Debate Training Reduces Reward Hacking in RLAIF

Zachary Kenton, Lili Janzer, Rory Greig +8

We demonstrate that RL finetuning an LLM using debate, a two-player adversarial game between a generator and a critic adjudicated by a weaker LLM judge, reduces reward hacking comp…