xw1234gan/seccodeplt-qwen2.5-coder-3b-fixed-mixed-grpo-alpha-0.5-pi-theta-real-detector-reward-v3

seccodeplt-qwen2.5-coder-3b-fixed-mixed-grpo-alpha-0.5-pi-theta-real-detector-reward-v3

Fixed Mixed GRPO trainable pi-theta (alpha=0.5) 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

Important: this is pi-theta

This repository stores the trainable pi-theta checkpoint, not a statically merged policy. Reproduce the evaluated policy by mixing this model's logits with the frozen anchor xw1234gan/seccodeplt-qwen2.5-coder-3b-diff-sft-v2 using alpha=0.5:

mixed_logits = 0.5 * pi_theta_logits + 0.5 * anchor_logits

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.