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xw1234gan/seccodeplt-qwen2.5-coder-3b-grpo-kl-beta-0.001-real-detector-reward-v3

sourceHugging Faceupdated 1mo agoView on Hugging Face

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seccodeplt-qwen2.5-coder-3b-grpo-kl-beta-0.001-real-detector-reward-v3

GRPO with KL regularization (beta=0.001) for the SecCodePLT+ compliance experiment using Qwen/Qwen2.5-Coder-3B-Instruct. This v3 run uses ReaL's program-analysis detector reward with DAPO-style token loss and dynamic sampling. The reward is 0.5 * capability_test_fraction + 0.5 * max(0, 1 - 0.3 * detected_vulnerabilities). Training used seed 42 and the official 655-example training split. Evaluation used greedy decoding on all 164 official test examples.

Evaluation

Metric	Value
Mean reward	0.509800
Output format pass	96.95%
Syntax pass	96.95%
Capability pass	26.83%
Safety pass	57.93%
Detector clean	54.27%
Detector score	0.771951
Joint pass	19.51%

Limitations

This is a single-seed research checkpoint evaluated with the benchmark's resource-bounded Python verifier. It is not a general guarantee of secure code.