feat: add TSP (Tree-like Self-Play) for Secure Code LLMs#1
Merged
Conversation
Add the "Learn from Your Mistakes" project implementing TSP, a training framework that improves code generation security by identifying CWE risk nodes and using DPO training with targeted self-play at vulnerability decision points. Includes: - Step 0-3 TSP pipeline (annotation, inference, data processing, training) - RQ1-3 evaluation scripts (SecurityEval, CWE_Eval, generalization, ablation) - Training configs for CodeLlama-7B and Qwen2.5-Coder-7B
Remove RQ1-3 evaluation code and references from README as per project scope decision. Keep only the core TSP training pipeline (step0-3).
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Summary
Add the Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs project to the hub.
TSP is a training framework that improves code generation security by identifying CWE risk nodes in the generation process and using targeted self-play with DPO training to teach models to distinguish secure code paths from vulnerable alternatives.
This PR includes the core TSP pipeline:
Test plan
IsYourPromptPoisoningCode)