Weakness Analysis Report

Generated on: 2025-04-22 16:13:31

Threshold: 3

Processing: gemma-3-4b-it

Nodes with significantly better ranking than root:

PathRankingDifference
root.reasoning.Reasoning Methods.Emotional Reasoning2-7
root.roleplay.Task Types.Interactive.Multiplayer2-7
root.roleplay.Theme Types.Fantasy.Mythology2-7
root.roleplay.Theme Types.Horror.Psychological Thriller2-7
root.knowledge.Disciplinary Fields.Arts and Culture.Performing Arts3-6
root.reasoning.Application Domains.Legal Reasoning3-6
root.reasoning.Application Domains.Psychological Reasoning3-6
root.roleplay.Style Types.Dark Style.Gothic3-6
root.roleplay.Task Types.Interactive.Interactive Text Game3-6
root.roleplay.Theme Types.Action-Adventure.Crime3-6
root.roleplay.Theme Types.Fantasy.Gothic3-6
root.roleplay.Theme Types.Horror.Crime3-6
root.roleplay.Theme Types.Realistic.Cooking3-6
root.writing.Writing Domains.Literary Writing.Fiction.Adventure Writing3-6
root.reasoning.Reasoning Methods.Logical Reasoning.Inductive Reasoning4-5
root.roleplay.Style Types.Relaxed4-5
root.roleplay.Task Types.Analytical.Interpretation and Symbolic Analysis4-5
root.roleplay.Task Types.Interactive.Emotional Interaction4-5
root.roleplay.Theme Types.Action-Adventure.Spy4-5
root.roleplay.Theme Types.Action-Adventure.Survival4-5
root.roleplay.Theme Types.Action-Adventure.Travel4-5
root.roleplay.Theme Types.Comedy.Humorous Comedy4-5
root.roleplay.Theme Types.Realistic.Maritime4-5
root.writing.Styles.Romanticism4-5
root.writing.Writing Domains.Creative Writing.Symbolic Story Creation4-5
root.writing.Writing Domains.Everyday Writing.Society4-5
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction4-5
root.writing.Writing Domains.Literary Writing.Proverbial Expressions4-5
root.knowledge.Disciplinary Fields.Applied Sciences.Social Services5-4
root.knowledge.Disciplinary Fields.Applied Sciences.Transportation and Travel5-4
root.knowledge.Disciplinary Fields.Arts and Culture.Crafts5-4
root.knowledge.Disciplinary Fields.Arts and Culture.Culinary Arts5-4
root.knowledge.Disciplinary Fields.Arts and Culture.Design5-4
root.knowledge.Disciplinary Fields.Arts and Culture.Fine Arts5-4
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Culture5-4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Ecology5-4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Microbiology5-4
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering5-4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Human-Computer Interaction5-4
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Robotics5-4
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Electronics5-4
root.reasoning.Application Domains.Ethical Reasoning5-4
root.reasoning.Reasoning Methods.Logical Reasoning.Symbolic Reasoning5-4
root.reasoning.Task Types.Conceptual Understanding5-4
root.reasoning.Thinking Modes.Creative.Abstract Reasoning5-4
root.roleplay.Style Types.Dark Style.Psychological Oppression5-4
root.roleplay.Style Types.Experimental Style.Freeform5-4
root.roleplay.Style Types.Healing Style5-4
root.roleplay.Style Types.Serious Style.Thriller5-4
root.roleplay.Task Types.Analytical.Political Conspiracy5-4
root.roleplay.Task Types.Educational.Ethical Discussion5-4
root.roleplay.Task Types.Interactive.Character Interaction5-4
root.roleplay.Task Types.Interactive.Dialogue Type5-4
root.roleplay.Task Types.Interactive.Q&A5-4
root.roleplay.Task Types.Interactive.Realistic Interaction5-4
root.roleplay.Task Types.Simulation.Behavioral Simulation5-4
root.roleplay.Task Types.Simulation.Gameplay5-4
root.roleplay.Task Types.Simulation.Psychological Simulation5-4
root.roleplay.Theme Types.Fantasy.Horror5-4
root.roleplay.Theme Types.Fantasy.Isekai5-4
root.roleplay.Theme Types.Horror5-4
root.roleplay.Theme Types.Realistic.Legal5-4
root.roleplay.Theme Types.Realistic.Sports5-4
root.roleplay.Theme Types.Thought.Philosophy5-4
root.writing.Creative Stages.Conceptualization Stage.Literature Review5-4
root.writing.Creative Stages.Post-processing Stage.Text Interpretation5-4
root.writing.Styles.Modernism5-4
root.writing.Writing Domains.Everyday Writing.Emotions5-4
root.writing.Writing Domains.Everyday Writing.Entertainment.Jokes5-4
root.writing.Writing Domains.Literary Writing.Fiction.Historical Fiction5-4
root.writing.Writing Domains.Literary Writing.Literary Analysis5-4
root.writing.Writing Domains.Literary Writing.Quotation Creation5-4
root.writing.Writing Domains.Professional Writing.Natural Sciences5-4

