool Usage.IDE Configuration	16	5
root.coding.Technical Domains.Data Structures and Algorithms	16	5
root.coding.Technical Domains.Embedded Development.Real-time Systems	16	5
root.coding.Technical Domains.Embedded Development.Sensors	16	5
root.coding.Technical Domains.Game Development.Player Mechanics	16	5
root.mathematics.Mathematical Subfields.Algebra.Boolean Algebra	16	5
root.mathematics.Mathematical Subfields.Analysis.Complex Analysis	16	5
root.mathematics.Mathematical Subfields.Discrete Mathematics.Combinatorics	16	5
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry	16	5
root.mathematics.Task Types.Problem Solving.Practical Application	16	5
root.mathematics.Task Types.Problem Solving.Word Problems	16	5
root.mathematics.Task Types.Visualization.Function Graphing	16	5
root.writing.Writing Domains.Functional Writing.Note Writing	16	5
root.coding.Programming Languages.General-purpose Languages.Java	17	6
root.coding.Programming Languages.Markup Languages.YAML	17	6
root.coding.Programming Languages.Scripting Languages	17	6
root.coding.Task Types.Data Processing.File Processing	17	6
root.coding.Task Types.Debugging and Optimization.Testing	17	6
root.coding.Task Types.Development and Maintenance.Comment Generation	17	6
root.coding.Task Types.Tool Usage.Test Development	17	6
root.coding.Technical Domains.Data Science	17	6
root.coding.Technical Domains.Data Science.Data Analysis Methods	17	6
root.coding.Technical Domains.Game Development.Physics Engine	17	6
root.coding.Technical Domains.Systems Programming.Cryptographic Programming	17	6
root.knowledge.Cognitive Levels.Basic Cognition.Fact Recall	17	6
root.knowledge.Task Types.Practical Application.Practice Exercises	17	6
root.mathematics	17	6
root.mathematics.Mathematical Subfields	17	6
root.mathematics.Mathematical Subfields.Analysis	17	6
root.mathematics.Mathematical Subfields.Analysis.Fourier Analysis	17	6
root.mathematics.Mathematical Subfields.Analysis.Functional Analysis	17	6
root.mathematics.Mathematical Subfields.Analysis.Limits	17	6
root.mathematics.Mathematical Subfields.Analysis.Mathematical Analysis	17	6
root.mathematics.Mathematical Subfields.Applied Mathematics	17	6
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	17	6
root.mathematics.Mathematical Subfields.Applied Mathematics.Signals	17	6
root.mathematics.Mathematical Subfields.Computational Mathematics	17	6
root.mathematics.Mathematical Subfields.Discrete Mathematics	17	6
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory	17	6
root.mathematics.Mathematical Subfields.Mathematical Foundations.Set Theory	17	6
root.mathematics.Task Types	17	6
root.mathematics.Task Types.Computation	17	6
root.mathematics.Task Types.Conceptual Understanding	17	6
root.mathematics.Task Types.Logical Reasoning	17	6
root.mathematics.Task Types.Logical Reasoning.Theoretical Derivation	17	6
root.mathematics.Task Types.Problem Solving	17	6
root.mathematics.Task Types.Problem Solving.Creative Problem Solving	17	6
root.mathematics.Task Types.Problem Solving.Modeling	17	6
root.mathematics.Task Types.Problem Solving.Scenario Analysis	17	6
root.mathematics.Task Types.Visualization	17	6
root.mathematics.Task Types.Visualization.Data Visualization	17	6
root.mathematics.Task Types.Visualization.Geometric Drawing	17	6
root.reasoning.Reasoning Methods.Spatial Reasoning	17	6
root.reasoning.Reasoning Methods.Spatial Reasoning.Geometric Relationships	17	6
root.coding.Programming Languages.Domain-specific Languages.MQL (Finance)	18	7
root.coding.Programming Languages.Markup Languages.XML	18	7
root.coding.Programming Languages.Scripting Languages.Batch	18	7
root.coding.Programming Languages.Scripting Languages.Script	18	7
root.coding.Programming Languages.Scripting Languages.VB	18	7
root.mathematics.Mathematical Subfields.Algebra	18	7
root.mathematics.Mathematical Subfields.Algebra.Linear Algebra	18	7
root.mathematics.Mathematical Subfields.Analysis.Algebra	18	7
root.mathematics.Mathematical Subfields.Geometry	18	7
root.mathematics.Mathematical Subfields.Geometry.Differential Geometry	18	7
root.mathematics.Mathematical Subfields.Probability and Statistics	18	7
root.mathematics.Task Types.Logical Reasoning.Logical Deduction	18	7
root.reasoning.Reasoning Methods.Logical Reasoning.Basic Counting Reasoning	18	7
root.writing.Writing Domains.Functional Writing.Resume Writing	18	7
root.coding.Programming Languages.General-purpose Languages.Swift	19	8
root.coding.Task Types.Auxiliary Functions.Regular Expression Parsing	19	8
root.coding.Technical Domains.Data Science.Data Visualization Tools	19	8
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra	19	8
root.mathematics.Mathematical Subfields.Applied Mathematics.Physics	19	8
root.mathematics.Mathematical Subfields.Discrete Mathematics.Automata Theory	19	8
root.mathematics.Mathematical Subfields.Geometry.Crystallography	19	8
root.mathematics.Mathematical Subfields.Number Theory	19	8
root.reasoning.Application Domains.Mathematical Reasoning	19	8
root.reasoning.Task Types.Puzzle Solving	19	8
root.coding.Programming Languages.Markup Languages.JSON	20	9
root.coding.Programming Languages.Markup Languages.Markdown	20	9
root.mathematics.Mathematical Subfields.Algebra.Group Theory	20	9
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory	20	9
root.reasoning.Reasoning Methods.Spatial Reasoning.Topological Relationships	20	9
root.coding.Programming Languages.Scripting Languages.Ruby	21	10
root.mathematics.Mathematical Subfields.Algebra.Algebraic Geometry	21	10
root.mathematics.Mathematical Subfields.Geometry.Topology	21	10

Processing: gpt-4o-2024-11-20

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.roleplay.Theme Types.Emotional.Erotic	1	-8
root.roleplay.Theme Types.Sensory Simulation	1	-8
root.roleplay.Theme Types.Thought.Religion	1	-8
root.writing.Styles.Steampunk	1	-8
root.writing.Writing Domains.Creative Writing.Visual Arts	1	-8
root.writing.Writing Domains.Functional Writing.Teaching.Vocabulary Practice	1	-8
root.writing.Writing Domains.Literary Writing.Fiction.Fantasy	1	-8
root.writing.Writing Domains.Literary Writing.Parody Creation	1	-8
root.writing.Writing Domains.Literary Writing.Poetry	1	-8
root.writing.Writing Domains.Media Writing.News Reporting	1	-8
root.writing.Writing Domains.Media Writing.Review Writing	1	-8
root.writing.Writing Domains.Professional Writing.Music	1	-8
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	1	-8
root.knowledge.Disciplinary Fields.Arts and Culture.Music	2	-7
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Linguistics	2	-7
root.reasoning.Application Domains.Personal Development Guidance	2	-7
root.reasoning.Reasoning Methods.Classification Reasoning	2	-7
root.roleplay.Style Types.Experimental Style.Abstract Concepts	2	-7
root.roleplay.Style Types.Humorous Style.Vulgar	2	-7
root.roleplay.Task Types.Analytical.Scenario Analysis	2	-7
root.roleplay.Task Types.Educational.Ethical Discussion	2	-7
root.roleplay.Task Types.Simulation.Gameplay	2	-7
root.roleplay.Theme Types.Fantasy.Cosmic	2	-7
root.roleplay.Theme Types.Realistic.Real World	2	-7
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Parallelism	2	-7
root.writing.Styles.Plain	2	-7
root.writing.Writing Domains.Everyday Writing.Food	2	-7
root.writing.Writing Domains.Functional Writing.Workplace Writing	2	-7
root.writing.Writing Domains.Literary Writing.Literary Studies	2	-7
root.writing.Writing Domains.Literary Writing.Prose	2	-7
root.writing.Writing Domains.Professional Writing.Law	2	-7
root.writing.Writing Domains.Professional Writing.Medicine	2	-7
root.writing.Writing Domains.Professional Writing.Music.Music-related Analysis	2	-7
root.reasoning.Task Types.Argumentation	3	-6
root.roleplay.Style Types.Dark Style.Apocalyptic	3	-6
root.roleplay.Style Types.Serious Style.Professional Guidance	3	-6
root.roleplay.Task Types.Analytical.Decision Support	3	-6
root.roleplay.Task Types.Character-Centered	3	-6
root.roleplay.Task Types.Simulation.Business Decision	3	-6
root.roleplay.Theme Types.Action-Adventure.Military	3	-6
root.roleplay.Theme Types.Emotional.Romantic	3	-6
root.roleplay.Theme Types.Fantasy.Medieval	3	-6
root.roleplay.Theme Types.Realistic.Military	3	-6
root.roleplay.Theme Types.Realistic.Nature	3	-6
root.roleplay.Theme Types.Realistic.Urban	3	-6
root.writing.Creative Stages.Writing Stage.Analogical Creation	3	-6
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Metaphor	3	-6
root.writing.Styles.Classicism	3	-6
root.writing.Styles.Romanticism	3	-6
root.writing.Styles.Satirical	3	-6
root.writing.Styles.Tragic	3	-6
root.writing.Writing Domains.Creative Writing.Scenario Writing	3	-6
root.writing.Writing Domains.Everyday Writing.Exams	3	-6
root.writing.Writing Domains.Functional Writing.Teaching	3	-6
root.writing.Writing Domains.Functional Writing.Teaching.Lesson Planning	3	-6
root.writing.Writing Domains.Literary Writing.Fiction.Mystery	3	-6
root.writing.Writing Domains.Literary Writing.Proverbial Expressions	3	-6
root.knowledge.Disciplinary Fields.Applied Sciences.Food Science	4	-5
root.knowledge.Disciplinary Fields.Arts and Culture.Fine Arts	4	-5
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Zoology	4	-5
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Ballistics	4	-5
root.reasoning.Thinking Modes.Analytical.Text Analysis	4	-5
root.reasoning.Thinking Modes.Creative.Abstract Reasoning	4	-5
root.roleplay.Style Types.Dark Style	4	-5
root.roleplay.Style Types.Dark Style.Psychological Oppression	4	-5
root.roleplay.Style Types.Experimental Style.Glitch Art	4	-5
root.roleplay.Task Types.Analytical	4	-5
root.roleplay.Task Types.Analytical.Character Development	4	-5
root.roleplay.Task Types.Analytical.Social and Political Issues	4	-5
root.roleplay.Task Types.Educational.General Advice	4	-5
root.roleplay.Task Types.Interactive.Dialogue Type	4	-5
root.roleplay.Task Types.Interactive.Scenario Interaction	4	-5
root.roleplay.Task Types.Simulation.Functional Simulation	4	-5
root.roleplay.Task Types.Simulation.Task Simulation	4	-5
root.roleplay.Theme Types.Fantasy.Horror	4	-5
root.roleplay.Theme Types.Fictional Script	4	-5
root.roleplay.Theme Types.Horror	4	-5
root.roleplay.Theme Types.Horror.Psychological Thriller	4	-5
root.roleplay.Theme Types.Horror.Supernatural Horror	4	-5
root.roleplay.Theme Types.Realistic.Cooking	4	-5
root.roleplay.Theme Types.Realistic.Legal	4	-5
root.roleplay.Theme Types.Realistic.Maritime	4	-5
root.roleplay.Theme Types.Realistic.Modern	4	-5
root.roleplay.Theme Types.Realistic.Technology	4	-5
root.roleplay.Theme Types.Thought.Politics	4	-5
root.writing.Creative Stages.Optimization Stage.Multilingual and Translation	4	-5
root.writing.Creative Stages.Post-processing Stage.Text Analysis	4	-5
root.writing.Creative Stages.Writing Stage.Dialogue-related	4	-5
root.writing.Styles.Postmodernism	4	-5
root.writing.Writing Domains.Everyday Writing.Gaming.Game Localization	4	-5
root.writing.Writing Domains.Functional Writing.Argumentative Writing	4	-5
root.writing.Writing Domains.Functional Writing.Note Writing	4	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	4	-5
root.writing.Writing Domains.Literary Writing.Fiction.Synopsis Creation	4	-5
root.writing.Writing Domains.Professional Writing.Music.Songwriting	4	-5
root.coding.Task Types.Auxiliary Functions.Regular Expression Parsing	5	-4
root.knowledge.Disciplinary Fields.Applied Sciences.Health Sciences	5	-4
root.knowledge.Disciplinary Fields.Applied Sciences.Sports	5	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Culinary Arts	5	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Poetry	5	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology	5	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Physiology	5	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering	5	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Audio Technology	5	-4
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	5	-4
root.mathematics.Task Types.Visualization.Data Visualization	5	-4
root.reasoning.Application Domains.Biological Reasoning	5	-4
root.reasoning.Reasoning Methods.Comparative Reasoning	5	-4
root.reasoning.Task Types.Decision Making	5	-4
root.roleplay.Style Types.Experimental Style.Cross-Media	5	-4
root.roleplay.Style Types.Healing Style	5	-4
root.roleplay.Style Types.Humorous Style.Satirical	5	-4
root.roleplay.Style Types.Narrative	5	-4
root.roleplay.Style Types.Serious Style.Thriller	5	-4
root.roleplay.Task Types.Analytical.Comparative Analysis	5	-4
root.roleplay.Task Types.Analytical.Political Conspiracy	5	-4
root.roleplay.Task Types.Analytical.Social Issues	5	-4
root.roleplay.Task Types.Creative	5	-4
root.roleplay.Task Types.Creative.Character Design	5	-4
root.roleplay.Task Types.Creative.Worldbuilding	5	-4
root.roleplay.Task Types.Interactive.Interactive Text Game	5	-4
root.roleplay.Task Types.Simulation.Behavioral Simulation	5	-4
root.roleplay.Task Types.Simulation.Life Scenario	5	-4
root.roleplay.Theme Types.Action-Adventure.Crime	5	-4
root.roleplay.Theme Types.Action-Adventure.Travel	5	-4
root.roleplay.Theme Types.Fantasy.Supernatural	5	-4
root.roleplay.Theme Types.Horror.Crime	5	-4
root.roleplay.Theme Types.Realistic.Relationships	5	-4
root.roleplay.Theme Types.Safety	5	-4
root.roleplay.Theme Types.Thought	5	-4
root.writing.Creative Stages.Conceptualization Stage.World Building	5	-4
root.writing.Creative Stages.Optimization Stage.Localization	5	-4
root.writing.Creative Stages.Optimization Stage.Unit Conversion	5	-4
root.writing.Creative Stages.Writing Stage.Rhetorical Use	5	-4
root.writing.Styles.Exaggerated	5	-4
root.writing.Styles.Modernism	5	-4
root.writing.Writing Domains.Everyday Writing.Society	5	-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	5	-4
root.writing.Writing Domains.Functional Writing.User Manuals	5	-4
root.writing.Writing Domains.Literary Writing.Narrative Writing	5	-4
root.writing.Writing Domains.Media Writing.Advertising and Marketing	5	-4
root.writing.Writing Domains.Professional Writing.Design Writing	5	-4
root.writing.Writing Domains.Professional Writing.Finance	5	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Domain-specific Languages.MQL (Finance)	13	4
root.coding.Programming Languages.Markup Languages.CSS	13	4
root.coding.Programming Languages.Markup Languages.HTML	13	4
root.coding.Programming Languages.Markup Languages.SVG	13	4
root.coding.Technical Domains.Artificial Intelligence.Reinforcement Learning	13	4
root.coding.Technical Domains.Front-end Development.Animation	13	4
root.coding.Technical Domains.Front-end Development.UI/UX Design	13	4
root.mathematics.Mathematical Subfields.Algebra	13	4
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra	13	4
root.mathematics.Mathematical Subfields.Algebra.Linear Algebra	13	4
root.mathematics.Mathematical Subfields.Analysis.Fourier Analysis	13	4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Combinatorics	13	4
root.mathematics.Task Types.Logical Reasoning.Logical Deduction	13	4
root.reasoning.Task Types.Design	13	4
root.roleplay.Style Types.Experimental Style.Eccentric	13	4
root.writing.Writing Domains.Functional Writing.Speech Writing	13	4
root.writing.Writing Domains.Professional Writing.Natural Sciences	13	4
root.coding.Programming Languages.Scripting Languages.Script	14	5
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Current Affairs	14	5
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Military	14	5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cybersecurity	14	5
root.knowledge.Task Types.Information Processing.Data Visualization	14	5
root.mathematics.Mathematical Subfields.Analysis.Calculus	14	5
root.mathematics.Mathematical Subfields.Analysis.Real Analysis	14	5
root.mathematics.Mathematical Subfields.Mathematical Foundations	14	5
root.reasoning.Application Domains.Organization	14	5
root.roleplay.Theme Types.Comedy.Humorous Comedy	14	5
root.writing.Writing Domains.Functional Writing.Email Writing	14	5
root.writing.Writing Domains.Functional Writing.Recommendation Letters	14	5
root.coding.Task Types.Tool Usage.Version Control	15	6
root.knowledge.Disciplinary Fields.Applied Sciences.Architecture	15	6
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Computer Hardware	15	6
root.roleplay.Task Types.Educational.Language Learning	15	6
root.writing.Writing Domains.Everyday Writing.Entertainment.Tongue Twisters	15	6
root.writing.Writing Domains.Everyday Writing.Health	15	6
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	15	6
root.writing.Writing Domains.Functional Writing.Project Documentation	15	6
root.writing.Writing Domains.Functional Writing.Project Planning	15	6
root.coding.Task Types.Auxiliary Functions.Fact Recall	16	7
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory	16	7
root.mathematics.Mathematical Subfields.Geometry.Topology	16	7
root.mathematics.Mathematical Subfields.Mathematical Foundations.History of Mathematics	16	7
root.writing.Writing Domains.Functional Writing.Professional Planning	16	7
root.writing.Writing Domains.Functional Writing.Resume Writing	16	7
root.reasoning.Thinking Modes.Creative.Concept Reorganization	17	8
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	17	8
root.coding.Programming Languages.Scripting Languages.PHP	18	9
root.mathematics.Mathematical Subfields.Mathematical Foundations.Category Theory	18	9
root.writing.Writing Domains.Functional Writing.Structured Response Writing	18	9
root.writing.Writing Domains.Functional Writing.Informative Writing	19	10
root.writing.Writing Domains.Functional Writing.Naming or Branding	19	10

Processing: gpt-oss-120b

Nodes with significantly better ranking than root:

No nodes found with significantly better ranking.

