Better Call Reward: Reward Hacking as Strategic Abstention in Legal Reasoning Models.

arXiv:2610.06439v1 Announce Type: cross Abstract: What happens when a legal AI model learns to look like a lawyer instead of reasoning like one? We fine tune Qwen3-8B with Group Relative Policy Optimisation (GRPO) against a proxy built from three surface featu