Nodes with significantly worse ranking than root:

PathRankingDifference
root.coding.Programming Languages.Data Languages134
root.coding.Programming Languages.Data Languages.R134
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)134
root.coding.Programming Languages.Domain-specific Languages.MQL (Finance)134
root.coding.Programming Languages.General-purpose Languages.C#134
root.coding.Programming Languages.General-purpose Languages.Java134
root.coding.Programming Languages.Markup Languages.YAML134
root.coding.Programming Languages.Scripting Languages.VB134
root.coding.Task Types.Data Processing134
root.coding.Task Types.Data Processing.Data Visualization134
root.coding.Task Types.Debugging and Optimization.Error Handling134
root.coding.Task Types.Tool Usage.Automated Workflow134
root.coding.Task Types.Tool Usage.Automation134
root.coding.Technical Domains.Artificial Intelligence.Natural Language Processing134
root.coding.Technical Domains.Back-end Development134
root.coding.Technical Domains.Back-end Development.Database Integration134
root.coding.Technical Domains.Data Science.Data Visualization Tools134
root.coding.Technical Domains.Front-end Development.Animation134
root.coding.Technical Domains.Front-end Development.DOM Manipulation134
root.coding.Technical Domains.Game Development.Player Mechanics134
root.coding.Technical Domains.Systems Programming134
root.knowledge.Cognitive Levels.Basic Cognition.Fact Recall134
root.mathematics.Mathematical Subfields.Analysis.Mathematical Analysis134
root.mathematics.Mathematical Subfields.Applied Mathematics134
root.mathematics.Mathematical Subfields.Applied Mathematics.Games134
root.mathematics.Mathematical Subfields.Applied Mathematics.Operations Research134
root.mathematics.Mathematical Subfields.Applied Mathematics.Physics134
root.mathematics.Mathematical Subfields.Geometry.Crystallography134
root.mathematics.Mathematical Subfields.Information Theory134
root.mathematics.Mathematical Subfields.Mathematical Foundations134
root.mathematics.Mathematical Subfields.Mathematical Foundations.Number Systems134
root.mathematics.Mathematical Subfields.Probability and Statistics134
root.mathematics.Task Types.Problem Solving.Modeling134
root.mathematics.Task Types.Problem Solving.Practical Application134
root.mathematics.Task Types.Problem Solving.Word Problems134
root.reasoning.Task Types.Puzzle Solving134
root.reasoning.Thinking Modes.Analytical.Text Analysis134
root.writing.Writing Domains.Functional Writing.Official Document Writing.Contract/Agreement Drafting134
root.coding.Programming Languages.General-purpose Languages.Swift145
root.coding.Programming Languages.General-purpose Languages.TypeScript145
root.coding.Task Types.Auxiliary Functions.String Manipulation145
root.coding.Task Types.Data Processing.Data Analysis145
root.coding.Task Types.Data Processing.Data Manipulation145
root.coding.Task Types.Debugging and Optimization.Testing145
root.coding.Task Types.Development and Maintenance145
root.coding.Task Types.Development and Maintenance.Code Analysis145
root.coding.Task Types.Development and Maintenance.Code Generation145
root.coding.Task Types.Tool Usage.Test Development145
root.coding.Technical Domains.Back-end Development.Concurrent Programming145
root.coding.Technical Domains.Data Science145
root.coding.Technical Domains.Data Science.Data Analysis Methods145
root.coding.Technical Domains.Data Structures and Algorithms145
root.coding.Technical Domains.Embedded Development.Sensors145
root.coding.Technical Domains.Systems Programming.Cryptographic Programming145
root.mathematics145
root.mathematics.Mathematical Subfields145
root.mathematics.Mathematical Subfields.Analysis.Complex Analysis145