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	5	4
root.coding.Programming Languages.Domain-specific Languages.Solidity (Blockchain)	5	4
root.coding.Programming Languages.General-purpose Languages.Java	5	4
root.coding.Task Types.Development and Maintenance.Code Conversion	5	4
root.coding.Technical Domains.Embedded Development.Firmware Development	5	4
root.coding.Technical Domains.Systems Programming.Cryptographic Programming	5	4
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Risk Assessment	5	4
root.knowledge.Disciplinary Fields.Applied Sciences.Real Estate	5	4
root.knowledge.Disciplinary Fields.Arts and Culture.Literature	5	4
root.knowledge.Task Types.Auxiliary Support.Operational Guidance	5	4
root.mathematics.Mathematical Subfields.Algebra.Group Theory	5	4
root.reasoning.Reasoning Methods.Critical Reasoning	5	4
root.reasoning.Task Types.Argumentation	5	4
root.reasoning.Task Types.Problem Solving	5	4
root.reasoning.Task Types.Problem Solving.Creative	5	4
root.reasoning.Thinking Modes.Analytical.Pattern Recognition	5	4
root.roleplay.Style Types.Dark Style.Apocalyptic	5	4
root.roleplay.Style Types.Dark Style.Gothic	5	4
root.roleplay.Style Types.Serious Style.Historical Drama	5	4
root.roleplay.Task Types.Analytical.Culture	5	4
root.roleplay.Task Types.Educational	5	4
root.roleplay.Task Types.Educational.Trivia	5	4
root.roleplay.Theme Types.Comedy	5	4
root.roleplay.Theme Types.Comedy.Humorous Comedy	5	4
root.roleplay.Theme Types.Fantasy.Gothic	5	4
root.roleplay.Theme Types.Realistic.Legal	5	4
root.roleplay.Theme Types.Realistic.Maritime	5	4
root.roleplay.Theme Types.Realistic.Nature	5	4
root.roleplay.Theme Types.Thought.Philosophy	5	4
root.writing.Creative Stages.Conceptualization Stage	5	4
root.writing.Creative Stages.Conceptualization Stage.Content Conceptualization	5	4
root.writing.Creative Stages.Conceptualization Stage.Research	5	4
root.writing.Creative Stages.Writing Stage.Argument Construction	5	4
root.writing.Creative Stages.Writing Stage.Title Design	5	4
root.writing.Styles.Humorous	5	4
root.writing.Styles.Postmodernism	5	4
root.writing.Styles.Satirical	5	4
root.writing.Writing Domains.Everyday Writing.Gaming.Video Games	5	4
root.writing.Writing Domains.Everyday Writing.Personal Reflection	5	4
root.writing.Writing Domains.Functional Writing.Greeting Card Writing	5	4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	5	4
root.writing.Writing Domains.Functional Writing.Report Writing	5	4
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	5	4
root.writing.Writing Domains.Functional Writing.Teaching.Tutorial Creation	5	4
root.writing.Writing Domains.Literary Writing.Fiction.Adventure Writing	5	4
root.writing.Writing Domains.Literary Writing.Fiction.Historical Fiction	5	4
root.writing.Writing Domains.Media Writing.Review Writing	5	4
root.writing.Writing Domains.Professional Writing.Business	5	4
root.writing.Writing Domains.Professional Writing.Music.Music-related Analysis	5	4
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	5	4
root.writing.Writing Domains.Professional Writing.Natural Sciences	5	4
root.writing.Writing Domains.Professional Writing.Reports	5	4
root.coding.Programming Languages.General-purpose Languages.C	6	5
root.coding.Programming Languages.Scripting Languages.Script	6	5
root.knowledge.Disciplinary Fields.Applied Sciences.Food Science	6	5
root.knowledge.Disciplinary Fields.Applied Sciences.Medicine	6	5
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Novels	6	5
root.knowledge.Disciplinary Fields.Arts and Culture.Music	6	5
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Culture	6	5
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Philosophy	6	5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cloud Computing	6	5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cybersecurity	6	5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Robotics	6	5
root.knowledge.Task Types.Content Production.Proof Writing	6	5
root.knowledge.Task Types.Information Processing.Text Processing	6	5
root.mathematics.Mathematical Subfields.Algebra.Boolean Algebra	6	5
root.mathematics.Mathematical Subfields.Analysis.Real Analysis	6	5
root.reasoning.Application Domains.Organization	6	5
root.reasoning.Task Types.Decision Making	6	5
root.reasoning.Thinking Modes.Creative.Divergent Association	6	5
root.roleplay.Style Types.Experimental Style.Glitch Art	6	5
root.roleplay.Style Types.Humorous Style.Sitcom	6	5
root.roleplay.Task Types.Analytical.Decision Support	6	5
root.roleplay.Task Types.Character-Centered	6	5
root.roleplay.Task Types.Interactive.Emotional Interaction	6	5
root.roleplay.Task Types.Simulation.Gameplay	6	5
root.roleplay.Task Types.Simulation.Task Simulation	6	5
root.roleplay.Theme Types.Action-Adventure.Exploration	6	5
root.roleplay.Theme Types.Fantasy.Horror	6	5
root.roleplay.Theme Types.Realistic.Art	6	5
root.roleplay.Theme Types.Realistic.Music	6	5
root.roleplay.Theme Types.Realistic.Sports	6	5
root.roleplay.Theme Types.Realistic.Technology	6	5
root.writing.Creative Stages.Optimization Stage	6	5
root.writing.Creative Stages.Optimization Stage.Content Rewriting	6	5
root.writing.Creative Stages.Optimization Stage.Multilingual and Translation	6	5
root.writing.Creative Stages.Post-processing Stage	6	5
root.writing.Creative Stages.Writing Stage	6	5
root.writing.Creative Stages.Writing Stage.Analogical Creation	6	5
root.writing.Styles.Natural	6	5
root.writing.Writing Domains.Creative Writing.Symbolic Story Creation	6	5
root.writing.Writing Domains.Everyday Writing	6	5
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	6	5
root.writing.Writing Domains.Everyday Writing.Gaming	6	5
root.writing.Writing Domains.Everyday Writing.Gaming.Game Design	6	5
root.writing.Writing Domains.Everyday Writing.Gaming.Game Localization	6	5
root.writing.Writing Domains.Everyday Writing.Society	6	5
root.writing.Writing Domains.Functional Writing	6	5
root.writing.Writing Domains.Functional Writing.Argumentative Writing	6	5
root.writing.Writing Domains.Functional Writing.Formal Communication	6	5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Proposal Writing	6	5
root.writing.Writing Domains.Literary Writing.Inspirational	6	5
root.writing.Writing Domains.Literary Writing.Poetry	6	5
root.writing.Writing Domains.Media Writing.News Reporting	6	5
root.writing.Writing Domains.Media Writing.Video Scripts	6	5
root.knowledge.Disciplinary Fields.Applied Sciences.Architecture	7	6
root.knowledge.Disciplinary Fields.Applied Sciences.Education	7	6
root.knowledge.Disciplinary Fields.Arts and Culture.Media	7	6
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Politics	7	6
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Botany	7	6
root.knowledge.Disciplinary Fields.Technical Engineering.Mechanical Engineering	7	6
root.knowledge.Task Types.Auxiliary Support.Simplified Explanation	7	6
root.reasoning.Application Domains.Strategic Planning	7	6
root.reasoning.Thinking Modes.Strategic	7	6
root.roleplay	7	6
root.roleplay.Style Types	7	6
root.roleplay.Style Types.Dark Style	7	6
root.roleplay.Style Types.Experimental Style.Abstract Concepts	7	6
root.roleplay.Style Types.Humorous Style	7	6
root.roleplay.Style Types.Humorous Style.Light Humor	7	6
root.roleplay.Style Types.Serious Style.Professional Guidance	7	6
root.roleplay.Task Types	7	6
root.roleplay.Task Types.Analytical	7	6
root.roleplay.Task Types.Analytical.Historical Events	7	6
root.roleplay.Task Types.Analytical.Scenario Analysis	7	6
root.roleplay.Task Types.Analytical.Social and Political Issues	7	6
root.roleplay.Task Types.Creative.Worldbuilding	7	6
root.roleplay.Task Types.Educational.Ethical Discussion	7	6
root.roleplay.Task Types.Interactive.Character Interaction	7	6
root.roleplay.Task Types.Interactive.Multiplayer	7	6
root.roleplay.Task Types.Simulation.Life Scenario	7	6
root.roleplay.Theme Types	7	6
root.roleplay.Theme Types.Action-Adventure.Survival	7	6
root.roleplay.Theme Types.Action-Adventure.Travel	7	6
root.roleplay.Theme Types.Cultural	7	6
root.roleplay.Theme Types.Fantasy	7	6
root.roleplay.Theme Types.Fantasy.Fantasy	7	6
root.roleplay.Theme Types.Fantasy.Mythology	7	6
root.roleplay.Theme Types.Realistic	7	6
root.roleplay.Theme Types.Realistic.Cooking	7	6
root.roleplay.Theme Types.Realistic.History	7	6
root.roleplay.Theme Types.Realistic.Real World	7	6
root.roleplay.Theme Types.Realistic.School	7	6
root.roleplay.Theme Types.Sensory Simulation	7	6
root.roleplay.Theme Types.Thought.Religion	7	6
root.writing.Creative Stages.Conceptualization Stage.Creative Exploration	7	6
root.writing.Creative Stages.Post-processing Stage.Text Interpretation	7	6
root.writing.Creative Stages.Post-processing Stage.Text Summarization	7	6
root.writing.Creative Stages.Writing Stage.Citation Integration	7	6
root.writing.Creative Stages.Writing Stage.Data Processing	7	6
root.writing.Creative Stages.Writing Stage.Rhetorical Use	7	6
root.writing.Styles.Classicism	7	6
root.writing.Styles.Plain	7	6
root.writing.Writing Domains.Everyday Writing.Food	7	6
root.writing.Writing Domains.Everyday Writing.Health	7	6
root.writing.Writing Domains.Everyday Writing.Idiomatic Expressions	7	6
root.writing.Writing Domains.Functional Writing.Informative Writing	7	6
root.writing.Writing Domains.Functional Writing.Note Writing	7	6
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing	7	6
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Immigration Application	7	6
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Scholarship	7	6
root.writing.Writing Domains.Functional Writing.Speech Writing	7	6
root.writing.Writing Domains.Literary Writing	7	6
root.writing.Writing Domains.Literary Writing.Drama	7	6
root.writing.Writing Domains.Literary Writing.Fiction.Synopsis Creation	7	6
root.writing.Writing Domains.Media Writing.Copywriting	7	6
root.writing.Writing Domains.Professional Writing.Academic	7	6
root.writing.Writing Domains.Professional Writing.Linguistics	7	6
root.writing.Writing Domains.Professional Writing.Medicine	7	6
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Argumentation	8	7
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Essays	8	7
root.knowledge.Task Types.Auxiliary Support	8	7
root.knowledge.Task Types.Practical Application.Applied Skills Training	8	7
root.reasoning.Reasoning Methods.Classification Reasoning	8	7
root.roleplay.Style Types.Dark Style.Psychological Oppression	8	7
root.roleplay.Style Types.Experimental Style	8	7
root.roleplay.Style Types.Narrative	8	7
root.roleplay.Task Types.Analytical.Analytical Methods	8	7
root.roleplay.Task Types.Creative.Description	8	7
root.roleplay.Task Types.Educational.Academic Guidance	8	7
root.roleplay.Task Types.Educational.Language Learning	8	7
root.roleplay.Task Types.Interactive.Dialogue Type	8	7
root.roleplay.Task Types.Simulation.Functional Simulation	8	7
root.roleplay.Theme Types.Horror	8	7
root.roleplay.Theme Types.Horror.Supernatural Horror	8	7
root.roleplay.Theme Types.Realistic.Family	8	7
root.roleplay.Theme Types.Realistic.Relationships	8	7
root.roleplay.Theme Types.Realistic.Urban	8	7
root.roleplay.Theme Types.Realistic.Work	8	7
root.writing.Creative Stages.Optimization Stage.Proofreading	8	7
root.writing.Creative Stages.Optimization Stage.Vocabulary Optimization	8	7
root.writing.Creative Stages.Post-processing Stage.Evaluation and Feedback	8	7
root.writing.Creative Stages.Writing Stage.Concept Analysis	8	7
root.writing.Creative Stages.Writing Stage.Dialogue-related	8	7
root.writing.Creative Stages.Writing Stage.Example Generation	8	7
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Metaphor	8	7
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Parallelism	8	7
root.writing.Styles.Concise	8	7
root.writing.Styles.Romanticism	8	7
root.writing.Styles.Tragic	8	7
root.writing.Writing Domains.Creative Writing.Fan Creation	8	7
root.writing.Writing Domains.Everyday Writing.Entertainment.Travel	8	7
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	8	7
root.writing.Writing Domains.Media Writing.Blog Posts	8	7
root.writing.Writing Domains.Professional Writing.Education	8	7
root.knowledge.Disciplinary Fields.Applied Sciences.Sports	9	8
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Military	9	8
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Zoology	9	8
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Ballistics	9	8
root.knowledge.Task Types.Auxiliary Support.Citation Support	9	8
root.knowledge.Task Types.Practical Application.Practice Exercises	9	8
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra	9	8
root.reasoning.Application Domains.Legal Reasoning	9	8
root.reasoning.Reasoning Methods.Spatial Reasoning.Geometric Relationships	9	8
root.reasoning.Reasoning Methods.Speculative Reasoning	9	8
root.reasoning.Thinking Modes.Creative	9	8
root.roleplay.Style Types.Serious Style	9	8
root.roleplay.Task Types.Analytical.Character Analysis	9	8
root.roleplay.Task Types.Creative.Character Design	9	8
root.roleplay.Theme Types.Action-Adventure.Crime	9	8
root.roleplay.Theme Types.Action-Adventure.Military	9	8
root.roleplay.Theme Types.Comedy.Absurd Comedy	9	8
root.roleplay.Theme Types.Comedy.Surreal Comedy	9	8
root.roleplay.Theme Types.Emotional	9	8
root.roleplay.Theme Types.Emotional.Sensitive	9	8
root.roleplay.Theme Types.Fantasy.Animals	9	8
root.roleplay.Theme Types.Fantasy.Magic	9	8
root.roleplay.Theme Types.Fantasy.Medieval	9	8
root.roleplay.Theme Types.Fantasy.Supernatural	9	8
root.roleplay.Theme Types.Fantasy.Time Travel	9	8
root.roleplay.Theme Types.Fictional Script	9	8
root.roleplay.Theme Types.Horror.Crime	9	8
root.roleplay.Theme Types.Realistic.Business	9	8
root.roleplay.Theme Types.Realistic.Military	9	8
root.roleplay.Theme Types.Realistic.Modern	9	8
root.roleplay.Theme Types.Safety	9	8
root.roleplay.Theme Types.Thought	9	8
root.writing.Creative Stages.Conceptualization Stage.Literature Review	9	8
root.writing.Creative Stages.Conceptualization Stage.World Building	9	8
root.writing.Creative Stages.Post-processing Stage.Bias Analysis	9	8
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Pun	9	8
root.writing.Styles.Comedic	9	8
root.writing.Styles.Steampunk	9	8
root.writing.Writing Domains.Creative Writing.Visual Arts	9	8
root.writing.Writing Domains.Everyday Writing.Emotions	9	8
root.writing.Writing Domains.Functional Writing.Project Documentation	9	8
root.writing.Writing Domains.Literary Writing.Descriptive Writing	9	8
root.writing.Writing Domains.Literary Writing.Fiction.Fan Fiction	9	8
root.writing.Writing Domains.Professional Writing.Psychology	9	8
root.knowledge.Disciplinary Fields.Arts and Culture.Design	10	9
root.reasoning.Thinking Modes.Creative.Abstract Reasoning	10	9
root.reasoning.Thinking Modes.Creative.Creative Exploration	10	9
root.roleplay.Style Types.Experimental Style.Freeform	10	9
root.roleplay.Style Types.Serious Style.Realism	10	9
root.roleplay.Style Types.Serious Style.Thriller	10	9
root.roleplay.Task Types.Creative	10	9
root.roleplay.Task Types.Creative.Scriptwriting	10	9
root.roleplay.Task Types.Simulation.Behavioral Simulation	10	9
root.roleplay.Task Types.Simulation.Military Simulation	10	9
root.roleplay.Theme Types.Action-Adventure	10	9
root.roleplay.Theme Types.Comedy.Light Comedy	10	9
root.roleplay.Theme Types.Emotional.Romantic	10	9
root.roleplay.Theme Types.Thought.Politics	10	9
root.writing.Creative Stages.Conceptualization Stage.Character Development	10	9
root.writing.Creative Stages.Conceptualization Stage.Scenario Analysis	10	9
root.writing.Creative Stages.Optimization Stage.Fact-checking	10	9
root.writing.Creative Stages.Optimization Stage.Text Optimization	10	9
root.writing.Creative Stages.Writing Stage.Prompt Development	10	9
root.writing.Styles.Melancholic	10	9
root.writing.Writing Domains.Everyday Writing.Entertainment.Tongue Twisters	10	9
root.writing.Writing Domains.Everyday Writing.Interpersonal Communication	10	9
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	10	9
root.writing.Writing Domains.Functional Writing.Resume Writing	10	9
root.writing.Writing Domains.Literary Writing.Fiction	10	9
root.writing.Writing Domains.Literary Writing.Fiction.Fantasy	10	9
root.writing.Writing Domains.Literary Writing.Fiction.Story Creation	10	9
root.writing.Writing Domains.Literary Writing.Narrative Writing	10	9
root.knowledge.Disciplinary Fields.Arts and Culture.Crafts	11	10
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Linguistics	11	10
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering	11	10
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Electronics	11	10
root.roleplay.Style Types.Experimental Style.Formal	11	10
root.roleplay.Task Types.Analytical.Character Development	11	10
root.roleplay.Task Types.Analytical.Social Issues	11	10
root.roleplay.Theme Types.Action-Adventure.War	11	10
root.writing.Creative Stages.Conceptualization Stage.Terminology Analysis	11	10
root.writing.Creative Stages.Optimization Stage.Grammar Check	11	10
root.writing.Writing Domains.Everyday Writing.Teaching	11	10
root.writing.Writing Domains.Functional Writing.Teaching	11	10
root.writing.Writing Domains.Media Writing.Advertising and Marketing	11	10
root.roleplay.Style Types.Humorous Style.Vulgar	12	11
root.writing.Writing Domains.Functional Writing.Email Writing	12	11
root.writing.Writing Domains.Literary Writing.Prose	12	11
root.writing.Writing Domains.Literary Writing.Proverbial Expressions	12	11
root.reasoning.Thinking Modes.Creative.Concept Reorganization	13	12
root.roleplay.Theme Types.Action-Adventure.Spy	13	12
root.writing.Writing Domains.Functional Writing.Teaching.Language Learning	13	12
root.writing.Writing Domains.Functional Writing.Teaching.Lesson Planning	13	12
root.roleplay.Task Types.Analytical.Political Conspiracy	14	13
root.writing.Writing Domains.Functional Writing.Teaching.Vocabulary Practice	15	14
root.roleplay.Theme Types.Emotional.Erotic	18	17
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	18	17

