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CAM: A Causality-Based Analysis Framework for Multi-Agent Code Generation Systems

Source code

Source code and experiment result for our causal analysis can be found in ./Code

The source code of running the original dataset is in ./Code/metagpt/software_causal_basedataset.py

The source code for intervention is in ./Code/metagpt/intervene_internal_output.py

The source code of causal analysis is in ./Code/metagpt/software_causal_modified.py

The script of running these code is in ./Code/scripts

Dependencies

The method code requires Python 3.10+ and sentence-transformers, and please install all dependencies from the target MACGS.

Supplementary results

The full results of LLM analysis can be found in ./Supplementary_results/LLM_results.

Failure-repair results are in ./Supplementary_results/Failure_repair.

Self-collaboration results are in ./Supplementary_results/Self-Collab-results.

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