root.mathematics.Mathematical Subfields.Analysis.Fourier Analysis145
root.mathematics.Mathematical Subfields.Analysis.Real Analysis145
root.mathematics.Mathematical Subfields.Discrete Mathematics.Combinatorics145
root.mathematics.Mathematical Subfields.Geometry.Topology145
root.mathematics.Task Types145
root.mathematics.Task Types.Computation145
root.mathematics.Task Types.Conceptual Understanding145
root.mathematics.Task Types.Fact Recall145
root.mathematics.Task Types.Logical Reasoning145
root.mathematics.Task Types.Logical Reasoning.Logical Deduction145
root.mathematics.Task Types.Logical Reasoning.Theoretical Derivation145
root.mathematics.Task Types.Problem Solving145
root.mathematics.Task Types.Problem Solving.Scenario Analysis145
root.reasoning.Reasoning Methods.Logical Reasoning.Basic Counting Reasoning145
root.writing.Writing Domains.Functional Writing.Resume Writing145
root.coding.Programming Languages.Data Languages.MATLAB156
root.coding.Programming Languages.Domain-specific Languages.Solidity (Blockchain)156
root.coding.Programming Languages.Scripting Languages156
root.coding.Programming Languages.Scripting Languages.Batch156
root.coding.Programming Languages.Scripting Languages.Lua156
root.coding.Programming Languages.Scripting Languages.Perl156
root.coding.Programming Languages.Scripting Languages.Ruby156
root.coding.Programming Languages.Scripting Languages.Script156
root.coding.Task Types.Auxiliary Functions.Regular Expression Parsing156
root.coding.Task Types.Debugging and Optimization.Logic Verification156
root.coding.Task Types.Development and Maintenance.Code Conversion156
root.coding.Task Types.Development and Maintenance.Code Editing156
root.coding.Task Types.Development and Maintenance.Comment Generation156
root.coding.Technical Domains.Data Science.Model Creation156
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra156
root.mathematics.Mathematical Subfields.Algebra.Algebraic Geometry156
root.mathematics.Mathematical Subfields.Analysis156
root.mathematics.Mathematical Subfields.Analysis.Algebra156
root.mathematics.Mathematical Subfields.Analysis.Calculus156
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics156
root.mathematics.Mathematical Subfields.Computational Mathematics156
root.mathematics.Mathematical Subfields.Discrete Mathematics156
root.mathematics.Mathematical Subfields.Discrete Mathematics.Automata Theory156
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory156
root.mathematics.Mathematical Subfields.Geometry156
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry156
root.mathematics.Mathematical Subfields.Mathematical Foundations.Category Theory156
root.mathematics.Mathematical Subfields.Mathematical Foundations.Set Theory156
root.mathematics.Mathematical Subfields.Number Theory156
root.mathematics.Task Types.Logical Reasoning.Critical Review156
root.mathematics.Task Types.Problem Solving.Creative Problem Solving156
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Scholarship156
root.mathematics.Mathematical Subfields.Algebra167
root.mathematics.Mathematical Subfields.Algebra.Boolean Algebra167
root.mathematics.Mathematical Subfields.Algebra.Group Theory167
root.mathematics.Mathematical Subfields.Algebra.Linear Algebra167
root.mathematics.Mathematical Subfields.Analysis.Functional Analysis167
root.mathematics.Mathematical Subfields.Analysis.Limits167
root.mathematics.Mathematical Subfields.Applied Mathematics.Signals167
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory167
root.mathematics.Mathematical Subfields.Geometry.Differential Geometry167
root.mathematics.Task Types.Visualization167
root.mathematics.Task Types.Visualization.Function Graphing167
root.mathematics.Task Types.Visualization.Geometric Drawing167