Processing: gpt-oss-20b

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Markup Languages.Markdown	1	-9
root.coding.Programming Languages.Scripting Languages.Ruby	1	-9
root.coding.Task Types.Auxiliary Functions.Learning Resources	1	-9
root.coding.Task Types.Development and Maintenance.Code Conversion	1	-9
root.coding.Task Types.Development and Maintenance.Comment Generation	1	-9
root.coding.Technical Domains.Data Science.Model Creation	1	-9
root.coding.Technical Domains.Embedded Development.Firmware Development	1	-9
root.coding.Technical Domains.Embedded Development.Hardware Interaction	1	-9
root.coding.Technical Domains.Embedded Development.Hardware Technology	1	-9
root.coding.Technical Domains.Embedded Development.Sensors	1	-9
root.coding.Technical Domains.Systems Programming.Hardware Development	1	-9
root.knowledge.Disciplinary Fields.Natural Sciences.Mathematics	1	-9
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Data Science	1	-9
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Computer Hardware	1	-9
root.knowledge.Task Types.Information Processing.Chart Interpretation	1	-9
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	1	-9
root.mathematics.Mathematical Subfields.Applied Mathematics.Signals	1	-9
root.mathematics.Mathematical Subfields.Discrete Mathematics.Automata Theory	1	-9
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory	1	-9
root.writing.Creative Stages.Post-processing Stage.Text Summarization	1	-9
root.writing.Writing Domains.Functional Writing.Professional Planning	1	-9
root.coding	2	-8
root.coding.Programming Languages	2	-8
root.coding.Programming Languages.Assembly Language	2	-8
root.coding.Programming Languages.Data Languages.SQL	2	-8
root.coding.Programming Languages.Domain-specific Languages.CUDA (Parallel Computing)	2	-8
root.coding.Programming Languages.General-purpose Languages	2	-8
root.coding.Programming Languages.General-purpose Languages.C	2	-8
root.coding.Programming Languages.General-purpose Languages.C#	2	-8
root.coding.Programming Languages.General-purpose Languages.Javascript	2	-8
root.coding.Programming Languages.General-purpose Languages.Python	2	-8
root.coding.Programming Languages.General-purpose Languages.Rust	2	-8
root.coding.Programming Languages.Markup Languages.CSS	2	-8
root.coding.Programming Languages.Markup Languages.LaTeX	2	-8
root.coding.Programming Languages.Scripting Languages.PHP	2	-8
root.coding.Programming Languages.Scripting Languages.Shell	2	-8
root.coding.Programming Languages.Scripting Languages.VB	2	-8
root.coding.Task Types	2	-8
root.coding.Task Types.Auxiliary Functions	2	-8
root.coding.Task Types.Auxiliary Functions.Regular Expression Parsing	2	-8
root.coding.Task Types.Data Processing	2	-8
root.coding.Task Types.Data Processing.Data Manipulation	2	-8
root.coding.Task Types.Data Processing.File Processing	2	-8
root.coding.Task Types.Data Processing.Image Processing	2	-8
root.coding.Task Types.Debugging and Optimization	2	-8
root.coding.Task Types.Debugging and Optimization.Logic Verification	2	-8
root.coding.Task Types.Debugging and Optimization.Optimization	2	-8
root.coding.Task Types.Debugging and Optimization.Performance	2	-8
root.coding.Task Types.Debugging and Optimization.Testing	2	-8
root.coding.Task Types.Development and Maintenance	2	-8
root.coding.Task Types.Development and Maintenance.Code Editing	2	-8
root.coding.Task Types.Development and Maintenance.Code Generation	2	-8
root.coding.Task Types.Tool Usage	2	-8
root.coding.Task Types.Tool Usage.Automated Workflow	2	-8
root.coding.Task Types.Tool Usage.IDE Configuration	2	-8
root.coding.Task Types.Tool Usage.Version Control	2	-8
root.coding.Technical Domains	2	-8
root.coding.Technical Domains.Artificial Intelligence.Computer Vision	2	-8
root.coding.Technical Domains.Artificial Intelligence.Natural Language Processing	2	-8
root.coding.Technical Domains.Back-end Development	2	-8
root.coding.Technical Domains.Back-end Development.Microservices	2	-8
root.coding.Technical Domains.Data Science	2	-8
root.coding.Technical Domains.Data Science.Data Analysis Methods	2	-8
root.coding.Technical Domains.Data Science.Data Visualization Tools	2	-8
root.coding.Technical Domains.Data Structures and Algorithms	2	-8
root.coding.Technical Domains.Embedded Development	2	-8
root.coding.Technical Domains.Embedded Development.Real-time Systems	2	-8
root.coding.Technical Domains.Front-end Development.Responsive Design	2	-8
root.coding.Technical Domains.Front-end Development.UI/UX Design	2	-8
root.coding.Technical Domains.Front-end Development.Webpage Development	2	-8
root.coding.Technical Domains.Systems Programming	2	-8
root.coding.Technical Domains.Systems Programming.Thread Concurrency	2	-8
root.knowledge.Disciplinary Fields.Applied Sciences.Medicine	2	-8
root.knowledge.Disciplinary Fields.Arts and Culture.Crafts	2	-8
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Aerodynamics	2	-8
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cloud Computing	2	-8
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Computer Systems	2	-8
root.knowledge.Task Types.Auxiliary Support.Operational Guidance	2	-8
root.mathematics.Mathematical Subfields.Analysis.Fourier Analysis	2	-8
root.mathematics.Mathematical Subfields.Computational Mathematics	2	-8
root.mathematics.Mathematical Subfields.Mathematical Foundations.Logic	2	-8
root.mathematics.Task Types.Visualization	2	-8
root.reasoning.Application Domains.Psychological Reasoning	2	-8
root.reasoning.Reasoning Methods.Emotional Reasoning	2	-8
root.reasoning.Thinking Modes.Creative.Divergent Association	2	-8
root.coding.Programming Languages.Data Languages	3	-7
root.coding.Programming Languages.Data Languages.R	3	-7
root.coding.Programming Languages.Domain-specific Languages	3	-7
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	3	-7
root.coding.Programming Languages.Domain-specific Languages.GDScript (Games)	3	-7
root.coding.Programming Languages.General-purpose Languages.TypeScript	3	-7
root.coding.Programming Languages.Markup Languages	3	-7
root.coding.Programming Languages.Markup Languages.HTML	3	-7
root.coding.Programming Languages.Markup Languages.SVG	3	-7
root.coding.Programming Languages.Markup Languages.YAML	3	-7
root.coding.Programming Languages.Scripting Languages	3	-7
root.coding.Programming Languages.Scripting Languages.Lua	3	-7
root.coding.Task Types.Auxiliary Functions.Self-Assessment	3	-7
root.coding.Task Types.Data Processing.Data Analysis	3	-7
root.coding.Task Types.Data Processing.Data Visualization	3	-7
root.coding.Task Types.Data Processing.Database	3	-7
root.coding.Task Types.Debugging and Optimization.Bug Fixing	3	-7
root.coding.Task Types.Debugging and Optimization.Error Handling	3	-7
root.coding.Task Types.Development and Maintenance.Code Analysis	3	-7
root.coding.Task Types.Development and Maintenance.Code Explanation	3	-7
root.coding.Task Types.Tool Usage.Automation	3	-7
root.coding.Technical Domains.Artificial Intelligence	3	-7
root.coding.Technical Domains.Artificial Intelligence.Reinforcement Learning	3	-7
root.coding.Technical Domains.Back-end Development.API Development	3	-7
root.coding.Technical Domains.Back-end Development.Concurrent Programming	3	-7
root.coding.Technical Domains.Back-end Development.Database Integration	3	-7
root.coding.Technical Domains.Data Science.Big Data	3	-7
root.coding.Technical Domains.Front-end Development	3	-7
root.coding.Technical Domains.Front-end Development.DOM Manipulation	3	-7
root.coding.Technical Domains.Game Development.Physics Engine	3	-7
root.coding.Technical Domains.Game Development.Sound Processing	3	-7
root.coding.Technical Domains.Systems Programming.Cryptographic Programming	3	-7
root.coding.Technical Domains.Systems Programming.Memory Management	3	-7
root.coding.Technical Domains.Web Development	3	-7
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Hypotheses	3	-7
root.knowledge.Disciplinary Fields.Applied Sciences.Architecture	3	-7
root.knowledge.Disciplinary Fields.Applied Sciences.Health Sciences	3	-7
root.knowledge.Disciplinary Fields.Arts and Culture.Culinary Arts	3	-7
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Astrophysics	3	-7
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Ballistics	3	-7
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cybersecurity	3	-7
root.knowledge.Disciplinary Fields.Technical Engineering.Energy	3	-7
root.mathematics.Mathematical Subfields.Algebra	3	-7
root.mathematics.Mathematical Subfields.Algebra.Algebraic Geometry	3	-7
root.mathematics.Mathematical Subfields.Algebra.Linear Algebra	3	-7
root.mathematics.Mathematical Subfields.Analysis.Calculus	3	-7
root.mathematics.Mathematical Subfields.Analysis.Functional Analysis	3	-7
root.mathematics.Mathematical Subfields.Geometry.Differential Geometry	3	-7
root.mathematics.Mathematical Subfields.Information Theory	3	-7
root.mathematics.Mathematical Subfields.Mathematical Foundations.Category Theory	3	-7
root.mathematics.Task Types.Fact Recall	3	-7
root.mathematics.Task Types.Problem Solving.Creative Problem Solving	3	-7
root.mathematics.Task Types.Visualization.Geometric Drawing	3	-7
root.reasoning.Reasoning Methods.Causal Reasoning.Bayesian Reasoning	3	-7
root.writing.Writing Domains.Functional Writing.Project Documentation	3	-7
root.coding.Programming Languages.Data Languages.MATLAB	4	-6
root.coding.Programming Languages.Domain-specific Languages.GLSL (Graphics)	4	-6
root.coding.Programming Languages.Domain-specific Languages.Solidity (Blockchain)	4	-6
root.coding.Programming Languages.General-purpose Languages.Go	4	-6
root.coding.Programming Languages.Markup Languages.XML	4	-6
root.coding.Programming Languages.Scripting Languages.Batch	4	-6
root.coding.Task Types.Auxiliary Functions.Document Recommendation	4	-6
root.coding.Task Types.Auxiliary Functions.String Manipulation	4	-6
root.coding.Task Types.Tool Usage.Environment Configuration	4	-6
root.coding.Task Types.Tool Usage.Terminal Interaction	4	-6
root.coding.Technical Domains.Front-end Development.Animation	4	-6
root.coding.Technical Domains.Game Development	4	-6
root.coding.Technical Domains.Game Development.Game Logic	4	-6
root.coding.Technical Domains.Game Development.Graphics Rendering	4	-6
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Ethical Reasoning	4	-6
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Risk Assessment	4	-6
root.knowledge.Disciplinary Fields.Applied Sciences.Business Technology	4	-6
root.knowledge.Disciplinary Fields.Natural Sciences	4	-6
root.knowledge.Disciplinary Fields.Natural Sciences.Chemistry	4	-6
root.knowledge.Disciplinary Fields.Natural Sciences.Physics	4	-6
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Thermodynamics	4	-6
root.knowledge.Task Types.Content Production.Proof Writing	4	-6
root.knowledge.Task Types.Practical Application.Applied Skills Training	4	-6
root.knowledge.Task Types.Practical Application.Practice Exercises	4	-6
root.mathematics	4	-6
root.mathematics.Mathematical Subfields	4	-6
root.mathematics.Mathematical Subfields.Algebra.Group Theory	4	-6
root.mathematics.Mathematical Subfields.Analysis	4	-6
root.mathematics.Mathematical Subfields.Analysis.Algebra	4	-6
root.mathematics.Mathematical Subfields.Analysis.Real Analysis	4	-6
root.mathematics.Mathematical Subfields.Applied Mathematics	4	-6
root.mathematics.Mathematical Subfields.Applied Mathematics.Physics	4	-6
root.mathematics.Mathematical Subfields.Discrete Mathematics	4	-6
root.mathematics.Mathematical Subfields.Discrete Mathematics.Combinatorics	4	-6
root.mathematics.Mathematical Subfields.Geometry	4	-6
root.mathematics.Mathematical Subfields.Geometry.Crystallography	4	-6
root.mathematics.Mathematical Subfields.Mathematical Foundations	4	-6
root.mathematics.Mathematical Subfields.Mathematical Foundations.Arithmetic	4	-6
root.mathematics.Mathematical Subfields.Probability and Statistics	4	-6
root.mathematics.Task Types	4	-6
root.mathematics.Task Types.Computation	4	-6
root.mathematics.Task Types.Conceptual Understanding	4	-6
root.mathematics.Task Types.Logical Reasoning.Critical Review	4	-6
root.mathematics.Task Types.Logical Reasoning.Theoretical Derivation	4	-6
root.mathematics.Task Types.Problem Solving	4	-6
root.mathematics.Task Types.Problem Solving.Modeling	4	-6
root.mathematics.Task Types.Problem Solving.Practical Application	4	-6
root.mathematics.Task Types.Problem Solving.Scenario Analysis	4	-6
root.mathematics.Task Types.Visualization.Data Visualization	4	-6
root.mathematics.Task Types.Visualization.Function Graphing	4	-6
root.reasoning.Thinking Modes.Creative.Concept Reorganization	4	-6
root.writing.Writing Domains.Everyday Writing.Exams	4	-6
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	4	-6
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	4	-6
root.writing.Writing Domains.Functional Writing.Resume Writing	4	-6
root.writing.Writing Domains.Functional Writing.Workplace Writing	4	-6
root.writing.Writing Domains.Media Writing.Web Content	4	-6
root.coding.Programming Languages.Data Languages.PySpark	5	-5
root.coding.Programming Languages.Scripting Languages.Perl	5	-5
root.coding.Programming Languages.Scripting Languages.Script	5	-5
root.coding.Task Types.Development and Maintenance.Code Execution	5	-5
root.coding.Task Types.Tool Usage.Test Development	5	-5
root.knowledge.Disciplinary Fields.Applied Sciences	5	-5
root.knowledge.Disciplinary Fields.Applied Sciences.Food Science	5	-5
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Microbiology	5	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Aerospace Engineering	5	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Communications	5	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Electronics	5	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Mechanical Engineering	5	-5
root.knowledge.Task Types.Auxiliary Support	5	-5
root.knowledge.Task Types.Practical Application	5	-5
root.knowledge.Task Types.Practical Application.Real-world	5	-5
root.knowledge.Task Types.Practical Application.Scenario Analysis	5	-5
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra	5	-5
root.mathematics.Mathematical Subfields.Algebra.Boolean Algebra	5	-5
root.mathematics.Mathematical Subfields.Analysis.Complex Analysis	5	-5
root.mathematics.Mathematical Subfields.Applied Mathematics.Operations Research	5	-5
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory	5	-5
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry	5	-5
root.mathematics.Mathematical Subfields.Geometry.Topology	5	-5
root.mathematics.Mathematical Subfields.Mathematical Foundations.Number Systems	5	-5
root.mathematics.Mathematical Subfields.Mathematical Foundations.Set Theory	5	-5
root.mathematics.Mathematical Subfields.Number Theory	5	-5
root.mathematics.Task Types.Logical Reasoning	5	-5
root.mathematics.Task Types.Logical Reasoning.Logical Deduction	5	-5
root.mathematics.Task Types.Logical Reasoning.Puzzle Solving	5	-5
root.reasoning.Reasoning Methods.Speculative Reasoning	5	-5
root.writing.Creative Stages.Optimization Stage.Fact-checking	5	-5
root.writing.Writing Domains.Functional Writing.Meeting Minutes	5	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing	5	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	5	-5
root.coding.Programming Languages.Domain-specific Languages.MQL (Finance)	6	-4
root.coding.Programming Languages.General-purpose Languages.Swift	6	-4
root.coding.Task Types.Auxiliary Functions.Conceptual Q&A	6	-4
root.coding.Task Types.Auxiliary Functions.Fact Recall	6	-4
root.coding.Task Types.Tool Usage.Platform Comparison	6	-4
root.coding.Technical Domains.Game Development.Player Mechanics	6	-4
root.knowledge.Cognitive Levels.Basic Cognition	6	-4
root.knowledge.Disciplinary Fields.Applied Sciences.Real Estate	6	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Social Sciences	6	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Astronomy	6	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Physiology	6	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Environmental Science	6	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Nuclear Physics	6	-4
root.knowledge.Disciplinary Fields.Technical Engineering	6	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Human-Computer Interaction	6	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering	6	-4
root.knowledge.Task Types.Information Processing	6	-4
root.knowledge.Task Types.Information Processing.Data Analysis	6	-4
root.mathematics.Mathematical Subfields.Analysis.Mathematical Analysis	6	-4
root.mathematics.Mathematical Subfields.Applied Mathematics.Games	6	-4
root.reasoning.Reasoning Methods.Causal Reasoning	6	-4
root.reasoning.Reasoning Methods.Causal Reasoning.Multi-factor Attribution	6	-4
root.reasoning.Reasoning Methods.Logical Reasoning.Inductive Reasoning	6	-4
root.reasoning.Task Types.Evaluation	6	-4
root.reasoning.Task Types.Situational Analysis	6	-4
root.roleplay.Task Types.Educational.General Advice	6	-4
root.writing.Writing Domains.Functional Writing.Informative Writing	6	-4
root.writing.Writing Domains.Functional Writing.Structured Response Writing	6	-4
root.writing.Writing Domains.Functional Writing.Teaching.Lesson Planning	6	-4
root.writing.Writing Domains.Media Writing.Copywriting	6	-4
root.writing.Writing Domains.Professional Writing.Law	6	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Poetry	14	4
root.roleplay.Task Types.Analytical.Historical Events	14	4
root.roleplay.Task Types.Analytical.Interpretation and Symbolic Analysis	14	4
root.roleplay.Task Types.Educational.Concept Explanation	14	4
root.roleplay.Task Types.Interactive.Multiplayer	14	4
root.roleplay.Task Types.Simulation.Creative Simulation	14	4
root.roleplay.Task Types.Simulation.Military Simulation	14	4
root.roleplay.Theme Types.Emotional.Sensitive	14	4
root.roleplay.Theme Types.Fantasy.Animals	14	4
root.roleplay.Theme Types.Fictional Script	14	4
root.roleplay.Theme Types.Realistic.Music	14	4
root.roleplay.Theme Types.Realistic.Relationships	14	4
root.writing.Creative Stages.Post-processing Stage.Text Interpretation	14	4
root.writing.Creative Stages.Writing Stage.Rhetorical Use	14	4
root.writing.Writing Domains.Creative Writing.Experimental Writing	14	4
root.writing.Writing Domains.Functional Writing.Speech Writing	14	4
root.writing.Writing Domains.Literary Writing	14	4
root.writing.Writing Domains.Literary Writing.Fiction.Story Creation	14	4
root.writing.Writing Domains.Professional Writing.Psychology	14	4
root.reasoning.Task Types.Evaluation and Feedback	15	5
root.roleplay.Style Types.Experimental Style.Abstract Concepts	15	5
root.roleplay.Task Types.Creative.Character Design	15	5
root.roleplay.Task Types.Interactive	15	5
root.roleplay.Task Types.Interactive.Emotional Interaction	15	5
root.roleplay.Task Types.Interactive.Realistic Interaction	15	5
root.roleplay.Task Types.Interactive.Scenario Interaction	15	5
root.roleplay.Task Types.Simulation.Emotional Simulation	15	5
root.roleplay.Task Types.Simulation.Psychological Simulation	15	5
root.roleplay.Theme Types.Comedy.Surreal Comedy	15	5
root.roleplay.Theme Types.Fantasy	15	5
root.roleplay.Theme Types.Fantasy.Fantasy	15	5
root.roleplay.Theme Types.Fantasy.Isekai	15	5
root.roleplay.Theme Types.Fantasy.Medieval	15	5
root.roleplay.Theme Types.Horror.Psychological Thriller	15	5
root.roleplay.Theme Types.Realistic.Life	15	5
root.roleplay.Theme Types.Realistic.Modern	15	5
root.writing.Creative Stages.Conceptualization Stage.Character Development	15	5
root.writing.Creative Stages.Writing Stage.Dialogue-related	15	5
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Metaphor	15	5
root.writing.Styles.Exaggerated	15	5
root.writing.Styles.Satirical	15	5
root.writing.Writing Domains.Literary Writing.Fiction.Fantasy	15	5
root.writing.Writing Domains.Literary Writing.Literary Analysis	15	5
root.writing.Writing Domains.Literary Writing.Literature	15	5
root.writing.Writing Domains.Literary Writing.Poetry	15	5
root.writing.Writing Domains.Professional Writing.Music.Music-related Analysis	15	5
root.writing.Writing Domains.Professional Writing.Music.Songwriting	15	5
root.roleplay.Style Types.Experimental Style.Freeform	16	6
root.roleplay.Style Types.Narrative	16	6
root.roleplay.Style Types.Serious Style.Historical Drama	16	6
root.roleplay.Theme Types.Action-Adventure	16	6
root.roleplay.Theme Types.Fantasy.Cosmic	16	6
root.roleplay.Theme Types.Horror	16	6
root.roleplay.Theme Types.Realistic.Maritime	16	6
root.roleplay.Theme Types.Safety	16	6
root.writing.Creative Stages.Optimization Stage.Localization	16	6
root.writing.Creative Stages.Optimization Stage.Unit Conversion	16	6
root.writing.Creative Stages.Writing Stage.Analogical Creation	16	6
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Pun	16	6
root.writing.Styles.Steampunk	16	6
root.writing.Writing Domains.Everyday Writing.Entertainment	16	6
root.writing.Writing Domains.Everyday Writing.Gaming.Video Games	16	6
root.writing.Writing Domains.Everyday Writing.Personal Reflection	16	6
root.writing.Writing Domains.Literary Writing.Fiction.Adventure Writing	16	6
root.writing.Writing Domains.Literary Writing.Fiction.Mystery	16	6
root.writing.Writing Domains.Literary Writing.Narrative Writing	16	6
root.roleplay.Style Types.Serious Style.Thriller	17	7
root.roleplay.Task Types.Creative	17	7
root.roleplay.Task Types.Simulation.Realistic Adventure	17	7
root.roleplay.Theme Types.Emotional	17	7
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Simile	17	7
root.writing.Styles.Humorous	17	7
root.writing.Styles.Melancholic	17	7
root.writing.Styles.Romanticism	17	7
root.writing.Writing Domains.Creative Writing	17	7
root.writing.Writing Domains.Creative Writing.Humorous Writing	17	7
root.writing.Writing Domains.Literary Writing.Descriptive Writing	17	7
root.writing.Writing Domains.Professional Writing.History	17	7
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Essays	18	8
root.roleplay.Style Types.Dark Style.Gothic	18	8
root.roleplay.Theme Types.Action-Adventure.Exploration	18	8
root.roleplay.Theme Types.Comedy.Absurd Comedy	18	8
root.roleplay.Theme Types.Comedy.Humorous Comedy	18	8
root.roleplay.Theme Types.Fantasy.Gothic	18	8
root.roleplay.Theme Types.Fantasy.Horror	18	8
root.roleplay.Theme Types.Fantasy.Supernatural	18	8
root.roleplay.Theme Types.Realistic.School	18	8
root.writing.Creative Stages.Optimization Stage.Multilingual and Translation	18	8
root.writing.Styles.Classicism	18	8
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	18	8
root.writing.Writing Domains.Everyday Writing.Gaming.Game Localization	18	8
root.writing.Writing Domains.Everyday Writing.Interpersonal Communication	18	8
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	18	8
root.writing.Writing Domains.Literary Writing.Fiction	18	8
root.writing.Writing Domains.Media Writing.Review Writing	18	8
root.writing.Writing Domains.Professional Writing.Music	18	8
root.roleplay.Style Types.Dark Style.Apocalyptic	19	9
root.roleplay.Task Types.Character-Centered	19	9
root.roleplay.Task Types.Creative.Description	19	9
root.roleplay.Task Types.Creative.Scriptwriting	19	9
root.roleplay.Task Types.Interactive.Character Interaction	19	9
root.roleplay.Task Types.Interactive.Dialogue Type	19	9
root.roleplay.Theme Types.Comedy	19	9
root.roleplay.Theme Types.Horror.Supernatural Horror	19	9
root.writing.Writing Domains.Everyday Writing.Entertainment.Travel	19	9
root.writing.Writing Domains.Everyday Writing.Family	19	9
root.writing.Writing Domains.Literary Writing.Prose	19	9
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	19	9
root.writing.Writing Domains.Professional Writing.Politics	19	9
root.roleplay.Style Types.Dark Style	20	10
root.roleplay.Style Types.Dark Style.Psychological Oppression	20	10
root.roleplay.Style Types.Humorous Style	20	10
root.roleplay.Style Types.Humorous Style.Light Humor	20	10
root.roleplay.Style Types.Humorous Style.Sitcom	20	10
root.roleplay.Style Types.Humorous Style.Vulgar	20	10
root.roleplay.Theme Types.Action-Adventure.Survival	20	10
root.roleplay.Theme Types.Action-Adventure.Travel	20	10
root.roleplay.Theme Types.Action-Adventure.War	20	10
root.roleplay.Theme Types.Comedy.Dark Comedy	20	10
root.roleplay.Theme Types.Comedy.Light Comedy	20	10
root.roleplay.Theme Types.Emotional.Erotic	20	10
root.roleplay.Theme Types.Emotional.Romantic	20	10
root.roleplay.Theme Types.Fantasy.Mythology	20	10
root.writing.Styles.Comedic	20	10
root.writing.Writing Domains.Everyday Writing.Emotions	20	10
root.writing.Writing Domains.Everyday Writing.Society	20	10
root.writing.Writing Domains.Literary Writing.Fiction.Fan Fiction	20	10
root.writing.Writing Domains.Literary Writing.Parody Creation	20	10
root.roleplay.Style Types.Relaxed	21	11
root.roleplay.Task Types.Educational.Language Learning	21	11
root.roleplay.Theme Types.Action-Adventure.Spy	21	11
root.writing.Writing Domains.Creative Writing.Creative Fragment Writing	21	11
root.writing.Writing Domains.Creative Writing.Fan Creation	21	11
root.writing.Writing Domains.Literary Writing.Biography Writing	21	11
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	21	11

