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Multi-patch fixes reveal hidden complexities in vulnerability remediation that single-patch approaches overlook.
Unsupervised RL for text generation doesn't have to collapse into gibberish: rewarding relative information gain between specialist and generalist policies unlocks meaningful content creation.
On-policy RL (GRPO) makes LLMs significantly better at vulnerability detection than SFT or preference optimization, outperforming even strong zero-shot baselines.
