Self-evaluation using LLMs is used in reward modeling, model-based benchmarks like GPTScore and AlpacaEval, self-refinement, and constitutional AI. LLMs have been shown to be accurate at approximating human annotators on some tasks. But these methods are threatened by self-preference, a bias in which an LLM evaluator scores its own outputs...

Apr 17, 202452