Processing: hunyuan-standard-2025-02-10

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.writing.Writing Domains.Everyday Writing.Gaming.Game Localization	9	-10
root.writing.Writing Domains.Functional Writing.Resume Writing	9	-10
root.mathematics.Mathematical Subfields.Geometry.Crystallography	10	-9
root.writing.Writing Domains.Literary Writing.Literary Studies	10	-9
root.mathematics.Mathematical Subfields.Applied Mathematics.Physics	11	-8
root.coding.Programming Languages.General-purpose Languages.Java	12	-7
root.coding.Technical Domains.Embedded Development.Hardware Technology	12	-7
root.mathematics.Mathematical Subfields.Algebra.Boolean Algebra	12	-7
root.writing.Styles.Classicism	12	-7
root.writing.Writing Domains.Literary Writing.Literary Analysis	12	-7
root.coding.Programming Languages.Scripting Languages.VB	13	-6
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering	13	-6
root.mathematics.Mathematical Subfields.Algebra.Algebraic Geometry	13	-6
root.mathematics.Mathematical Subfields.Applied Mathematics.Signals	13	-6
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry	13	-6
root.mathematics.Mathematical Subfields.Information Theory	13	-6
root.mathematics.Task Types.Problem Solving.Word Problems	13	-6
root.writing.Creative Stages.Conceptualization Stage.Literature Review	13	-6
root.writing.Creative Stages.Optimization Stage.Localization	13	-6
root.writing.Creative Stages.Optimization Stage.Vocabulary Optimization	13	-6
root.writing.Creative Stages.Post-processing Stage.Content Classification	13	-6
root.writing.Writing Domains.Functional Writing.Naming or Branding	13	-6
root.writing.Writing Domains.Literary Writing.Literature	13	-6
root.writing.Writing Domains.Literary Writing.Prose	13	-6
root.writing.Writing Domains.Media Writing.Video Scripts	13	-6
root.coding.Task Types.Tool Usage.Version Control	14	-5
root.coding.Technical Domains.Front-end Development.Animation	14	-5
root.coding.Technical Domains.Front-end Development.Responsive Design	14	-5
root.coding.Technical Domains.Systems Programming.Thread Concurrency	14	-5
root.knowledge.Task Types.Practical Application.Practice Exercises	14	-5
root.mathematics.Mathematical Subfields.Analysis.Complex Analysis	14	-5
root.mathematics.Mathematical Subfields.Analysis.Fourier Analysis	14	-5
root.mathematics.Mathematical Subfields.Geometry	14	-5
root.mathematics.Task Types.Logical Reasoning.Puzzle Solving	14	-5
root.mathematics.Task Types.Problem Solving.Practical Application	14	-5
root.mathematics.Task Types.Visualization.Data Visualization	14	-5
root.mathematics.Task Types.Visualization.Function Graphing	14	-5
root.roleplay.Theme Types.Emotional.Erotic	14	-5
root.writing.Creative Stages.Optimization Stage.Multilingual and Translation	14	-5
root.writing.Writing Domains.Everyday Writing.Exams	14	-5
root.writing.Writing Domains.Everyday Writing.Family	14	-5
root.writing.Writing Domains.Everyday Writing.Gaming.Video Games	14	-5
root.writing.Writing Domains.Functional Writing.Meeting Minutes	14	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	14	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	14	-5
root.writing.Writing Domains.Literary Writing.Scriptwriting	14	-5
root.coding.Programming Languages.General-purpose Languages.C#	15	-4
root.coding.Programming Languages.Markup Languages.JSON	15	-4
root.coding.Programming Languages.Markup Languages.SVG	15	-4
root.coding.Programming Languages.Scripting Languages.PHP	15	-4
root.coding.Task Types.Data Processing.Database	15	-4
root.coding.Task Types.Debugging and Optimization.Testing	15	-4
root.coding.Task Types.Tool Usage.Test Development	15	-4
root.coding.Technical Domains.Back-end Development.Concurrent Programming	15	-4
root.coding.Technical Domains.Back-end Development.Database Integration	15	-4
root.coding.Technical Domains.Data Science.Data Visualization Tools	15	-4
root.coding.Technical Domains.Embedded Development.Real-time Systems	15	-4
root.coding.Technical Domains.Embedded Development.Sensors	15	-4
root.knowledge.Cognitive Levels.Basic Cognition.Conceptual Understanding	15	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Botany	15	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Data Science	15	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Human-Computer Interaction	15	-4
root.knowledge.Task Types.Auxiliary Support.Operational Guidance	15	-4
root.mathematics	15	-4
root.mathematics.Mathematical Subfields	15	-4
root.mathematics.Mathematical Subfields.Algebra	15	-4
root.mathematics.Mathematical Subfields.Analysis	15	-4
root.mathematics.Mathematical Subfields.Analysis.Algebra	15	-4
root.mathematics.Mathematical Subfields.Analysis.Mathematical Analysis	15	-4
root.mathematics.Mathematical Subfields.Applied Mathematics	15	-4
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	15	-4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Automata Theory	15	-4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory	15	-4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory	15	-4
root.mathematics.Mathematical Subfields.Geometry.Differential Geometry	15	-4
root.mathematics.Mathematical Subfields.Geometry.Topology	15	-4
root.mathematics.Task Types	15	-4
root.mathematics.Task Types.Computation	15	-4
root.mathematics.Task Types.Problem Solving	15	-4
root.mathematics.Task Types.Problem Solving.Modeling	15	-4
root.mathematics.Task Types.Problem Solving.Scenario Analysis	15	-4
root.mathematics.Task Types.Visualization	15	-4
root.mathematics.Task Types.Visualization.Geometric Drawing	15	-4
root.reasoning.Task Types.Puzzle Solving	15	-4
root.roleplay.Theme Types.Fantasy.Animals	15	-4
root.roleplay.Theme Types.Realistic.Maritime	15	-4
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Parallelism	15	-4
root.writing.Writing Domains.Everyday Writing.Sports	15	-4
root.writing.Writing Domains.Functional Writing.Teaching.Lesson Planning	15	-4
root.writing.Writing Domains.Functional Writing.User Manuals	15	-4
root.writing.Writing Domains.Literary Writing.Proverbial Expressions	15	-4
root.writing.Writing Domains.Media Writing.Social Media	15	-4
root.writing.Writing Domains.Professional Writing.Sports	15	-4

Nodes with significantly worse ranking than root:

No nodes found with significantly lower ranking.

Processing: Meta-Llama-3.1-70B-Instruct

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.writing.Writing Domains.Everyday Writing.Entertainment.Tongue Twisters	1	-15
root.writing.Writing Domains.Functional Writing.Email Writing	3	-13
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	3	-13
root.writing.Writing Domains.Functional Writing.Argumentative Writing	7	-9
root.roleplay.Style Types.Experimental Style.Abstract Concepts	8	-8
root.roleplay.Task Types.Educational.Trivia	8	-8
root.writing.Writing Domains.Creative Writing.Creative Fragment Writing	8	-8
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	8	-8
root.knowledge.Disciplinary Fields.Arts and Culture.Media	9	-7
root.reasoning.Reasoning Methods.Logical Reasoning.Basic Counting Reasoning	9	-7
root.roleplay.Style Types.Experimental Style.Glitch Art	9	-7
root.roleplay.Theme Types.Emotional.Erotic	9	-7
root.roleplay.Theme Types.Sensory Simulation	9	-7
root.writing.Writing Domains.Functional Writing.Note Writing	9	-7
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	9	-7
root.writing.Writing Domains.Functional Writing.Workplace Writing	9	-7
root.coding.Programming Languages.Scripting Languages.Script	10	-6
root.reasoning.Reasoning Methods.Classification Reasoning	10	-6
root.reasoning.Reasoning Methods.Spatial Reasoning.Geometric Relationships	10	-6
root.roleplay.Task Types.Educational.Ethical Discussion	10	-6
root.roleplay.Task Types.Simulation.Psychological Simulation	10	-6
root.roleplay.Theme Types.Thought.Philosophy	10	-6
root.writing.Writing Domains.Everyday Writing.Emotions	10	-6
root.writing.Writing Domains.Everyday Writing.Gaming.Video Games	10	-6
root.coding.Programming Languages.General-purpose Languages.Java	11	-5
root.coding.Technical Domains.Embedded Development.Hardware Technology	11	-5
root.coding.Technical Domains.Embedded Development.Sensors	11	-5
root.mathematics.Mathematical Subfields.Geometry.Topology	11	-5
root.reasoning.Thinking Modes.Creative.Concept Reorganization	11	-5
root.roleplay.Style Types.Experimental Style	11	-5
root.roleplay.Style Types.Experimental Style.Eccentric	11	-5
root.roleplay.Style Types.Humorous Style	11	-5
root.roleplay.Style Types.Humorous Style.Vulgar	11	-5
root.roleplay.Task Types.Analytical.Interpretation and Symbolic Analysis	11	-5
root.roleplay.Task Types.Character-Centered	11	-5
root.roleplay.Task Types.Creative	11	-5
root.roleplay.Task Types.Creative.Scriptwriting	11	-5
root.roleplay.Task Types.Educational.Language Learning	11	-5
root.roleplay.Task Types.Simulation.Creative Simulation	11	-5
root.roleplay.Theme Types.Action-Adventure	11	-5
root.roleplay.Theme Types.Action-Adventure.Exploration	11	-5
root.roleplay.Theme Types.Action-Adventure.Spy	11	-5
root.roleplay.Theme Types.Comedy	11	-5
root.roleplay.Theme Types.Comedy.Absurd Comedy	11	-5
root.roleplay.Theme Types.Comedy.Surreal Comedy	11	-5
root.roleplay.Theme Types.Fantasy	11	-5
root.roleplay.Theme Types.Fantasy.Cosmic	11	-5
root.roleplay.Theme Types.Fantasy.Fantasy	11	-5
root.roleplay.Theme Types.Fantasy.Magic	11	-5
root.roleplay.Theme Types.Fantasy.Mythology	11	-5
root.roleplay.Theme Types.Fantasy.Supernatural	11	-5
root.roleplay.Theme Types.Horror	11	-5
root.roleplay.Theme Types.Horror.Psychological Thriller	11	-5
root.roleplay.Theme Types.Realistic.Real World	11	-5
root.writing.Writing Domains.Everyday Writing.Gaming	11	-5
root.writing.Writing Domains.Everyday Writing.Gaming.Game Design	11	-5
root.writing.Writing Domains.Everyday Writing.Interpersonal Communication	11	-5
root.writing.Writing Domains.Everyday Writing.Personal Leisure Writing	11	-5
root.writing.Writing Domains.Functional Writing.Structured Response Writing	11	-5
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	11	-5
root.writing.Writing Domains.Functional Writing.Teaching.Lesson Planning	11	-5
root.writing.Writing Domains.Literary Writing.Literature	11	-5
root.writing.Writing Domains.Literary Writing.Parody Creation	11	-5
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	12	-4
root.coding.Technical Domains.Game Development.Player Mechanics	12	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Fine Arts	12	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Mathematics	12	-4
root.reasoning.Reasoning Methods.Logical Reasoning.Symbolic Reasoning	12	-4
root.reasoning.Task Types.Evaluation and Feedback	12	-4
root.reasoning.Task Types.Theory	12	-4
root.reasoning.Thinking Modes.Creative.Divergent Association	12	-4
root.roleplay	12	-4
root.roleplay.Style Types	12	-4
root.roleplay.Style Types.Experimental Style.Cross-Media	12	-4
root.roleplay.Style Types.Humorous Style.Light Humor	12	-4
root.roleplay.Style Types.Narrative	12	-4
root.roleplay.Style Types.Serious Style.Thriller	12	-4
root.roleplay.Task Types	12	-4
root.roleplay.Task Types.Analytical.Comparative Analysis	12	-4
root.roleplay.Task Types.Educational	12	-4
root.roleplay.Theme Types	12	-4
root.roleplay.Theme Types.Action-Adventure.Crime	12	-4
root.roleplay.Theme Types.Action-Adventure.Military	12	-4
root.roleplay.Theme Types.Action-Adventure.War	12	-4
root.roleplay.Theme Types.Comedy.Humorous Comedy	12	-4
root.roleplay.Theme Types.Comedy.Light Comedy	12	-4
root.roleplay.Theme Types.Fantasy.Animals	12	-4
root.roleplay.Theme Types.Fantasy.Horror	12	-4
root.roleplay.Theme Types.Fantasy.Medieval	12	-4
root.roleplay.Theme Types.Fictional Script	12	-4
root.roleplay.Theme Types.Horror.Crime	12	-4
root.roleplay.Theme Types.Realistic.Art	12	-4
root.roleplay.Theme Types.Realistic.Maritime	12	-4
root.roleplay.Theme Types.Realistic.Military	12	-4
root.roleplay.Theme Types.Realistic.Music	12	-4
root.roleplay.Theme Types.Realistic.Urban	12	-4
root.roleplay.Theme Types.Thought	12	-4
root.writing.Creative Stages.Conceptualization Stage.Terminology Analysis	12	-4
root.writing.Writing Domains.Creative Writing.Experimental Writing	12	-4
root.writing.Writing Domains.Creative Writing.Visual Arts	12	-4
root.writing.Writing Domains.Everyday Writing.Family	12	-4
root.writing.Writing Domains.Everyday Writing.Gaming.Puzzle Solving	12	-4
root.writing.Writing Domains.Everyday Writing.Personal Reflection	12	-4
root.writing.Writing Domains.Functional Writing.Teaching.Language Learning	12	-4
root.writing.Writing Domains.Literary Writing.Fiction.Historical Fiction	12	-4
root.writing.Writing Domains.Literary Writing.Fiction.Mystery	12	-4
root.writing.Writing Domains.Literary Writing.Philosophy	12	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Scripting Languages.PHP	20	4
root.coding.Technical Domains.Back-end Development.Microservices	20	4
root.coding.Technical Domains.Front-end Development.Responsive Design	20	4
root.coding.Technical Domains.Game Development.Sound Processing	20	4
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Ethical Reasoning	20	4
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Aerodynamics	20	4
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Thermodynamics	20	4
root.knowledge.Disciplinary Fields.Technical Engineering.Aerospace Engineering	20	4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cybersecurity	20	4
root.mathematics.Mathematical Subfields.Analysis.Limits	20	4
root.mathematics.Mathematical Subfields.Analysis.Mathematical Analysis	20	4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory	20	4
root.mathematics.Mathematical Subfields.Mathematical Foundations.Category Theory	20	4
root.mathematics.Task Types.Visualization.Data Visualization	20	4
root.mathematics.Task Types.Visualization.Geometric Drawing	20	4
root.reasoning.Application Domains.Personal Development Guidance	20	4
root.reasoning.Task Types.Problem Solving.Experimental	20	4
root.roleplay.Task Types.Interactive.Q&A	20	4
root.roleplay.Task Types.Interactive.Social Interaction	20	4
root.writing.Creative Stages.Optimization Stage.Vocabulary Optimization	20	4
root.writing.Creative Stages.Post-processing Stage.Entity Extraction	20	4
root.writing.Creative Stages.Writing Stage.Citation Integration	20	4
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Metaphor	20	4
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Parallelism	20	4
root.writing.Styles.Exaggerated	20	4
root.writing.Writing Domains.Everyday Writing.Entertainment.Travel	20	4
root.writing.Writing Domains.Functional Writing.Greeting Card Writing	20	4
root.writing.Writing Domains.Functional Writing.Project Planning	20	4
root.writing.Writing Domains.Functional Writing.Report Writing	20	4
root.writing.Writing Domains.Literary Writing.Poetry	20	4
root.writing.Writing Domains.Professional Writing.Design Writing	20	4
root.writing.Writing Domains.Professional Writing.Education	20	4
root.writing.Writing Domains.Professional Writing.Medicine	20	4
root.coding.Programming Languages.Domain-specific Languages.GLSL (Graphics)	21	5
root.coding.Technical Domains.Back-end Development.Concurrent Programming	21	5
root.coding.Technical Domains.Data Science.Model Creation	21	5
root.knowledge.Disciplinary Fields.Natural Sciences.Earth Sciences	21	5
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering	21	5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Artificial Intelligence	21	5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Computer Software	21	5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Robotics	21	5
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Audio Technology	21	5
root.knowledge.Disciplinary Fields.Technical Engineering.Energy	21	5
root.knowledge.Disciplinary Fields.Technical Engineering.Mechanical Engineering	21	5
root.mathematics.Mathematical Subfields.Computational Mathematics	21	5
root.mathematics.Mathematical Subfields.Mathematical Foundations.History of Mathematics	21	5
root.mathematics.Task Types.Fact Recall	21	5
root.writing.Styles.Comedic	21	5
root.writing.Styles.Modernism	21	5
root.writing.Writing Domains.Literary Writing.Drama	21	5
root.writing.Writing Domains.Literary Writing.Proverbial Expressions	21	5
root.writing.Writing Domains.Professional Writing.Psychology	21	5