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

Nodes with significantly better ranking than root:

PathRankingDifference
root.roleplay.Theme Types.Emotional.Erotic8-8
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction9-7
root.writing.Writing Domains.Literary Writing.Parody Creation10-6
root.roleplay.Style Types.Humorous Style.Vulgar11-5
root.writing.Styles.Comedic11-5
root.writing.Styles.Steampunk11-5
root.writing.Writing Domains.Creative Writing.Fan Creation11-5
root.writing.Writing Domains.Literary Writing.Fiction.Fan Fiction11-5
root.roleplay.Style Types.Humorous Style.Sitcom12-4
root.roleplay.Task Types.Simulation.Functional Simulation12-4
root.writing.Creative Stages.Post-processing Stage.Evaluation and Feedback12-4
root.writing.Writing Domains.Everyday Writing.Society12-4
root.writing.Writing Domains.Functional Writing.Resume Writing12-4

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:

PathRankingDifference
root.writing.Writing Domains.Literary Writing.Fiction.Erotic Fiction5-7
root.writing.Writing Domains.Functional Writing.Resume Writing6-6
root.roleplay.Style Types.Experimental Style.Glitch Art7-5
root.writing.Writing Domains.Everyday Writing.Gaming.Puzzle Solving7-5
root.writing.Writing Domains.Everyday Writing.Personal Leisure Writing7-5
root.writing.Writing Domains.Literary Writing.Quotation Creation7-5
root.coding.Programming Languages.Scripting Languages.Perl8-4
root.roleplay.Task Types.Simulation.Emotional Simulation8-4
root.roleplay.Task Types.Simulation.Psychological Simulation8-4
root.roleplay.Theme Types.Comedy8-4
root.roleplay.Theme Types.Comedy.Absurd Comedy8-4
root.roleplay.Theme Types.Comedy.Humorous Comedy8-4
root.roleplay.Theme Types.Fantasy.Animals8-4
root.roleplay.Theme Types.Horror.Psychological Thriller8-4
root.writing.Creative Stages.Writing Stage.Dialogue-related8-4
root.writing.Writing Domains.Functional Writing.Official Document Writing.Complaint Letter Writing8-4
root.writing.Writing Domains.Functional Writing.Teaching.Grammar8-4
root.writing.Writing Domains.Literary Writing.Fiction.Fan Fiction8-4
root.writing.Writing Domains.Professional Writing.Music.Music-related Reviews8-4

Nodes with significantly worse ranking than root:

PathRankingDifference
root.coding.Task Types.Auxiliary Functions.Self-Assessment164
root.coding.Task Types.Tool Usage.Version Control164
root.knowledge.Disciplinary Fields.Technical Engineering.Bioengineering164
root.mathematics.Task Types.Visualization.Data Visualization164
root.roleplay.Task Types.Analytical.Analytical Methods164
root.writing.Creative Stages.Post-processing Stage.Evaluation and Feedback164
root.writing.Writing Domains.Literary Writing.Drama164
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Electronics175

Processing: Phi-4-mini-instruct

Nodes with significantly better ranking than root:

