MarkdownValidator Analysis Scripts

This directory contains Python scripts for analyzing the performance of various LLM models on the MarkdownValidator task.

Scripts

1. analyze_retry_patterns.py

Analyzes RETRY patterns in execution paths, including:

Error locations and frequencies
RETRY counts and rates
Error types by agent and node type

Output files:

retry_analysis.json - Detailed retry statistics
retry_summary.csv - Summary table
error_by_agent.csv - Error breakdown by agent

2. evaluate_scores.py

Collects and analyzes score statistics from model executions.

Output files:

score_analysis.json - Detailed score data
score_summary.csv - Summary statistics (mean, min, max, perfect rate)

3. evaluate_success.py

Calculates success/failure rates for each model.

Output files:

success-finish_detailed_results.json - Detailed execution results
success-finish_rate.csv - Success rate summary

4. evaluate_trajectory.py

Evaluates execution trajectories against a reference trajectory using multiple metrics:

Exact match
In-order match
Any-order match
Precision
Recall
Single-tool use
Path diversity (unique_path_ratio)
Path entropy

Output files:

evaluation_results.csv - Trajectory evaluation results

5. reference_trajectory.yaml

Configuration file defining the ideal reference trajectory for the MarkdownValidator task.

Usage

Run each script from the MarkdownValidator directory:

# Analyze retry patterns
python3 analyze_retry_patterns.py

# Evaluate scores
python3 evaluate_scores.py

# Evaluate success rates
python3 evaluate_success.py

# Evaluate trajectories
python3 evaluate_trajectory.py --config reference_trajectory.yaml

Models Evaluated

GPT-5
GPT-4o-mini
DeepSeek-V3-1
DeepSeek-R1
Gemini-2.5-flash
Gemini-2.5-flash-nothinking
Qwen3-235b

Requirements

Python 3.7+
pandas
PyYAML

Data Structure

Scripts expect data in the following structure:

/Users/wzr/TOSEM-2025/RESULTS/
├── {Model}/
│   └── MarkdownValidator/
│       └── test_results/
│           ├── session_001/
│           │   ├── execution_path.md
│           │   ├── execution_info.json
│           │   └── summary.json
│           └── ...