Processing: Meta-Llama-3.1-8B-Instruct

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.writing.Writing Domains.Functional Writing.Resume Writing	3	-15
root.writing.Writing Domains.Functional Writing.Email Writing	5	-13
root.writing.Writing Domains.Everyday Writing.Entertainment.Tongue Twisters	9	-9
root.reasoning.Thinking Modes.Creative.Abstract Reasoning	11	-7
root.writing.Styles.Exaggerated	11	-7
root.writing.Writing Domains.Creative Writing.Humorous Writing	11	-7
root.writing.Writing Domains.Literary Writing.Inspirational	11	-7
root.reasoning.Application Domains.Psychological Reasoning	12	-6
root.roleplay.Style Types.Healing Style	12	-6
root.roleplay.Theme Types.Emotional.Erotic	12	-6
root.writing.Creative Stages.Conceptualization Stage.Character Development	12	-6
root.writing.Creative Stages.Post-processing Stage.Bias Analysis	12	-6
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Simile	12	-6
root.writing.Styles.Comedic	12	-6
root.writing.Writing Domains.Creative Writing.Creative Fragment Writing	12	-6
root.writing.Writing Domains.Functional Writing.Note Writing	12	-6
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	12	-6
root.writing.Writing Domains.Literary Writing.Scriptwriting	12	-6
root.knowledge.Task Types.Information Processing.Chart Interpretation	13	-5
root.roleplay.Task Types.Analytical.Analytical Methods	13	-5
root.roleplay.Task Types.Interactive.Emotional Interaction	13	-5
root.roleplay.Task Types.Simulation.Functional Simulation	13	-5
root.roleplay.Theme Types.Emotional.Sensitive	13	-5
root.roleplay.Theme Types.Fantasy.Cosmic	13	-5
root.roleplay.Theme Types.Realistic.Music	13	-5
root.writing.Creative Stages.Optimization Stage.Grammar Check	13	-5
root.writing.Creative Stages.Optimization Stage.Proofreading	13	-5
root.writing.Creative Stages.Optimization Stage.Text Optimization	13	-5
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Pun	13	-5
root.writing.Styles.Satirical	13	-5
root.writing.Styles.Tragic	13	-5
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	13	-5
root.writing.Writing Domains.Everyday Writing.Shopping	13	-5
root.writing.Writing Domains.Functional Writing.Informative Writing	13	-5
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	13	-5
root.writing.Writing Domains.Literary Writing.Parody Creation	13	-5
root.writing.Writing Domains.Media Writing.Advertising and Marketing	13	-5
root.coding.Programming Languages.Data Languages.PySpark	14	-4
root.coding.Technical Domains.Data Science.Data Visualization Tools	14	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Culinary Arts	14	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Human-Computer Interaction	14	-4
root.reasoning.Application Domains.Philosophical Reasoning	14	-4
root.reasoning.Reasoning Methods.Logical Reasoning.Symbolic Reasoning	14	-4
root.reasoning.Task Types.Problem Solving.Experimental	14	-4
root.roleplay.Style Types.Humorous Style.Sitcom	14	-4
root.roleplay.Task Types.Educational.Ethical Discussion	14	-4
root.roleplay.Task Types.Educational.General Advice	14	-4
root.roleplay.Task Types.Interactive.Character Interaction	14	-4
root.roleplay.Task Types.Interactive.Q&A	14	-4
root.roleplay.Task Types.Simulation.Emotional Simulation	14	-4
root.roleplay.Theme Types.Comedy.Light Comedy	14	-4
root.roleplay.Theme Types.Comedy.Surreal Comedy	14	-4
root.roleplay.Theme Types.Emotional.Emotional Support	14	-4
root.writing.Creative Stages.Optimization Stage.Content Rewriting	14	-4
root.writing.Creative Stages.Post-processing Stage	14	-4
root.writing.Creative Stages.Post-processing Stage.Content Classification	14	-4
root.writing.Creative Stages.Post-processing Stage.Text Summarization	14	-4
root.writing.Creative Stages.Writing Stage.Data Processing	14	-4
root.writing.Creative Stages.Writing Stage.Dialogue-related	14	-4
root.writing.Styles.Classicism	14	-4
root.writing.Styles.Concise	14	-4
root.writing.Styles.Modernism	14	-4
root.writing.Styles.Natural	14	-4
root.writing.Styles.Plain	14	-4
root.writing.Writing Domains.Everyday Writing.Entertainment	14	-4
root.writing.Writing Domains.Everyday Writing.Gaming.Puzzle Solving	14	-4
root.writing.Writing Domains.Everyday Writing.Gaming.Video Games	14	-4
root.writing.Writing Domains.Functional Writing.Naming or Branding	14	-4
root.writing.Writing Domains.Functional Writing.Structured Response Writing	14	-4
root.writing.Writing Domains.Functional Writing.Teaching.Language Learning	14	-4
root.writing.Writing Domains.Literary Writing.Fiction.Mystery	14	-4
root.writing.Writing Domains.Literary Writing.Fiction.Synopsis Creation	14	-4
root.writing.Writing Domains.Literary Writing.Proverbial Expressions	14	-4
root.writing.Writing Domains.Media Writing.Copywriting	14	-4
root.writing.Writing Domains.Media Writing.Review Writing	14	-4
root.writing.Writing Domains.Media Writing.Video Scripts	14	-4
root.writing.Writing Domains.Media Writing.Web Content	14	-4
root.writing.Writing Domains.Professional Writing.Medicine	14	-4

Nodes with significantly worse ranking than root:

No nodes found with significantly lower ranking.

Processing: Mistral-7B-Instruct-v0.3

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.writing.Writing Domains.Everyday Writing.Entertainment.Travel	10	-10
root.roleplay.Theme Types.Comedy.Humorous Comedy	11	-9
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Computer Hardware	12	-8
root.roleplay.Style Types.Humorous Style.Sitcom	12	-8
root.writing.Writing Domains.Functional Writing.Teaching.Vocabulary Practice	12	-8
root.roleplay.Theme Types.Action-Adventure.Travel	13	-7
root.roleplay.Theme Types.Comedy.Absurd Comedy	13	-7
root.roleplay.Theme Types.Emotional.Erotic	13	-7
root.roleplay.Theme Types.Horror.Psychological Thriller	13	-7
root.writing.Creative Stages.Post-processing Stage.Entity Extraction	13	-7
root.writing.Writing Domains.Creative Writing.Fan Creation	13	-7
root.writing.Writing Domains.Everyday Writing.Personal Reflection	13	-7
root.writing.Writing Domains.Everyday Writing.Pets	13	-7
root.writing.Writing Domains.Literary Writing.Narrative Writing	13	-7
root.writing.Writing Domains.Professional Writing.Music.Music-related Analysis	13	-7
root.knowledge.Disciplinary Fields.Applied Sciences.Transportation and Travel	14	-6
root.roleplay.Task Types.Simulation.Business Decision	14	-6
root.roleplay.Theme Types.Action-Adventure.War	14	-6
root.roleplay.Theme Types.Emotional.Romantic	14	-6
root.roleplay.Theme Types.Fantasy.Magic	14	-6
root.roleplay.Theme Types.Fantasy.Mythology	14	-6
root.roleplay.Theme Types.Fantasy.Time Travel	14	-6
root.roleplay.Theme Types.Sensory Simulation	14	-6
root.writing.Writing Domains.Everyday Writing.Personal Leisure Writing	14	-6
root.writing.Writing Domains.Functional Writing.Resume Writing	14	-6
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	14	-6
root.writing.Writing Domains.Literary Writing.Prose	14	-6
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	14	-6
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Robotics	15	-5
root.roleplay.Style Types.Experimental Style.Eccentric	15	-5
root.roleplay.Style Types.Healing Style	15	-5
root.roleplay.Style Types.Humorous Style.Light Humor	15	-5
root.roleplay.Style Types.Humorous Style.Vulgar	15	-5
root.roleplay.Task Types.Character-Centered	15	-5
root.roleplay.Task Types.Simulation.Creative Simulation	15	-5
root.roleplay.Theme Types.Action-Adventure.Spy	15	-5
root.roleplay.Theme Types.Comedy	15	-5
root.roleplay.Theme Types.Fantasy.Cosmic	15	-5
root.roleplay.Theme Types.Fictional Script	15	-5
root.roleplay.Theme Types.Thought.Philosophy	15	-5
root.writing.Creative Stages.Post-processing Stage.Text Interpretation	15	-5
root.writing.Creative Stages.Post-processing Stage.Text Summarization	15	-5
root.writing.Creative Stages.Writing Stage.Prompt Development	15	-5
root.writing.Styles.Romanticism	15	-5
root.writing.Writing Domains.Everyday Writing.Emotions	15	-5
root.writing.Writing Domains.Everyday Writing.Gaming.Puzzle Solving	15	-5
root.writing.Writing Domains.Functional Writing.Greeting Card Writing	15	-5
root.writing.Writing Domains.Functional Writing.Meeting Minutes	15	-5
root.writing.Writing Domains.Functional Writing.Note Writing	15	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	15	-5
root.writing.Writing Domains.Functional Writing.Recommendation Letters	15	-5
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	15	-5
root.writing.Writing Domains.Literary Writing.Drama	15	-5
root.writing.Writing Domains.Media Writing.Copywriting	15	-5
root.writing.Writing Domains.Professional Writing.Politics	15	-5
root.knowledge.Disciplinary Fields.Applied Sciences.Social Services	16	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Crafts	16	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Performing Arts	16	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Earth Sciences	16	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering	16	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Audio Technology	16	-4
root.knowledge.Task Types.Information Processing.Chart Interpretation	16	-4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory	16	-4
root.roleplay.Style Types.Relaxed	16	-4
root.roleplay.Style Types.Serious Style.Thriller	16	-4
root.roleplay.Task Types.Creative.Description	16	-4
root.roleplay.Task Types.Educational.Language Learning	16	-4
root.roleplay.Task Types.Interactive.Q&A	16	-4
root.roleplay.Task Types.Simulation.Functional Simulation	16	-4
root.roleplay.Task Types.Simulation.Psychological Simulation	16	-4
root.roleplay.Theme Types.Fantasy.Animals	16	-4
root.roleplay.Theme Types.Fantasy.Horror	16	-4
root.roleplay.Theme Types.Fantasy.Supernatural	16	-4
root.roleplay.Theme Types.Horror.Supernatural Horror	16	-4
root.writing.Creative Stages.Optimization Stage.Fact-checking	16	-4
root.writing.Creative Stages.Writing Stage.Citation Integration	16	-4
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Simile	16	-4
root.writing.Creative Stages.Writing Stage.Tag Design	16	-4
root.writing.Styles.Modernism	16	-4
root.writing.Writing Domains.Everyday Writing.Entertainment.Tongue Twisters	16	-4
root.writing.Writing Domains.Everyday Writing.Interpersonal Communication	16	-4
root.writing.Writing Domains.Literary Writing.Fiction.Fantasy	16	-4
root.writing.Writing Domains.Literary Writing.Literary Analysis	16	-4
root.writing.Writing Domains.Literary Writing.Poetry	16	-4
root.writing.Writing Domains.Literary Writing.Proverbial Expressions	16	-4
root.writing.Writing Domains.Media Writing.Advertising and Marketing	16	-4
root.writing.Writing Domains.Media Writing.Review Writing	16	-4
root.writing.Writing Domains.Professional Writing.Medicine	16	-4

Nodes with significantly worse ranking than root:

No nodes found with significantly lower ranking.

Processing: Phi-4-mini-instruct

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.mathematics.Mathematical Subfields.Analysis.Real Analysis	12	-9
root.roleplay.Task Types.Analytical.Evaluation and Feedback	12	-9
root.mathematics.Mathematical Subfields.Analysis.Limits	13	-8
root.reasoning.Reasoning Methods.Analogical Reasoning	13	-8
root.reasoning.Application Domains.Legal Reasoning	14	-7
root.reasoning.Reasoning Methods.Causal Reasoning.Bayesian Reasoning	14	-7
root.writing.Writing Domains.Creative Writing.Creative Fragment Writing	14	-7
root.writing.Writing Domains.Functional Writing.Argumentative Writing	14	-7
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	14	-7
root.writing.Writing Domains.Literary Writing.Literary Analysis	14	-7
root.reasoning.Application Domains.Ethical Reasoning	15	-6
root.reasoning.Application Domains.Strategic Planning	15	-6
root.roleplay.Theme Types.Action-Adventure.War	15	-6
root.writing.Creative Stages.Conceptualization Stage.Terminology Analysis	15	-6
root.writing.Styles.Comedic	15	-6
root.writing.Writing Domains.Literary Writing.Biography Writing	15	-6
root.coding.Programming Languages.Markup Languages.Markdown	16	-5
root.knowledge.Disciplinary Fields.Arts and Culture.Fine Arts	16	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Artificial Intelligence	16	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cybersecurity	16	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Robotics	16	-5
root.mathematics.Mathematical Subfields.Mathematical Foundations.Number Systems	16	-5
root.reasoning.Reasoning Methods.Critical Reasoning	16	-5
root.reasoning.Task Types.Evaluation	16	-5
root.reasoning.Task Types.Evaluation and Feedback	16	-5
root.reasoning.Thinking Modes.Hypothetical Thinking	16	-5
root.roleplay.Style Types.Experimental Style.Cross-Media	16	-5
root.roleplay.Task Types.Analytical.Analytical Methods	16	-5
root.roleplay.Task Types.Analytical.Culture	16	-5
root.roleplay.Task Types.Simulation.Task Simulation	16	-5
root.writing.Writing Domains.Creative Writing.Symbolic Story Creation	16	-5
root.writing.Writing Domains.Creative Writing.Visual Arts	16	-5
root.writing.Writing Domains.Functional Writing.Email Writing	16	-5
root.coding.Programming Languages.Domain-specific Languages.GLSL (Graphics)	17	-4
root.coding.Programming Languages.Markup Languages.JSON	17	-4
root.coding.Programming Languages.Markup Languages.SVG	17	-4
root.coding.Programming Languages.Scripting Languages.PHP	17	-4
root.coding.Task Types.Tool Usage.Version Control	17	-4
root.coding.Technical Domains.Web Development	17	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Performing Arts	17	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering	17	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Computer Software	17	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Electronics	17	-4
root.mathematics.Mathematical Subfields.Analysis.Calculus	17	-4
root.mathematics.Mathematical Subfields.Geometry.Crystallography	17	-4
root.reasoning.Application Domains.Negotiation	17	-4
root.reasoning.Application Domains.Organization	17	-4
root.reasoning.Application Domains.Personal Development Guidance	17	-4
root.reasoning.Reasoning Methods.Causal Reasoning	17	-4
root.reasoning.Reasoning Methods.Causal Reasoning.Multi-factor Attribution	17	-4
root.reasoning.Reasoning Methods.Emotional Reasoning	17	-4
root.reasoning.Task Types.Argumentation	17	-4
root.reasoning.Thinking Modes.Creative.Creative Exploration	17	-4
root.reasoning.Thinking Modes.Creative.Divergent Association	17	-4
root.reasoning.Thinking Modes.Strategic	17	-4
root.roleplay.Style Types.Experimental Style.Abstract Concepts	17	-4
root.roleplay.Style Types.Experimental Style.Formal	17	-4
root.roleplay.Style Types.Experimental Style.Glitch Art	17	-4
root.roleplay.Task Types.Interactive.Social Interaction	17	-4
root.roleplay.Task Types.Simulation.Gameplay	17	-4
root.roleplay.Task Types.Simulation.Military Simulation	17	-4
root.roleplay.Theme Types.Action-Adventure.Spy	17	-4
root.roleplay.Theme Types.Action-Adventure.Survival	17	-4
root.roleplay.Theme Types.Emotional.Emotional Support	17	-4
root.writing.Creative Stages.Post-processing Stage.Entity Extraction	17	-4
root.writing.Writing Domains.Functional Writing.Naming or Branding	17	-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	17	-4
root.writing.Writing Domains.Literary Writing.Inspirational	17	-4
root.writing.Writing Domains.Professional Writing.Design Writing	17	-4
root.writing.Writing Domains.Professional Writing.Finance	17	-4
root.writing.Writing Domains.Professional Writing.Linguistics	17	-4

Nodes with significantly worse ranking than root:

No nodes found with significantly lower ranking.

Processing: qwen-max-2024-10-15

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.writing.Writing Domains.Everyday Writing.Entertainment.Travel	6	-7
root.writing.Writing Domains.Everyday Writing.Sports	6	-7
root.writing.Writing Domains.Professional Writing.Sports	6	-7
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Military	7	-6
root.mathematics.Mathematical Subfields.Mathematical Foundations.Set Theory	7	-6
root.writing.Writing Domains.Everyday Writing.Shopping	7	-6
root.writing.Writing Domains.Functional Writing.Recommendation Letters	7	-6
root.writing.Writing Domains.Functional Writing.Workplace Writing	7	-6
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	7	-6
root.knowledge.Disciplinary Fields.Applied Sciences.Real Estate	8	-5
root.mathematics.Task Types.Logical Reasoning.Puzzle Solving	8	-5
root.reasoning.Reasoning Methods.Causal Reasoning.Direct Causal Chain	8	-5
root.writing.Writing Domains.Everyday Writing.Exams	8	-5
root.knowledge.Disciplinary Fields.Applied Sciences.Medicine	9	-4
root.mathematics.Mathematical Subfields.Algebra.Algebraic Geometry	9	-4
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	9	-4
root.reasoning.Task Types.Theory	9	-4
root.writing.Writing Domains.Everyday Writing.Entertainment.Horoscopes	9	-4
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	9	-4
root.writing.Writing Domains.Literary Writing.Quotation Creation	9	-4
root.writing.Writing Domains.Media Writing.Web Content	9	-4
root.writing.Writing Domains.Professional Writing.Reports	9	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	17	4
root.coding.Programming Languages.Markup Languages.LaTeX	17	4
root.coding.Technical Domains.Embedded Development.Hardware Technology	17	4
root.reasoning.Application Domains.Legal Reasoning	17	4
root.reasoning.Application Domains.Philosophical Reasoning	17	4
root.reasoning.Task Types.Evaluation and Feedback	17	4
root.reasoning.Thinking Modes.Creative.Abstract Reasoning	17	4
root.reasoning.Thinking Modes.Creative.Conceptual Thinking	17	4
root.reasoning.Thinking Modes.Critical	17	4
root.roleplay.Style Types.Dark Style.Gothic	17	4
root.roleplay.Style Types.Experimental Style.Cross-Media	17	4
root.roleplay.Style Types.Experimental Style.Eccentric	17	4
root.roleplay.Style Types.Humorous Style.Vulgar	17	4
root.roleplay.Style Types.Serious Style.Historical Drama	17	4
root.roleplay.Task Types.Creative.Description	17	4
root.roleplay.Task Types.Creative.Worldbuilding	17	4
root.roleplay.Theme Types.Fantasy.Animals	17	4
root.roleplay.Theme Types.Fantasy.Cosmic	17	4
root.roleplay.Theme Types.Fantasy.Gothic	17	4
root.roleplay.Theme Types.Realistic.History	17	4
root.roleplay.Theme Types.Realistic.Modern	17	4
root.roleplay.Theme Types.Realistic.Sports	17	4
root.writing.Creative Stages.Conceptualization Stage.World Building	17	4
root.writing.Creative Stages.Post-processing Stage.Text Interpretation	17	4
root.writing.Creative Stages.Writing Stage.Citation Integration	17	4
root.writing.Styles.Postmodernism	17	4
root.writing.Styles.Reddit Style	17	4
root.writing.Writing Domains.Creative Writing.Creative Fragment Writing	17	4
root.writing.Writing Domains.Everyday Writing.Gaming.Puzzle Solving	17	4
root.writing.Writing Domains.Functional Writing.Instructional Descriptive Writing	17	4
root.writing.Writing Domains.Literary Writing.Fiction.Adventure Writing	17	4
root.writing.Writing Domains.Literary Writing.Proverbial Expressions	17	4
root.writing.Writing Domains.Professional Writing.Music	17	4
root.writing.Writing Domains.Professional Writing.Music.Songwriting	17	4
root.writing.Writing Domains.Professional Writing.Psychology	17	4
root.knowledge.Disciplinary Fields.Arts and Culture.Fine Arts	18	5
root.reasoning.Application Domains.Ethical Reasoning	18	5
root.reasoning.Reasoning Methods.Analogical Reasoning	18	5
root.reasoning.Thinking Modes.Creative.Divergent Association	18	5
root.roleplay.Style Types.Humorous Style	18	5
root.roleplay.Style Types.Humorous Style.Light Humor	18	5
root.roleplay.Style Types.Humorous Style.Sitcom	18	5
root.roleplay.Theme Types.Comedy	18	5
root.roleplay.Theme Types.Fantasy.Magic	18	5
root.roleplay.Theme Types.Thought.Philosophy	18	5
root.writing.Creative Stages.Optimization Stage.Proofreading	18	5
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Parallelism	18	5
root.writing.Styles.Romanticism	18	5
root.writing.Writing Domains.Creative Writing.Fan Creation	18	5
root.writing.Writing Domains.Creative Writing.Visual Arts	18	5
root.writing.Writing Domains.Everyday Writing.Personal Reflection	18	5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	18	5
root.writing.Writing Domains.Literary Writing.Prose	18	5
root.writing.Writing Domains.Professional Writing.Education	18	5
root.writing.Writing Domains.Professional Writing.Finance	18	5
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	18	5
root.knowledge.Disciplinary Fields.Applied Sciences.Education	19	6
root.reasoning.Reasoning Methods.Classification Reasoning	19	6
root.reasoning.Task Types.Argumentation	19	6
root.roleplay.Style Types.Humorous Style.Satirical	19	6
root.roleplay.Task Types.Analytical.Culture	19	6
root.roleplay.Theme Types.Comedy.Absurd Comedy	19	6
root.roleplay.Theme Types.Comedy.Surreal Comedy	19	6
root.roleplay.Theme Types.Fantasy.Time Travel	19	6
root.writing.Creative Stages.Post-processing Stage.Evaluation and Feedback	19	6
root.writing.Styles.Classicism	19	6
root.writing.Styles.Realism	19	6
root.writing.Writing Domains.Functional Writing.Argumentative Writing	19	6
root.writing.Writing Domains.Literary Writing.Drama	19	6
root.writing.Writing Domains.Literary Writing.Fiction.Historical Fiction	19	6
root.writing.Writing Domains.Literary Writing.Fiction.Synopsis Creation	19	6
root.writing.Writing Domains.Professional Writing.Music.Music-related Analysis	19	6
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Novels	20	7
root.mathematics.Mathematical Subfields.Geometry.Topology	20	7
root.reasoning.Application Domains.Organization	20	7
root.reasoning.Reasoning Methods.Critical Reasoning	20	7
root.writing.Styles.Modernism	20	7
root.writing.Styles.Tragic	20	7
root.writing.Writing Domains.Functional Writing.Formal Communication	20	7
root.writing.Writing Domains.Functional Writing.Note Writing	20	7
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	20	7
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	20	7
root.writing.Writing Domains.Media Writing.Video Scripts	20	7
root.roleplay.Task Types.Educational.Trivia	21	8
root.roleplay.Task Types.Simulation.Gameplay	21	8
root.roleplay.Theme Types.Comedy.Humorous Comedy	21	8
root.roleplay.Theme Types.Fantasy.Isekai	21	8
root.writing.Creative Stages.Conceptualization Stage.Terminology Analysis	21	8
root.writing.Writing Domains.Creative Writing.Experimental Writing	21	8
root.writing.Writing Domains.Everyday Writing.Gaming.Video Games	21	8
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	21	8
root.writing.Writing Domains.Functional Writing.Teaching.Lesson Planning	21	8
root.writing.Writing Domains.Literary Writing.Literary Analysis	21	8