PathRankingDifference
root.roleplay.Style Types.Experimental Style.Cross-Media9-8
root.reasoning.Reasoning Methods.Emotional Reasoning10-7
root.roleplay.Style Types.Experimental Style.Abstract Concepts12-5
root.roleplay.Task Types.Analytical.Analytical Methods12-5
root.mathematics.Mathematical Subfields.Algebra.Linear Algebra13-4
root.mathematics.Mathematical Subfields.Analysis.Calculus13-4
root.mathematics.Mathematical Subfields.Analysis.Real Analysis13-4
root.mathematics.Mathematical Subfields.Applied Mathematics.Signals13-4
root.mathematics.Mathematical Subfields.Computational Mathematics13-4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Game Theory13-4
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry13-4
root.mathematics.Mathematical Subfields.Mathematical Foundations.Category Theory13-4
root.mathematics.Task Types.Problem Solving.Creative Problem Solving13-4
root.mathematics.Task Types.Visualization13-4
root.mathematics.Task Types.Visualization.Function Graphing13-4
root.reasoning.Application Domains.Personal Development Guidance13-4
root.reasoning.Reasoning Methods.Logical Reasoning.Symbolic Reasoning13-4
root.reasoning.Task Types.Problem Solving.Experimental13-4
root.roleplay.Style Types.Experimental Style.Eccentric13-4
root.roleplay.Task Types.Simulation.Creative Simulation13-4
root.roleplay.Theme Types.Fantasy.Cosmic13-4
root.roleplay.Theme Types.Sensory Simulation13-4
root.writing.Creative Stages.Post-processing Stage.Evaluation and Feedback13-4
root.writing.Writing Domains.Creative Writing.Symbolic Story Creation13-4

Nodes with significantly worse ranking than root:

No nodes found with significantly lower ranking.

Processing: QwQ-32B

Nodes with significantly better ranking than root:

No nodes found with significantly better ranking.

Nodes with significantly worse ranking than root:

PathRankingDifference
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra74
root.roleplay.Task Types.Analytical.Historical Events74
root.writing.Writing Domains.Literary Writing.Fiction.Fan Fiction74

Processing: claude3.7-sonnet-20250219

Nodes with significantly better ranking than root:

PathRankingDifference
root.coding.Programming Languages.Data Languages.SQL1-4
root.coding.Programming Languages.Domain-specific Languages.GLSL (Graphics)1-4
root.coding.Programming Languages.Domain-specific Languages.MQL (Finance)1-4
root.coding.Programming Languages.General-purpose Languages.C#1-4
root.coding.Programming Languages.General-purpose Languages.Javascript1-4
root.coding.Programming Languages.General-purpose Languages.TypeScript1-4
root.coding.Programming Languages.Markup Languages1-4
root.coding.Programming Languages.Markup Languages.CSS1-4
root.coding.Programming Languages.Markup Languages.HTML1-4
root.coding.Programming Languages.Markup Languages.JSON1-4
root.coding.Programming Languages.Markup Languages.SVG1-4
root.coding.Programming Languages.Markup Languages.YAML1-4
root.coding.Programming Languages.Scripting Languages.Shell1-4
root.coding.Task Types.Data Processing.Data Visualization1-4
root.coding.Task Types.Data Processing.Database1-4
root.coding.Task Types.Debugging and Optimization.Testing1-4
root.coding.Task Types.Development and Maintenance.Code Execution1-4
root.coding.Task Types.Tool Usage.Automated Workflow1-4
root.coding.Task Types.Tool Usage.Automation1-4
root.coding.Task Types.Tool Usage.Environment Configuration1-4
root.coding.Task Types.Tool Usage.Terminal Interaction1-4
root.coding.Task Types.Tool Usage.Test Development1-4
root.coding.Task Types.Tool Usage.Version Control1-4
root.coding.Technical Domains.Artificial Intelligence.Natural Language Processing1-4
root.coding.Technical Domains.Back-end Development1-4
root.coding.Technical Domains.Back-end Development.API Development1-4
root.coding.Technical Domains.Back-end Development.Database Integration1-4
root.coding.Technical Domains.Back-end Development.Microservices1-4
root.coding.Technical Domains.Data Science.Data Visualization Tools1-4
root.coding.Technical Domains.Data Science.Model Creation1-4
root.coding.Technical Domains.Front-end Development1-4
root.coding.Technical Domains.Front-end Development.Animation1-4
root.coding.Technical Domains.Front-end Development.DOM Manipulation1-4
root.coding.Technical Domains.Front-end Development.Responsive Design1-4
root.coding.Technical Domains.Front-end Development.UI/UX Design1-4
root.coding.Technical Domains.Front-end Development.Webpage Development1-4
root.coding.Technical Domains.Game Development.Graphics Rendering1-4
root.coding.Technical Domains.Game Development.Player Mechanics1-4
root.coding.Technical Domains.Web Development1-4
root.knowledge.Disciplinary Fields.Natural Sciences.Biology.Botany1-4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Graph Theory1-4
root.mathematics.Mathematical Subfields.Geometry.Topology1-4
root.writing.Writing Domains.Functional Writing.Instructional Descriptive Writing1-4
root.writing.Writing Domains.Literary Writing.Biography Writing1-4