Processing: Qwen2.5-32B-Instruct

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.writing.Creative Stages.Conceptualization Stage.Terminology Analysis	3	-12
root.writing.Styles.Classicism	6	-9
root.mathematics.Task Types.Problem Solving.Word Problems	7	-8
root.writing.Writing Domains.Functional Writing.Email Writing	7	-8
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	7	-8
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	8	-7
root.mathematics.Mathematical Subfields.Applied Mathematics.Games	8	-7
root.roleplay.Theme Types.Realistic.Cooking	8	-7
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	8	-7
root.writing.Writing Domains.Functional Writing.Teaching.Language Learning	8	-7
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Novels	9	-6
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory	9	-6
root.mathematics.Task Types.Problem Solving.Creative Problem Solving	9	-6
root.knowledge.Disciplinary Fields.Arts and Culture.Fine Arts	10	-5
root.mathematics.Mathematical Subfields.Analysis.Mathematical Analysis	10	-5
root.mathematics.Mathematical Subfields.Applied Mathematics.Operations Research	10	-5
root.mathematics.Mathematical Subfields.Information Theory	10	-5
root.mathematics.Mathematical Subfields.Mathematical Foundations.Set Theory	10	-5
root.mathematics.Task Types.Logical Reasoning.Puzzle Solving	10	-5
root.roleplay.Style Types.Experimental Style.Eccentric	10	-5
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Parallelism	10	-5
root.writing.Writing Domains.Creative Writing.Symbolic Story Creation	10	-5
root.writing.Writing Domains.Functional Writing.Teaching.Lesson Planning	10	-5
root.coding.Programming Languages.Markup Languages.XML	11	-4
root.coding.Programming Languages.Scripting Languages.Lua	11	-4
root.coding.Programming Languages.Scripting Languages.Perl	11	-4
root.coding.Programming Languages.Scripting Languages.VB	11	-4
root.coding.Task Types.Auxiliary Functions.Fact Recall	11	-4
root.coding.Task Types.Tool Usage.Platform Comparison	11	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Astrophysics	11	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Computer Hardware	11	-4
root.mathematics.Mathematical Subfields.Discrete Mathematics	11	-4
root.mathematics.Mathematical Subfields.Mathematical Foundations	11	-4
root.mathematics.Mathematical Subfields.Mathematical Foundations.Logic	11	-4
root.mathematics.Mathematical Subfields.Number Theory	11	-4
root.mathematics.Mathematical Subfields.Probability and Statistics	11	-4
root.reasoning.Task Types.Theory	11	-4
root.roleplay.Style Types.Experimental Style.Abstract Concepts	11	-4
root.roleplay.Style Types.Serious Style.Historical Drama	11	-4
root.roleplay.Theme Types.Comedy.Light Comedy	11	-4
root.roleplay.Theme Types.Fantasy.Horror	11	-4
root.roleplay.Theme Types.Fantasy.Isekai	11	-4
root.roleplay.Theme Types.Horror.Supernatural Horror	11	-4
root.writing.Styles.Comedic	11	-4
root.writing.Styles.Modernism	11	-4
root.writing.Styles.Romanticism	11	-4
root.writing.Writing Domains.Creative Writing	11	-4
root.writing.Writing Domains.Everyday Writing.Family	11	-4
root.writing.Writing Domains.Everyday Writing.Gaming.Game Localization	11	-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	11	-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	11	-4
root.writing.Writing Domains.Functional Writing.Project Documentation	11	-4
root.writing.Writing Domains.Functional Writing.Teaching.Vocabulary Practice	11	-4
root.writing.Writing Domains.Literary Writing.Narrative Writing	11	-4
root.writing.Writing Domains.Literary Writing.Prose	11	-4
root.writing.Writing Domains.Media Writing.News Reporting	11	-4
root.writing.Writing Domains.Professional Writing.Art	11	-4
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	11	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.General-purpose Languages.C	19	4
root.coding.Programming Languages.General-purpose Languages.Go	19	4
root.coding.Task Types.Data Processing.Database	19	4
root.coding.Task Types.Tool Usage.Version Control	19	4
root.coding.Technical Domains.Artificial Intelligence	19	4
root.coding.Technical Domains.Artificial Intelligence.Natural Language Processing	19	4
root.coding.Technical Domains.Back-end Development.Concurrent Programming	19	4
root.coding.Technical Domains.Back-end Development.Microservices	19	4
root.coding.Technical Domains.Embedded Development.Firmware Development	19	4
root.knowledge.Disciplinary Fields.Applied Sciences.Social Services	19	4
root.knowledge.Disciplinary Fields.Arts and Culture.Performing Arts	19	4
root.mathematics.Mathematical Subfields.Analysis.Fourier Analysis	19	4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory	19	4
root.roleplay.Task Types.Analytical.Evaluation and Feedback	19	4
root.roleplay.Task Types.Educational.General Advice	19	4
root.roleplay.Task Types.Educational.Language Learning	19	4
root.roleplay.Task Types.Interactive.Emotional Interaction	19	4
root.roleplay.Task Types.Simulation.Emotional Simulation	19	4
root.roleplay.Theme Types.Emotional.Erotic	19	4
root.roleplay.Theme Types.Fantasy.Animals	19	4
root.roleplay.Theme Types.Fictional Script	19	4
root.roleplay.Theme Types.Horror.Psychological Thriller	19	4
root.writing.Creative Stages.Optimization Stage.Fact-checking	19	4
root.writing.Styles.Natural	19	4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	19	4
root.writing.Writing Domains.Literary Writing.Literary Analysis	19	4
root.writing.Writing Domains.Media Writing.Copywriting	19	4
root.writing.Writing Domains.Professional Writing.Design Writing	19	4
root.knowledge.Disciplinary Fields.Applied Sciences.Medicine	20	5
root.knowledge.Disciplinary Fields.Natural Sciences.Earth Sciences	20	5
root.knowledge.Task Types.Information Processing.Chart Interpretation	20	5
root.knowledge.Task Types.Information Processing.Data Visualization	20	5
root.reasoning.Application Domains.Biological Reasoning	20	5
root.roleplay.Style Types.Dark Style.Apocalyptic	20	5
root.roleplay.Task Types.Analytical.Social Issues	20	5
root.roleplay.Task Types.Simulation.Gameplay	20	5
root.roleplay.Theme Types.Emotional	20	5
root.writing.Creative Stages.Post-processing Stage.Bias Analysis	20	5
root.writing.Creative Stages.Post-processing Stage.Content Classification	20	5
root.writing.Creative Stages.Post-processing Stage.Text Interpretation	20	5
root.writing.Styles.Steampunk	20	5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing	20	5
root.writing.Writing Domains.Functional Writing.User Manuals	20	5
root.writing.Writing Domains.Media Writing.Web Content	20	5
root.writing.Writing Domains.Professional Writing.Academic	20	5
root.writing.Writing Domains.Professional Writing.Natural Sciences	20	5
root.writing.Writing Domains.Professional Writing.Reports	20	5
root.coding.Technical Domains.Artificial Intelligence.Reinforcement Learning	21	6
root.reasoning.Task Types.Problem Solving.Experimental	21	6
root.roleplay.Style Types.Experimental Style.Formal	21	6
root.roleplay.Task Types.Simulation.Psychological Simulation	21	6
root.roleplay.Theme Types.Emotional.Emotional Support	21	6
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Proposal Writing	21	6

Processing: Qwen2.5-72B-Instruct

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Immigration Application	2	-10
root.reasoning.Reasoning Methods.Logical Reasoning.Deductive Reasoning	3	-9
root.reasoning.Task Types.Puzzle Solving	3	-9
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing	3	-9
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Scholarship	3	-9
root.knowledge.Task Types.Auxiliary Support.Simplified Explanation	5	-7
root.writing.Writing Domains.Functional Writing.Argumentative Writing	5	-7
root.writing.Writing Domains.Functional Writing.Resume Writing	5	-7
root.writing.Writing Domains.Functional Writing.Workplace Writing	5	-7
root.writing.Writing Domains.Media Writing.News Reporting	5	-7
root.coding.Programming Languages.Scripting Languages.PHP	6	-6
root.writing.Writing Domains.Functional Writing.Email Writing	6	-6
root.writing.Writing Domains.Functional Writing.Recommendation Letters	6	-6
root.writing.Writing Domains.Literary Writing.Biography Writing	6	-6
root.knowledge.Disciplinary Fields.Natural Sciences.Astronomy	7	-5
root.knowledge.Task Types.Auxiliary Support.Citation Support	7	-5
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra	7	-5
root.reasoning.Reasoning Methods.Causal Reasoning.Bayesian Reasoning	7	-5
root.reasoning.Reasoning Methods.Logical Reasoning.Basic Counting Reasoning	7	-5
root.writing.Creative Stages.Optimization Stage.Localization	7	-5
root.writing.Creative Stages.Post-processing Stage.Content Classification	7	-5
root.writing.Creative Stages.Writing Stage.Tag Design	7	-5
root.writing.Writing Domains.Functional Writing.Formal Communication	7	-5
root.writing.Writing Domains.Media Writing.Web Content	7	-5
root.reasoning.Application Domains.Mathematical Reasoning	8	-4
root.reasoning.Thinking Modes.Creative.Concept Reorganization	8	-4
root.roleplay.Theme Types.Action-Adventure.Spy	8	-4
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Simile	8	-4
root.writing.Styles.Natural	8	-4
root.writing.Writing Domains.Everyday Writing.Society	8	-4
root.writing.Writing Domains.Everyday Writing.Sports	8	-4
root.writing.Writing Domains.Functional Writing.Speech Writing	8	-4
root.writing.Writing Domains.Media Writing.Copywriting	8	-4
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	8	-4
root.writing.Writing Domains.Professional Writing.Sports	8	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Technical Domains.Embedded Development.Hardware Technology	16	4
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Novels	16	4
root.knowledge.Disciplinary Fields.Natural Sciences.Chemistry	16	4
root.mathematics.Mathematical Subfields.Applied Mathematics.Games	16	4
root.reasoning.Application Domains.Legal Reasoning	16	4
root.reasoning.Reasoning Methods.Causal Reasoning.Direct Causal Chain	16	4
root.reasoning.Reasoning Methods.Spatial Reasoning.Topological Relationships	16	4
root.roleplay.Style Types.Experimental Style.Eccentric	16	4
root.roleplay.Task Types.Analytical.Comparative Analysis	16	4
root.roleplay.Task Types.Analytical.Social Issues	16	4
root.roleplay.Task Types.Educational.Concept Explanation	16	4
root.roleplay.Task Types.Simulation.Life Scenario	16	4
root.roleplay.Task Types.Simulation.Military Simulation	16	4
root.roleplay.Theme Types.Action-Adventure.Travel	16	4
root.roleplay.Theme Types.Fantasy.Magic	16	4
root.roleplay.Theme Types.Horror.Psychological Thriller	16	4
root.roleplay.Theme Types.Realistic.Real World	16	4
root.roleplay.Theme Types.Realistic.Urban	16	4
root.writing.Creative Stages.Post-processing Stage.Bias Analysis	16	4
root.writing.Styles.Exaggerated	16	4
root.writing.Styles.Plain	16	4
root.writing.Styles.Postmodernism	16	4
root.writing.Writing Domains.Creative Writing.Creative Fragment Writing	16	4
root.writing.Writing Domains.Everyday Writing.Exams	16	4
root.writing.Writing Domains.Everyday Writing.Personal Leisure Writing	16	4
root.writing.Writing Domains.Functional Writing.Meeting Minutes	16	4
root.writing.Writing Domains.Functional Writing.Naming or Branding	16	4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	16	4
root.writing.Writing Domains.Functional Writing.Structured Response Writing	16	4
root.writing.Writing Domains.Functional Writing.Teaching.Lesson Planning	16	4
root.writing.Writing Domains.Literary Writing.Inspirational	16	4
root.writing.Writing Domains.Literary Writing.Quotation Creation	16	4
root.writing.Writing Domains.Professional Writing.Art	16	4
root.writing.Writing Domains.Professional Writing.Music.Songwriting	16	4
root.coding.Programming Languages.Scripting Languages.VB	17	5
root.knowledge.Disciplinary Fields.Arts and Culture.Crafts	17	5
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cloud Computing	17	5
root.mathematics.Mathematical Subfields.Mathematical Foundations.Logic	17	5
root.roleplay.Task Types.Analytical.Evaluation and Feedback	17	5
root.roleplay.Task Types.Educational.Academic Guidance	17	5
root.roleplay.Task Types.Interactive.Q&A	17	5
root.roleplay.Theme Types.Action-Adventure.War	17	5
root.roleplay.Theme Types.Emotional.Sensitive	17	5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	17	5
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	17	5
root.writing.Writing Domains.Functional Writing.Teaching.Tutorial Creation	17	5
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	17	5
root.writing.Writing Domains.Literary Writing.Literary Studies	17	5
root.roleplay.Task Types.Interactive.Multiplayer	18	6
root.writing.Writing Domains.Everyday Writing.Family	18	6
root.writing.Writing Domains.Everyday Writing.Pets	18	6
root.coding.Technical Domains.Game Development.Player Mechanics	19	7
root.knowledge.Disciplinary Fields.Natural Sciences.Mathematics	19	7
root.roleplay.Task Types.Simulation.Business Decision	19	7
root.roleplay.Theme Types.Sensory Simulation	19	7
root.writing.Writing Domains.Everyday Writing.Entertainment.Tongue Twisters	19	7
root.writing.Writing Domains.Everyday Writing.Gaming.Puzzle Solving	19	7
root.writing.Writing Domains.Everyday Writing.Teaching	19	7
root.writing.Writing Domains.Functional Writing.Teaching	19	7
root.writing.Writing Domains.Functional Writing.Teaching.Language Learning	19	7
root.writing.Writing Domains.Professional Writing.Finance	19	7
root.roleplay.Theme Types.Fantasy.Time Travel	20	8
root.roleplay.Task Types.Analytical.Analytical Methods	21	9
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	21	9
root.writing.Writing Domains.Functional Writing.Teaching.Vocabulary Practice	21	9

Processing: Qwen2.5-7B-Instruct

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.writing.Writing Domains.Media Writing.News Reporting	7	-10
root.mathematics.Task Types.Visualization.Function Graphing	8	-9
root.writing.Creative Stages.Post-processing Stage.Text Interpretation	10	-7
root.writing.Writing Domains.Creative Writing.Experimental Writing	10	-7
root.mathematics.Mathematical Subfields.Mathematical Foundations.Category Theory	11	-6
root.reasoning.Task Types.Evaluation and Feedback	11	-6
root.roleplay.Style Types.Experimental Style.Freeform	11	-6
root.roleplay.Task Types.Educational.General Advice	11	-6
root.roleplay.Theme Types.Emotional.Erotic	11	-6
root.roleplay.Theme Types.Emotional.Sensitive	11	-6
root.writing.Styles.Plain	11	-6
root.writing.Writing Domains.Everyday Writing.Sports	11	-6
root.writing.Writing Domains.Functional Writing.Email Writing	11	-6
root.writing.Writing Domains.Functional Writing.Speech Writing	11	-6
root.writing.Writing Domains.Literary Writing.Fiction.Mystery	11	-6
root.writing.Writing Domains.Professional Writing.Sports	11	-6
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra	12	-5
root.reasoning.Application Domains.Legal Reasoning	12	-5
root.reasoning.Thinking Modes.Creative.Concept Reorganization	12	-5
root.roleplay.Style Types.Dark Style.Gothic	12	-5
root.roleplay.Task Types.Analytical.Culture	12	-5
root.roleplay.Task Types.Analytical.Social Issues	12	-5
root.roleplay.Task Types.Educational.Academic Guidance	12	-5
root.roleplay.Task Types.Educational.Concept Explanation	12	-5
root.roleplay.Task Types.Educational.Language Learning	12	-5
root.roleplay.Theme Types.Fantasy.Gothic	12	-5
root.writing.Creative Stages.Optimization Stage.Unit Conversion	12	-5
root.writing.Creative Stages.Post-processing Stage.Entity Extraction	12	-5
root.writing.Styles.Exaggerated	12	-5
root.writing.Writing Domains.Everyday Writing.Emotions	12	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	12	-5
root.writing.Writing Domains.Functional Writing.Structured Response Writing	12	-5
root.writing.Writing Domains.Media Writing.Advertising and Marketing	12	-5
root.writing.Writing Domains.Professional Writing.Finance	12	-5
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	13	-4
root.coding.Programming Languages.General-purpose Languages.C	13	-4
root.coding.Technical Domains.Data Science.Model Creation	13	-4
root.knowledge.Disciplinary Fields.Applied Sciences.Education	13	-4
root.knowledge.Disciplinary Fields.Natural Sciences.Mathematics	13	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Computer Systems	13	-4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory	13	-4
root.reasoning.Reasoning Methods.Causal Reasoning.Bayesian Reasoning	13	-4
root.reasoning.Reasoning Methods.Causal Reasoning.Direct Causal Chain	13	-4
root.roleplay.Style Types.Dark Style.Apocalyptic	13	-4
root.roleplay.Style Types.Experimental Style.Abstract Concepts	13	-4
root.roleplay.Style Types.Serious Style.Historical Drama	13	-4
root.roleplay.Task Types.Analytical.Political Conspiracy	13	-4
root.roleplay.Task Types.Educational.Skill Training	13	-4
root.roleplay.Theme Types.Fantasy.Isekai	13	-4
root.roleplay.Theme Types.Realistic.Art	13	-4
root.roleplay.Theme Types.Realistic.Family	13	-4
root.roleplay.Theme Types.Sensory Simulation	13	-4
root.writing.Styles.Comedic	13	-4
root.writing.Styles.Natural	13	-4
root.writing.Styles.Realism	13	-4
root.writing.Styles.Steampunk	13	-4
root.writing.Writing Domains.Everyday Writing.Interpersonal Communication	13	-4
root.writing.Writing Domains.Functional Writing.Formal Communication	13	-4
root.writing.Writing Domains.Functional Writing.Note Writing	13	-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	13	-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	13	-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Immigration Application	13	-4
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	13	-4
root.writing.Writing Domains.Functional Writing.User Manuals	13	-4
root.writing.Writing Domains.Literary Writing.Biography Writing	13	-4
root.writing.Writing Domains.Literary Writing.Drama	13	-4
root.writing.Writing Domains.Literary Writing.Literary Studies	13	-4
root.writing.Writing Domains.Literary Writing.Scriptwriting	13	-4
root.writing.Writing Domains.Professional Writing.Education	13	-4
root.writing.Writing Domains.Professional Writing.Linguistics	13	-4
root.writing.Writing Domains.Professional Writing.Music.Songwriting	13	-4
root.writing.Writing Domains.Professional Writing.Politics	13	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Data Languages.SQL	21	4
root.coding.Programming Languages.General-purpose Languages.TypeScript	21	4
root.coding.Technical Domains.Back-end Development.Database Integration	21	4
root.knowledge.Disciplinary Fields.Applied Sciences.Transportation and Travel	21	4
root.knowledge.Disciplinary Fields.Arts and Culture.Design	21	4
root.knowledge.Disciplinary Fields.Arts and Culture.Fine Arts	21	4
root.knowledge.Disciplinary Fields.Natural Sciences.Chemistry	21	4
root.mathematics.Mathematical Subfields.Algebra.Boolean Algebra	21	4
root.roleplay.Style Types.Experimental Style.Cross-Media	21	4
root.roleplay.Task Types.Interactive.Interactive Text Game	21	4
root.roleplay.Task Types.Simulation.Military Simulation	21	4
root.writing.Creative Stages.Post-processing Stage.Content Classification	21	4
root.writing.Writing Domains.Functional Writing.Naming or Branding	21	4
root.writing.Writing Domains.Literary Writing.Inspirational	21	4
root.writing.Writing Domains.Literary Writing.Literature	21	4

Processing: Qwen3-32B

Nodes with significantly better ranking than root:

No nodes found with significantly better ranking.

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Markup Languages.XML	6	4
root.coding.Task Types.Auxiliary Functions.Self-Assessment	6	4
root.coding.Task Types.Tool Usage.IDE Configuration	6	4
root.coding.Technical Domains.Artificial Intelligence	6	4
root.coding.Technical Domains.Artificial Intelligence.Natural Language Processing	6	4
root.knowledge	6	4
root.knowledge.Cognitive Levels	6	4
root.knowledge.Cognitive Levels.Applied Analysis	6	4
root.knowledge.Cognitive Levels.Basic Cognition.Fact Recall	6	4
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Hypotheses	6	4
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Risk Assessment	6	4
root.knowledge.Disciplinary Fields	6	4
root.knowledge.Disciplinary Fields.Applied Sciences.Social Services	6	4
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Essays	6	4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Religious Studies	6	4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Zoology	6	4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science	6	4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Computer Software	6	4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Computer Hardware	6	4
root.knowledge.Task Types	6	4
root.knowledge.Task Types.Auxiliary Support	6	4
root.knowledge.Task Types.Content Production	6	4
root.knowledge.Task Types.Content Production.Content Generation	6	4
root.knowledge.Task Types.Information Processing.Data Visualization	6	4
root.knowledge.Task Types.Practical Application.Scenario Analysis	6	4
root.mathematics.Mathematical Subfields.Applied Mathematics.Signals	6	4
root.mathematics.Mathematical Subfields.Geometry.Differential Geometry	6	4
root.reasoning	6	4
root.reasoning.Application Domains	6	4
root.reasoning.Application Domains.Mathematical Reasoning	6	4
root.reasoning.Application Domains.Psychological Reasoning	6	4
root.reasoning.Reasoning Methods	6	4
root.reasoning.Reasoning Methods.Analytical Reasoning	6	4
root.reasoning.Reasoning Methods.Causal Reasoning.Direct Causal Chain	6	4
root.reasoning.Reasoning Methods.Critical Reasoning	6	4
root.reasoning.Reasoning Methods.Emotional Reasoning	6	4
root.reasoning.Reasoning Methods.Logical Reasoning	6	4
root.reasoning.Reasoning Methods.Speculative Reasoning	6	4
root.reasoning.Task Types	6	4
root.reasoning.Task Types.Design	6	4
root.reasoning.Task Types.Reasoning	6	4
root.reasoning.Thinking Modes	6	4
root.reasoning.Thinking Modes.Analytical.System Deconstruction	6	4
root.reasoning.Thinking Modes.Analytical.Text Analysis	6	4
root.roleplay.Style Types.Dark Style	6	4
root.roleplay.Style Types.Experimental Style.Abstract Concepts	6	4
root.roleplay.Task Types.Analytical	6	4
root.roleplay.Task Types.Analytical.Comparative Analysis	6	4
root.roleplay.Task Types.Analytical.Scenario Analysis	6	4
root.roleplay.Task Types.Analytical.Social Issues	6	4
root.roleplay.Task Types.Educational	6	4
root.roleplay.Task Types.Educational.General Advice	6	4
root.roleplay.Task Types.Interactive.Scenario Interaction	6	4
root.roleplay.Task Types.Simulation.Behavioral Simulation	6	4
root.roleplay.Theme Types.Emotional.Erotic	6	4
root.roleplay.Theme Types.Realistic.Work	6	4
root.writing.Creative Stages.Writing Stage.Title Design	6	4
root.writing.Styles.Formal	6	4
root.writing.Styles.Plain	6	4
root.writing.Styles.Realism	6	4
root.writing.Writing Domains.Creative Writing.Scenario Writing	6	4
root.writing.Writing Domains.Everyday Writing.Personal Reflection	6	4
root.writing.Writing Domains.Functional Writing.Greeting Card Writing	6	4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	6	4
root.writing.Writing Domains.Functional Writing.Professional Planning	6	4
root.writing.Writing Domains.Literary Writing.Parody Creation	6	4
root.writing.Writing Domains.Media Writing.Web Content	6	4
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	6	4
root.coding.Programming Languages.General-purpose Languages.C#	7	5
root.coding.Programming Languages.General-purpose Languages.TypeScript	7	5
root.coding.Programming Languages.Markup Languages.YAML	7	5
root.coding.Programming Languages.Scripting Languages.Lua	7	5
root.coding.Task Types.Tool Usage.Platform Comparison	7	5
root.coding.Technical Domains.Artificial Intelligence.Computer Vision	7	5
root.knowledge.Disciplinary Fields.Applied Sciences	7	5
root.knowledge.Disciplinary Fields.Applied Sciences.Sports	7	5
root.knowledge.Disciplinary Fields.Arts and Culture.Crafts	7	5
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Ballistics	7	5
root.knowledge.Disciplinary Fields.Technical Engineering	7	5
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Audio Technology	7	5
root.knowledge.Task Types.Auxiliary Support.Operational Guidance	7	5
root.reasoning.Reasoning Methods.Classification Reasoning	7	5
root.reasoning.Reasoning Methods.Explanatory Reasoning	7	5
root.reasoning.Task Types.Evaluation	7	5
root.reasoning.Task Types.Problem Solving	7	5
root.reasoning.Task Types.Problem Solving.Creative	7	5
root.reasoning.Task Types.Situational Analysis	7	5
root.reasoning.Thinking Modes.Analytical	7	5
root.reasoning.Thinking Modes.Creative	7	5
root.roleplay.Style Types.Relaxed	7	5
root.roleplay.Task Types.Analytical.Decision Support	7	5
root.roleplay.Task Types.Interactive.Interactive Text Game	7	5
root.roleplay.Task Types.Simulation.Gameplay	7	5
root.roleplay.Task Types.Simulation.Realistic Adventure	7	5
root.roleplay.Task Types.Simulation.Task Simulation	7	5
root.roleplay.Theme Types.Emotional	7	5
root.roleplay.Theme Types.Emotional.Emotional Support	7	5
root.roleplay.Theme Types.Emotional.Sensitive	7	5
root.roleplay.Theme Types.Fantasy.Isekai	7	5
root.roleplay.Theme Types.Realistic.Modern	7	5
root.roleplay.Theme Types.Realistic.Sports	7	5
root.writing.Creative Stages.Writing Stage.Analogical Creation	7	5
root.writing.Creative Stages.Writing Stage.Case Study	7	5
root.writing.Styles.Natural	7	5
root.writing.Styles.Rigorous	7	5
root.writing.Writing Domains.Creative Writing.Fan Creation	7	5
root.writing.Writing Domains.Everyday Writing.Entertainment.Horoscopes	7	5
root.writing.Writing Domains.Everyday Writing.Gaming.Puzzle Solving	7	5
root.writing.Writing Domains.Everyday Writing.Personal Leisure Writing	7	5
root.writing.Writing Domains.Functional Writing.Official Document Writing	7	5
root.writing.Writing Domains.Literary Writing.Literary Studies	7	5
root.writing.Writing Domains.Literary Writing.Poetry	7	5
root.writing.Writing Domains.Media Writing.Blog Posts	7	5
root.writing.Writing Domains.Media Writing.Review Writing	7	5
root.writing.Writing Domains.Professional Writing.Art	7	5
root.writing.Writing Domains.Professional Writing.Culture	7	5
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Ethical Reasoning	8	6
root.knowledge.Disciplinary Fields.Applied Sciences.Education	8	6
root.knowledge.Disciplinary Fields.Arts and Culture.Design	8	6
root.knowledge.Disciplinary Fields.Arts and Culture.Entertainment	8	6
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Philosophy	8	6
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cybersecurity	8	6
root.knowledge.Task Types.Practical Application	8	6
root.reasoning.Reasoning Methods.Causal Reasoning.Multi-factor Attribution	8	6
root.reasoning.Reasoning Methods.Comparative Reasoning	8	6
root.reasoning.Task Types.Puzzle Solving	8	6
root.reasoning.Thinking Modes.Creative.Conceptual Thinking	8	6
root.reasoning.Thinking Modes.Critical	8	6
root.roleplay.Style Types.Serious Style.Professional Guidance	8	6
root.roleplay.Task Types.Analytical.Character Analysis	8	6
root.roleplay.Task Types.Analytical.Social and Political Issues	8	6
root.roleplay.Task Types.Creative.Character Design	8	6
root.roleplay.Task Types.Creative.Worldbuilding	8	6
root.roleplay.Task Types.Educational.Ethical Discussion	8	6
root.roleplay.Task Types.Interactive.Social Interaction	8	6
root.roleplay.Theme Types.Action-Adventure.Travel	8	6
root.roleplay.Theme Types.Realistic.Nature	8	6
root.roleplay.Theme Types.Thought.Religion	8	6
root.writing.Styles.Melancholic	8	6
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	8	6
root.writing.Writing Domains.Functional Writing.Project Planning	8	6
root.writing.Writing Domains.Functional Writing.Workplace Writing	8	6
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	8	6
root.writing.Writing Domains.Literary Writing.Literary Analysis	8	6
root.writing.Writing Domains.Literary Writing.Quotation Creation	8	6
root.writing.Writing Domains.Professional Writing.Music.Songwriting	8	6
root.knowledge.Cognitive Levels.Basic Cognition	9	7
root.knowledge.Disciplinary Fields.Applied Sciences.Business Technology	9	7
root.knowledge.Disciplinary Fields.Arts and Culture	9	7
root.knowledge.Disciplinary Fields.Arts and Culture.Literature	9	7
root.knowledge.Disciplinary Fields.Natural Sciences.Biology	9	7
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Microbiology	9	7
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Electronics	9	7
root.knowledge.Task Types.Practical Application.Applied Skills Training	9	7
root.knowledge.Task Types.Practical Application.Real-world	9	7
root.mathematics.Mathematical Subfields.Mathematical Foundations.Logic	9	7
root.reasoning.Application Domains.Negotiation	9	7
root.reasoning.Application Domains.Social Reasoning	9	7
root.reasoning.Reasoning Methods.Logical Reasoning.Deductive Reasoning	9	7
root.reasoning.Reasoning Methods.Logical Reasoning.Symbolic Reasoning	9	7
root.reasoning.Thinking Modes.Creative.Divergent Association	9	7
root.roleplay.Task Types.Analytical.Character Development	9	7
root.roleplay.Task Types.Analytical.Culture	9	7
root.roleplay.Task Types.Educational.Skill Training	9	7
root.roleplay.Task Types.Simulation.Life Scenario	9	7
root.roleplay.Theme Types.Action-Adventure.War	9	7
root.roleplay.Theme Types.Realistic.Technology	9	7
root.writing.Creative Stages.Optimization Stage.Unit Conversion	9	7
root.writing.Writing Domains.Functional Writing.Informative Writing	9	7
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	9	7
root.knowledge.Disciplinary Fields.Applied Sciences.Health Sciences	10	8
root.knowledge.Disciplinary Fields.Applied Sciences.Real Estate	10	8
root.knowledge.Disciplinary Fields.Arts and Culture.Culinary Arts	10	8
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Novels	10	8
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Poetry	10	8
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Physiology	10	8
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Human-Computer Interaction	10	8
root.knowledge.Disciplinary Fields.Technical Engineering.Mechanical Engineering	10	8
root.knowledge.Task Types.Information Processing.Text Processing	10	8
root.reasoning.Application Domains.Biological Reasoning	10	8
root.reasoning.Reasoning Methods.Analogical Reasoning	10	8
root.reasoning.Task Types.Theory	10	8
root.reasoning.Thinking Modes.Creative.Concept Reorganization	10	8
root.roleplay.Style Types.Dark Style.Gothic	10	8
root.roleplay.Style Types.Healing Style	10	8
root.roleplay.Task Types.Analytical.Cross-Analysis	10	8
root.roleplay.Task Types.Analytical.Historical Events	10	8
root.roleplay.Task Types.Interactive.Multiplayer	10	8
root.roleplay.Task Types.Simulation.Business Decision	10	8
root.roleplay.Theme Types.Fantasy.Gothic	10	8
root.roleplay.Theme Types.Fantasy.Time Travel	10	8
root.roleplay.Theme Types.Realistic.Cooking	10	8
root.writing.Writing Domains.Professional Writing.Linguistics	10	8
root.knowledge.Cognitive Levels.Basic Cognition.Conceptual Understanding	11	9
root.knowledge.Disciplinary Fields.Applied Sciences.Architecture	11	9
root.reasoning.Task Types.Conceptual Understanding	11	9
root.writing.Writing Domains.Creative Writing.Creative Fragment Writing	11	9
root.writing.Writing Domains.Everyday Writing.Exams	11	9
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	11	9
root.writing.Writing Domains.Functional Writing.User Manuals	11	9
root.writing.Writing Domains.Literary Writing.Biography Writing	11	9
root.reasoning.Application Domains.Philosophical Reasoning	12	10
root.reasoning.Reasoning Methods.Logical Reasoning.Basic Counting Reasoning	12	10
root.roleplay.Theme Types.Realistic.Legal	12	10
root.writing.Writing Domains.Functional Writing.Argumentative Writing	12	10
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	12	10
root.writing.Writing Domains.Functional Writing.Recommendation Letters	12	10
root.knowledge.Disciplinary Fields.Arts and Culture.Performing Arts	13	11
root.knowledge.Task Types.Practical Application.Practice Exercises	13	11
root.writing.Styles.Modernism	15	13
root.writing.Writing Domains.Functional Writing.Email Writing	19	17

Processing: Qwen3-8B

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.knowledge.Disciplinary Fields.Applied Sciences.Education	1	-7
root.mathematics.Mathematical Subfields.Algebra	1	-7
root.mathematics.Mathematical Subfields.Algebra.Boolean Algebra	1	-7
root.mathematics.Mathematical Subfields.Algebra.Group Theory	1	-7
root.mathematics.Mathematical Subfields.Analysis.Algebra	1	-7
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory	1	-7
root.mathematics.Mathematical Subfields.Mathematical Foundations.Set Theory	1	-7
root.mathematics.Mathematical Subfields.Number Theory	1	-7
root.mathematics.Mathematical Subfields.Probability and Statistics	1	-7
root.mathematics.Task Types.Problem Solving.Word Problems	1	-7
root.reasoning.Reasoning Methods.Causal Reasoning.Direct Causal Chain	1	-7
root.reasoning.Reasoning Methods.Spatial Reasoning	1	-7
root.reasoning.Reasoning Methods.Spatial Reasoning.Geometric Relationships	1	-7
root.reasoning.Thinking Modes.Analytical.Pattern Recognition	1	-7
root.roleplay.Style Types.Experimental Style.Glitch Art	1	-7
root.roleplay.Style Types.Relaxed	1	-7
root.roleplay.Task Types.Educational.Ethical Discussion	1	-7
root.roleplay.Theme Types.Thought.Philosophy	1	-7
root.writing.Creative Stages.Optimization Stage.Proofreading	1	-7
root.writing.Creative Stages.Optimization Stage.Unit Conversion	1	-7
root.writing.Writing Domains.Functional Writing.Email Writing	1	-7
root.writing.Writing Domains.Functional Writing.Official Document Writing.Email	1	-7
root.writing.Writing Domains.Functional Writing.Workplace Writing	1	-7
root.writing.Writing Domains.Professional Writing.Education	1	-7
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	2	-6
root.knowledge.Disciplinary Fields.Natural Sciences.Mathematics	2	-6
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Computer Hardware	2	-6
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra	2	-6
root.mathematics.Mathematical Subfields.Algebra.Algebraic Geometry	2	-6
root.mathematics.Mathematical Subfields.Algebra.Linear Algebra	2	-6
root.mathematics.Mathematical Subfields.Analysis	2	-6
root.mathematics.Mathematical Subfields.Analysis.Calculus	2	-6
root.mathematics.Mathematical Subfields.Analysis.Real Analysis	2	-6
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	2	-6
root.mathematics.Mathematical Subfields.Applied Mathematics.Signals	2	-6
root.mathematics.Mathematical Subfields.Discrete Mathematics	2	-6
root.mathematics.Mathematical Subfields.Discrete Mathematics.Combinatorics	2	-6
root.mathematics.Mathematical Subfields.Geometry.Crystallography	2	-6
root.mathematics.Mathematical Subfields.Geometry.Differential Geometry	2	-6
root.mathematics.Mathematical Subfields.Geometry.Topology	2	-6
root.mathematics.Mathematical Subfields.Mathematical Foundations	2	-6
root.mathematics.Mathematical Subfields.Mathematical Foundations.Arithmetic	2	-6
root.mathematics.Mathematical Subfields.Mathematical Foundations.Number Systems	2	-6
root.mathematics.Task Types.Computation	2	-6
root.mathematics.Task Types.Logical Reasoning.Critical Review	2	-6
root.mathematics.Task Types.Problem Solving.Creative Problem Solving	2	-6
root.mathematics.Task Types.Problem Solving.Scenario Analysis	2	-6
root.mathematics.Task Types.Visualization.Geometric Drawing	2	-6
root.reasoning.Reasoning Methods.Logical Reasoning	2	-6
root.reasoning.Reasoning Methods.Logical Reasoning.Basic Counting Reasoning	2	-6
root.reasoning.Reasoning Methods.Logical Reasoning.Deductive Reasoning	2	-6
root.reasoning.Reasoning Methods.Logical Reasoning.Symbolic Reasoning	2	-6
root.reasoning.Reasoning Methods.Spatial Reasoning.Topological Relationships	2	-6
root.reasoning.Task Types.Puzzle Solving	2	-6
root.reasoning.Thinking Modes.Creative.Creative Exploration	2	-6
root.roleplay.Task Types.Analytical.Interpretation and Symbolic Analysis	2	-6
root.roleplay.Task Types.Interactive.Emotional Interaction	2	-6
root.roleplay.Task Types.Interactive.Social Interaction	2	-6
root.roleplay.Task Types.Simulation.Realistic Adventure	2	-6
root.roleplay.Theme Types.Action-Adventure.Military	2	-6
root.roleplay.Theme Types.Realistic.Legal	2	-6
root.roleplay.Theme Types.Realistic.Military	2	-6
root.writing.Creative Stages.Conceptualization Stage.Material Collection	2	-6
root.writing.Writing Domains.Everyday Writing.Entertainment.Horoscopes	2	-6
root.writing.Writing Domains.Functional Writing.Resume Writing	2	-6
root.writing.Writing Domains.Professional Writing.Business	2	-6
root.writing.Writing Domains.Professional Writing.Design Writing	2	-6
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering	3	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Communications	3	-5
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Telecommunications	3	-5
root.mathematics	3	-5
root.mathematics.Mathematical Subfields	3	-5
root.mathematics.Mathematical Subfields.Analysis.Complex Analysis	3	-5
root.mathematics.Mathematical Subfields.Analysis.Fourier Analysis	3	-5
root.mathematics.Mathematical Subfields.Analysis.Limits	3	-5
root.mathematics.Mathematical Subfields.Applied Mathematics	3	-5
root.mathematics.Mathematical Subfields.Applied Mathematics.Games	3	-5
root.mathematics.Mathematical Subfields.Applied Mathematics.Operations Research	3	-5
root.mathematics.Mathematical Subfields.Applied Mathematics.Physics	3	-5
root.mathematics.Mathematical Subfields.Computational Mathematics	3	-5
root.mathematics.Mathematical Subfields.Geometry	3	-5
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry	3	-5
root.mathematics.Mathematical Subfields.Mathematical Foundations.History of Mathematics	3	-5
root.mathematics.Task Types	3	-5
root.mathematics.Task Types.Conceptual Understanding	3	-5
root.mathematics.Task Types.Logical Reasoning	3	-5
root.mathematics.Task Types.Logical Reasoning.Theoretical Derivation	3	-5
root.mathematics.Task Types.Problem Solving	3	-5
root.mathematics.Task Types.Problem Solving.Modeling	3	-5
root.mathematics.Task Types.Problem Solving.Practical Application	3	-5
root.mathematics.Task Types.Visualization.Data Visualization	3	-5
root.reasoning.Application Domains.Organization	3	-5
root.roleplay.Style Types.Experimental Style.Formal	3	-5
root.roleplay.Task Types.Analytical.Culture	3	-5
root.roleplay.Task Types.Analytical.Social Issues	3	-5
root.roleplay.Task Types.Educational.General Advice	3	-5
root.roleplay.Task Types.Interactive.Interactive Text Game	3	-5
root.roleplay.Task Types.Simulation.Emotional Simulation	3	-5
root.roleplay.Task Types.Simulation.Military Simulation	3	-5
root.roleplay.Task Types.Simulation.Task Simulation	3	-5
root.roleplay.Theme Types.Comedy.Surreal Comedy	3	-5
root.roleplay.Theme Types.Realistic.Cooking	3	-5
root.roleplay.Theme Types.Realistic.History	3	-5
root.writing.Creative Stages.Post-processing Stage.Text Summarization	3	-5
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Pun	3	-5
root.writing.Styles.Comedic	3	-5
root.writing.Styles.Steampunk	3	-5
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	3	-5
root.writing.Writing Domains.Everyday Writing.Family	3	-5
root.writing.Writing Domains.Functional Writing.Argumentative Writing	3	-5
root.writing.Writing Domains.Functional Writing.Informative Writing	3	-5
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	3	-5
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction	3	-5
root.writing.Writing Domains.Literary Writing.Inspirational	3	-5
root.writing.Writing Domains.Media Writing.Video Scripts	3	-5
root.writing.Writing Domains.Professional Writing.Music.Songwriting	3	-5
root.writing.Writing Domains.Professional Writing.Reports	3	-5
root.writing.Writing Domains.Professional Writing.Technology	3	-5
root.coding.Programming Languages.General-purpose Languages.Java	4	-4
root.coding.Programming Languages.Scripting Languages.VB	4	-4
root.coding.Technical Domains.Artificial Intelligence.Reinforcement Learning	4	-4
root.coding.Technical Domains.Systems Programming.Cryptographic Programming	4	-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Philosophy	4	-4
root.mathematics.Mathematical Subfields.Analysis.Functional Analysis	4	-4
root.mathematics.Mathematical Subfields.Analysis.Mathematical Analysis	4	-4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory	4	-4
root.mathematics.Mathematical Subfields.Information Theory	4	-4
root.mathematics.Mathematical Subfields.Mathematical Foundations.Category Theory	4	-4
root.mathematics.Task Types.Logical Reasoning.Logical Deduction	4	-4
root.mathematics.Task Types.Logical Reasoning.Puzzle Solving	4	-4
root.mathematics.Task Types.Visualization	4	-4
root.reasoning.Application Domains.Mathematical Reasoning	4	-4
root.reasoning.Application Domains.Strategic Planning	4	-4
root.reasoning.Reasoning Methods.Analogical Reasoning	4	-4
root.reasoning.Reasoning Methods.Logical Reasoning.Inductive Reasoning	4	-4
root.reasoning.Task Types.Evaluation and Feedback	4	-4
root.reasoning.Thinking Modes.Creative.Conceptual Thinking	4	-4
root.reasoning.Thinking Modes.Strategic	4	-4
root.roleplay.Style Types.Serious Style.Thriller	4	-4
root.roleplay.Task Types.Educational.Academic Guidance	4	-4
root.roleplay.Theme Types.Action-Adventure.Crime	4	-4
root.roleplay.Theme Types.Action-Adventure.Survival	4	-4
root.roleplay.Theme Types.Action-Adventure.War	4	-4
root.roleplay.Theme Types.Horror.Crime	4	-4
root.roleplay.Theme Types.Sensory Simulation	4	-4
root.writing.Creative Stages.Conceptualization Stage.Terminology Analysis	4	-4
root.writing.Creative Stages.Optimization Stage.Grammar Check	4	-4
root.writing.Styles.Classicism	4	-4
root.writing.Writing Domains.Creative Writing.Symbolic Story Creation	4	-4
root.writing.Writing Domains.Everyday Writing.Pets	4	-4
root.writing.Writing Domains.Functional Writing.Formal Communication	4	-4
root.writing.Writing Domains.Functional Writing.Meeting Minutes	4	-4
root.writing.Writing Domains.Literary Writing.Descriptive Writing	4	-4
root.writing.Writing Domains.Literary Writing.Fiction.Mystery	4	-4
root.writing.Writing Domains.Media Writing.News Reporting	4	-4
root.writing.Writing Domains.Professional Writing.Politics	4	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Assembly Language	12	4
root.knowledge.Cognitive Levels.Basic Cognition	12	4
root.knowledge.Cognitive Levels.Basic Cognition.Conceptual Understanding	12	4
root.knowledge.Disciplinary Fields.Arts and Culture.Culinary Arts	12	4
root.knowledge.Disciplinary Fields.Arts and Culture.Performing Arts	12	4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Current Affairs	12	4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Politics	12	4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Zoology	12	4
root.knowledge.Disciplinary Fields.Natural Sciences.Chemistry	12	4
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Astrophysics	12	4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Audio Technology	12	4
root.knowledge.Task Types.Auxiliary Support	12	4
root.reasoning.Application Domains.Ethical Reasoning	12	4
root.reasoning.Reasoning Methods.Classification Reasoning	12	4
root.reasoning.Reasoning Methods.Critical Reasoning	12	4
root.reasoning.Task Types.Problem Solving.Experimental	12	4
root.reasoning.Thinking Modes.Critical	12	4
root.writing.Creative Stages.Optimization Stage.Localization	12	4
root.writing.Creative Stages.Post-processing Stage.Text Interpretation	12	4
root.writing.Styles.Natural	12	4
root.writing.Writing Domains.Everyday Writing.Entertainment.Travel	12	4
root.knowledge.Disciplinary Fields.Applied Sciences.Business Technology	13	5
root.knowledge.Disciplinary Fields.Applied Sciences.Social Services	13	5
root.knowledge.Disciplinary Fields.Applied Sciences.Transportation and Travel	13	5
root.knowledge.Disciplinary Fields.Arts and Culture.Crafts	13	5
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.History	13	5
root.knowledge.Task Types.Information Processing.Text Processing	13	5
root.reasoning.Task Types.Decision Making	13	5
root.roleplay.Task Types.Interactive.Q&A	13	5
root.writing.Creative Stages.Writing Stage.Citation Integration	13	5
root.writing.Creative Stages.Writing Stage.Tag Design	13	5
root.writing.Writing Domains.Everyday Writing.Exams	13	5
root.writing.Writing Domains.Media Writing.Copywriting	13	5
root.knowledge.Disciplinary Fields.Applied Sciences.Sports	14	6
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Novels	14	6
root.knowledge.Task Types.Information Processing.Chart Interpretation	14	6
root.reasoning.Application Domains.Personal Development Guidance	14	6
root.reasoning.Task Types.Theory	14	6
root.roleplay.Style Types.Experimental Style.Cross-Media	14	6
root.writing.Creative Stages.Post-processing Stage.Entity Extraction	14	6
root.writing.Writing Domains.Everyday Writing.Sports	14	6
root.writing.Writing Domains.Functional Writing.Note Writing	14	6
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	14	6
root.writing.Writing Domains.Professional Writing.Sports	14	6
root.knowledge.Disciplinary Fields.Arts and Culture.Design	15	7
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Electronics	15	7
root.knowledge.Disciplinary Fields.Technical Engineering.Energy	15	7
root.knowledge.Disciplinary Fields.Technical Engineering.Mechanical Engineering	15	7
root.knowledge.Task Types.Auxiliary Support.Citation Support	15	7
root.writing.Writing Domains.Functional Writing.Official Document Writing.Financial Documents	15	7
root.writing.Writing Domains.Media Writing.Web Content	15	7
root.reasoning.Reasoning Methods.Causal Reasoning.Bayesian Reasoning	17	9
root.writing.Writing Domains.Everyday Writing.Health	18	10
root.writing.Writing Domains.Everyday Writing.Shopping	20	12