Nodes with significantly worse ranking than root:

PathRankingDifference
root.knowledge.Disciplinary Fields.Arts and Culture.Performing Arts94
root.reasoning.Application Domains.Personal Development Guidance94
root.roleplay.Style Types.Healing Style94
root.roleplay.Task Types.Analytical.Social Issues94
root.roleplay.Task Types.Educational.General Advice94
root.roleplay.Task Types.Interactive.Interactive Text Game94
root.roleplay.Theme Types.Emotional.Emotional Support94
root.roleplay.Theme Types.Horror.Psychological Thriller94
root.writing.Writing Domains.Functional Writing.Teaching.Language Learning94
root.writing.Writing Domains.Literary Writing.Quotation Creation94
root.knowledge.Task Types.Information Processing.Chart Interpretation105
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics105
root.roleplay.Task Types.Interactive.Q&A105
root.roleplay.Theme Types.Sensory Simulation116
root.reasoning.Reasoning Methods.Emotional Reasoning127
root.roleplay.Theme Types.Emotional.Erotic1611
root.roleplay.Style Types.Experimental Style.Glitch Art1712

Processing: gemma-3-27b-it

Nodes with significantly better ranking than root:

No nodes found with significantly better ranking.

Nodes with significantly worse ranking than root:

PathRankingDifference
root.coding.Programming Languages.General-purpose Languages.Swift84
root.coding.Programming Languages.Scripting Languages.Batch84
root.coding.Programming Languages.Scripting Languages.Lua84
root.coding.Task Types.Tool Usage.IDE Configuration84
root.coding.Task Types.Tool Usage.Test Development84
root.knowledge.Disciplinary Fields.Applied Sciences.Transportation and Travel84
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra84
root.mathematics.Mathematical Subfields.Geometry.Coordinate Geometry84
root.writing.Writing Domains.Everyday Writing.Exams84
root.writing.Writing Domains.Functional Writing.Argumentative Writing84
root.writing.Writing Domains.Functional Writing.Email Writing84
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Immigration Application84
root.writing.Writing Domains.Functional Writing.Recommendation Letters84
root.coding.Programming Languages.Scripting Languages.VB95
root.mathematics.Mathematical Subfields.Algebra.Group Theory95
root.mathematics.Mathematical Subfields.Geometry.Crystallography95
root.coding.Programming Languages.Domain-specific Languages.Excel (Spreadsheets)106
root.mathematics.Mathematical Subfields.Applied Mathematics.Games106
root.mathematics.Mathematical Subfields.Algebra.Algebraic Geometry117

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:

PathRankingDifference
root.coding.Programming Languages.Markup Languages.Markdown64
root.coding.Task Types.Auxiliary Functions.Regular Expression Parsing64
root.knowledge.Disciplinary Fields.Arts and Culture.Literature.Essays64
root.knowledge.Disciplinary Fields.Humanities and Social Sciences.Current Affairs64
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Computer Software64
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Robotics64
root.knowledge.Disciplinary Fields.Technical Engineering.Electrical Engineering.Communications64
root.mathematics.Mathematical Subfields.Algebra.Boolean Algebra64
root.mathematics.Mathematical Subfields.Applied Mathematics.Physics64
root.mathematics.Mathematical Subfields.Geometry.Topology64
root.reasoning.Task Types.Evaluation and Feedback64
root.roleplay.Style Types.Experimental Style.Freeform64
root.roleplay.Task Types.Interactive.Realistic Interaction64
root.roleplay.Theme Types.Realistic.Music64
root.writing.Creative Stages.Post-processing Stage.Text Summarization64
root.writing.Writing Domains.Functional Writing.Meeting Minutes64
root.writing.Writing Domains.Literary Writing.Fiction.Adventure Writing64
root.coding.Programming Languages.Data Languages.PySpark75
root.knowledge.Disciplinary Fields.Arts and Culture.Fine Arts75
root.knowledge.Disciplinary Fields.Technical Engineering.Computer Science.Cybersecurity75
root.mathematics.Mathematical Subfields.Mathematical Foundations.Arithmetic75
root.mathematics.Task Types.Visualization75
root.mathematics.Task Types.Visualization.Data Visualization75
root.roleplay.Style Types.Experimental Style.Cross-Media75
root.writing.Writing Domains.Literary Writing.Fiction.Historical Fiction75
root.mathematics.Task Types.Visualization.Function Graphing119

Processing: Qwen2.5-32B-Instruct

Nodes with significantly better ranking than root:

PathRankingDifference
root.reasoning.Reasoning Methods.Logical Reasoning.Deductive Reasoning5-6
root.reasoning.Task Types.Puzzle Solving5-6
root.mathematics.Mathematical Subfields.Algebra.Abstract Algebra6-5
root.mathematics.Task Types.Problem Solving.Word Problems6-5
root.coding.Programming Languages.Data Languages.R7-4
root.mathematics.Mathematical Subfields.Applied Mathematics.Economics7-4
root.mathematics.Mathematical Subfields.Applied Mathematics.Games7-4
root.mathematics.Mathematical Subfields.Discrete Mathematics.Combinatorics7-4
root.mathematics.Mathematical Subfields.Mathematical Foundations.Logic7-4
root.mathematics.Mathematical Subfields.Probability and Statistics7-4
root.reasoning.Reasoning Methods.Spatial Reasoning.Geometric Relationships7-4
root.writing.Writing Domains.Everyday Writing.Exams7-4
root.writing.Writing Domains.Functional Writing.Greeting Card Writing7-4

Nodes with significantly worse ranking than root:

PathRankingDifference
root.coding.Programming Languages.General-purpose Languages.TypeScript154
root.coding.Programming Languages.Markup Languages.CSS154
root.coding.Technical Domains.Front-end Development154
root.coding.Technical Domains.Front-end Development.Animation154
root.coding.Technical Domains.Front-end Development.DOM Manipulation154
root.coding.Technical Domains.Front-end Development.Responsive Design154
root.coding.Technical Domains.Front-end Development.UI/UX Design154
root.coding.Technical Domains.Game Development.Player Mechanics154
root.roleplay.Style Types.Humorous Style.Sitcom154
root.writing.Creative Stages.Post-processing Stage.Bias Analysis154
root.writing.Creative Stages.Post-processing Stage.Evaluation and Feedback154
root.writing.Creative Stages.Writing Stage.Rhetorical Use.Pun154
root.writing.Writing Domains.Everyday Writing.Entertainment.Travel154
root.writing.Writing Domains.Everyday Writing.Idiomatic Expressions154
root.writing.Writing Domains.Literary Writing.Parody Creation154
root.coding.Technical Domains.Artificial Intelligence.Reinforcement Learning165
root.roleplay.Task Types.Interactive.Q&A165
root.writing.Writing Domains.Functional Writing.Naming or Branding165
root.writing.Writing Domains.Functional Writing.Official Document Writing.Professional Application Writing.Immigration Application165
root.writing.Writing Domains.Media Writing.Video Scripts165
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Processing: hunyuan-standard-2025-02-10

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Nodes with significantly better ranking than root:

PathRankingDifference
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PathRankingDifference
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Processing: deepseek-v3-250324

Nodes with significantly better ranking than root:

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Nodes with significantly worse ranking than root:

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Nodes with significantly worse ranking than root:

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Nodes with significantly better ranking than root:

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Nodes with significantly worse ranking than root:

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

Nodes with significantly better ranking than root:

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Nodes with significantly worse ranking than root:

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