Processing: QwQ-32B

Nodes with significantly better ranking than root:

Path	Ranking	Difference
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Risk Assessment	1	-5
root.knowledge.Disciplinary Fields.Arts and Culture.Crafts	1	-5
root.knowledge.Disciplinary Fields.Natural Sciences.Physics.Ballistics	1	-5
root.knowledge.Task Types.Auxiliary Support.Simplified Explanation	1	-5
root.reasoning.Application Domains.Social Reasoning	1	-5
root.reasoning.Reasoning Methods.Classification Reasoning	1	-5
root.reasoning.Reasoning Methods.Logical Reasoning.Symbolic Reasoning	1	-5
root.reasoning.Task Types.Evaluation and Feedback	1	-5
root.reasoning.Thinking Modes.Creative.Concept Reorganization	1	-5
root.reasoning.Thinking Modes.Creative.Creative Exploration	1	-5
root.roleplay	1	-5
root.roleplay.Style Types	1	-5
root.roleplay.Style Types.Dark Style	1	-5
root.roleplay.Style Types.Dark Style.Apocalyptic	1	-5
root.roleplay.Style Types.Experimental Style.Abstract Concepts	1	-5
root.roleplay.Style Types.Humorous Style.Satirical	1	-5
root.roleplay.Style Types.Humorous Style.Sitcom	1	-5
root.roleplay.Style Types.Narrative	1	-5
root.roleplay.Task Types	1	-5
root.roleplay.Task Types.Analytical.Cross-Analysis	1	-5
root.roleplay.Task Types.Analytical.Decision Support	1	-5
root.roleplay.Task Types.Analytical.Scenario Analysis	1	-5
root.roleplay.Task Types.Analytical.Social Issues	1	-5
root.roleplay.Task Types.Creative.Worldbuilding	1	-5
root.roleplay.Task Types.Educational	1	-5
root.roleplay.Task Types.Educational.Concept Explanation	1	-5
root.roleplay.Task Types.Educational.Trivia	1	-5
root.roleplay.Task Types.Interactive	1	-5
root.roleplay.Task Types.Interactive.Character Interaction	1	-5
root.roleplay.Task Types.Interactive.Multiplayer	1	-5
root.roleplay.Task Types.Simulation.Emotional Simulation	1	-5
root.roleplay.Task Types.Simulation.Gameplay	1	-5
root.roleplay.Theme Types	1	-5
root.roleplay.Theme Types.Action-Adventure.Exploration	1	-5
root.roleplay.Theme Types.Action-Adventure.Survival	1	-5
root.roleplay.Theme Types.Comedy.Absurd Comedy	1	-5
root.roleplay.Theme Types.Cultural	1	-5
root.roleplay.Theme Types.Fantasy	1	-5
root.roleplay.Theme Types.Fantasy.Fantasy	1	-5
root.roleplay.Theme Types.Fantasy.Horror	1	-5
root.roleplay.Theme Types.Fantasy.Mythology	1	-5
root.roleplay.Theme Types.Fantasy.Supernatural	1	-5
root.roleplay.Theme Types.Fantasy.Time Travel	1	-5
root.roleplay.Theme Types.Horror	1	-5
root.roleplay.Theme Types.Horror.Supernatural Horror	1	-5
root.roleplay.Theme Types.Realistic	1	-5
root.roleplay.Theme Types.Realistic.Cooking	1	-5
root.roleplay.Theme Types.Realistic.Life	1	-5
root.roleplay.Theme Types.Realistic.Modern	1	-5
root.roleplay.Theme Types.Realistic.Urban	1	-5
root.roleplay.Theme Types.Realistic.Work	1	-5
root.roleplay.Theme Types.Thought	1	-5
root.writing.Creative Stages.Optimization Stage.Grammar Check	1	-5
root.writing.Creative Stages.Optimization Stage.Text Optimization	1	-5
root.writing.Creative Stages.Post-processing Stage.Bias Analysis	1	-5
root.writing.Creative Stages.Writing Stage.Case Study	1	-5
root.writing.Creative Stages.Writing Stage.Data Processing	1	-5
root.writing.Writing Domains.Everyday Writing.Exams	1	-5
root.writing.Writing Domains.Everyday Writing.Food	1	-5
root.writing.Writing Domains.Functional Writing.Argumentative Writing	1	-5
root.writing.Writing Domains.Functional Writing.Formal Communication	1	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing	1	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing	1	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting	1	-5
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Proposal Writing	1	-5
root.writing.Writing Domains.Functional Writing.Report Writing	1	-5
root.writing.Writing Domains.Functional Writing.Speech Writing	1	-5
root.writing.Writing Domains.Literary Writing.Fiction.Adventure Writing	1	-5
root.writing.Writing Domains.Literary Writing.Fiction.Synopsis Creation	1	-5
root.writing.Writing Domains.Professional Writing.Psychology	1	-5
root.coding.Task Types.Tool Usage.Platform Comparison	2	-4
root.knowledge.Disciplinary Fields.Applied Sciences.Sports	2	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Design	2	-4
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Essays	2	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering	2	-4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Audio Technology	2	-4
root.knowledge.Task Types.Auxiliary Support	2	-4
root.reasoning.Task Types.Argumentation	2	-4
root.reasoning.Task Types.Problem Solving	2	-4
root.reasoning.Task Types.Problem Solving.Creative	2	-4
root.reasoning.Task Types.Reasoning	2	-4
root.reasoning.Thinking Modes.Analytical.Pattern Recognition	2	-4
root.roleplay.Style Types.Dark Style.Gothic	2	-4
root.roleplay.Style Types.Dark Style.Psychological Oppression	2	-4
root.roleplay.Style Types.Experimental Style	2	-4
root.roleplay.Style Types.Experimental Style.Freeform	2	-4
root.roleplay.Style Types.Humorous Style	2	-4
root.roleplay.Style Types.Serious Style	2	-4
root.roleplay.Style Types.Serious Style.Historical Drama	2	-4
root.roleplay.Style Types.Serious Style.Thriller	2	-4
root.roleplay.Task Types.Analytical	2	-4
root.roleplay.Task Types.Analytical.Character Analysis	2	-4
root.roleplay.Task Types.Analytical.Social and Political Issues	2	-4
root.roleplay.Task Types.Character-Centered	2	-4
root.roleplay.Task Types.Creative.Description	2	-4
root.roleplay.Task Types.Interactive.Interactive Text Game	2	-4
root.roleplay.Task Types.Simulation.Creative Simulation	2	-4
root.roleplay.Theme Types.Action-Adventure	2	-4
root.roleplay.Theme Types.Action-Adventure.Crime	2	-4
root.roleplay.Theme Types.Action-Adventure.Travel	2	-4
root.roleplay.Theme Types.Action-Adventure.War	2	-4
root.roleplay.Theme Types.Comedy	2	-4
root.roleplay.Theme Types.Comedy.Humorous Comedy	2	-4
root.roleplay.Theme Types.Fantasy.Gothic	2	-4
root.roleplay.Theme Types.Horror.Crime	2	-4
root.roleplay.Theme Types.Horror.Psychological Thriller	2	-4
root.roleplay.Theme Types.Realistic.Art	2	-4
root.roleplay.Theme Types.Realistic.Family	2	-4
root.roleplay.Theme Types.Realistic.History	2	-4
root.roleplay.Theme Types.Realistic.Nature	2	-4
root.roleplay.Theme Types.Realistic.Relationships	2	-4
root.roleplay.Theme Types.Realistic.Technology	2	-4
root.roleplay.Theme Types.Sensory Simulation	2	-4
root.roleplay.Theme Types.Thought.Politics	2	-4
root.roleplay.Theme Types.Thought.Religion	2	-4
root.writing.Creative Stages.Conceptualization Stage.Literature Review	2	-4
root.writing.Creative Stages.Conceptualization Stage.Outline Construction	2	-4
root.writing.Creative Stages.Conceptualization Stage.Scenario Analysis	2	-4
root.writing.Creative Stages.Optimization Stage.Fact-checking	2	-4
root.writing.Creative Stages.Optimization Stage.Unit Conversion	2	-4
root.writing.Creative Stages.Post-processing Stage.Evaluation and Feedback	2	-4
root.writing.Creative Stages.Post-processing Stage.Text Summarization	2	-4
root.writing.Creative Stages.Writing Stage.Argument Construction	2	-4
root.writing.Styles.Natural	2	-4
root.writing.Styles.Rigorous	2	-4
root.writing.Styles.Satirical	2	-4
root.writing.Writing Domains.Everyday Writing.Health	2	-4
root.writing.Writing Domains.Everyday Writing.Personal Leisure Writing	2	-4
root.writing.Writing Domains.Functional Writing	2	-4
root.writing.Writing Domains.Functional Writing.Email Writing	2	-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Scholarship	2	-4
root.writing.Writing Domains.Functional Writing.Project Planning	2	-4
root.writing.Writing Domains.Literary Writing.Biography Writing	2	-4
root.writing.Writing Domains.Literary Writing.Fiction.Historical Fiction	2	-4
root.writing.Writing Domains.Professional Writing.Linguistics	2	-4
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews	2	-4
root.writing.Writing Domains.Professional Writing.Natural Sciences	2	-4
root.writing.Writing Domains.Professional Writing.Reports	2	-4
root.writing.Writing Domains.Professional Writing.Technology	2	-4

Nodes with significantly worse ranking than root:

Path	Ranking	Difference
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)	10	4
root.coding.Programming Languages.Domain-specific Languages.GDScript (Games)	10	4
root.coding.Programming Languages.Scripting Languages.Batch	10	4
root.coding.Programming Languages.Scripting Languages.PHP	10	4
root.knowledge.Cognitive Levels.Synthesis and Evaluation.Social Awareness Expression	10	4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Linguistics	10	4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Religious Studies	10	4
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra	10	4
root.mathematics.Mathematical Subfields.Analysis	10	4
root.mathematics.Mathematical Subfields.Analysis.Algebra	10	4
root.mathematics.Mathematical Subfields.Analysis.Complex Analysis	10	4
root.mathematics.Mathematical Subfields.Discrete Mathematics	10	4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Automata Theory	10	4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory	10	4
root.mathematics.Mathematical Subfields.Geometry.Topology	10	4
root.mathematics.Task Types.Computation	10	4
root.mathematics.Task Types.Fact Recall	10	4
root.mathematics.Task Types.Logical Reasoning.Theoretical Derivation	10	4
root.mathematics.Task Types.Problem Solving.Practical Application	10	4
root.mathematics.Task Types.Visualization	10	4
root.writing.Creative Stages.Optimization Stage.Localization	10	4
root.writing.Creative Stages.Optimization Stage.Multilingual and Translation	10	4
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Simile	10	4
root.writing.Styles.Comedic	10	4
root.writing.Styles.Light-hearted	10	4
root.writing.Styles.Romanticism	10	4
root.writing.Writing Domains.Creative Writing	10	4
root.writing.Writing Domains.Creative Writing.Fan Creation	10	4
root.writing.Writing Domains.Creative Writing.Humorous Writing	10	4
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes	10	4
root.writing.Writing Domains.Everyday Writing.Gaming.Game Localization	10	4
root.writing.Writing Domains.Everyday Writing.Gaming.Puzzle Solving	10	4
root.writing.Writing Domains.Functional Writing.Informative Writing	10	4
root.writing.Writing Domains.Functional Writing.Teaching.Grammar	10	4
root.writing.Writing Domains.Functional Writing.Teaching.Tutorial Creation	10	4
root.writing.Writing Domains.Functional Writing.Teaching.Vocabulary Practice	10	4
root.writing.Writing Domains.Literary Writing.Inspirational	10	4
root.coding.Programming Languages.Scripting Languages.Script	11	5
root.mathematics.Mathematical Subfields.Geometry.Crystallography	11	5
root.mathematics.Task Types.Logical Reasoning.Critical Review	11	5
root.mathematics.Task Types.Visualization.Data Visualization	11	5
root.roleplay.Task Types.Interactive.Social Interaction	11	5
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Pun	11	5
root.writing.Styles.Steampunk	11	5
root.writing.Writing Domains.Creative Writing.Experimental Writing	11	5
root.writing.Writing Domains.Functional Writing.Recommendation Letters	11	5
root.writing.Writing Domains.Functional Writing.Workplace Writing	11	5
root.writing.Writing Domains.Literary Writing.Proverbial Expressions	11	5
root.writing.Writing Domains.Media Writing.Copywriting	11	5
root.writing.Writing Domains.Media Writing.Video Scripts	11	5
root.writing.Writing Domains.Media Writing.Web Content	11	5
root.writing.Writing Domains.Professional Writing.History	11	5
root.knowledge.Disciplinary Fields.Applied Sciences.Medicine	12	6
root.knowledge.Task Types.Content Production.Proof Writing	12	6
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory	12	6
root.mathematics.Mathematical Subfields.Geometry	12	6
root.mathematics.Task Types.Problem Solving.Word Problems	12	6
root.writing.Writing Domains.Everyday Writing.Sports	12	6
root.writing.Writing Domains.Professional Writing.Sports	12	6
root.mathematics.Mathematical Subfields.Analysis.Real Analysis	13	7
root.mathematics.Mathematical Subfields.Mathematical Foundations.Arithmetic	13	7
root.writing.Styles.Classicism	13	7
root.knowledge.Disciplinary Fields.Applied Sciences.Real Estate	14	8
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics	14	8
root.reasoning.Thinking Modes.Creative.Abstract Reasoning	14	8
root.writing.Creative Stages.Conceptualization Stage.Terminology Analysis	14	8
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Parallelism	14	8
root.writing.Writing Domains.Literary Writing.Poetry	14	8
root.mathematics.Mathematical Subfields.Analysis.Limits	15	9
root.mathematics.Task Types.Visualization.Function Graphing	15	9
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Immigration Application	16	10
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry	17	11