Binarization Flattens the Score Space.

arXiv:2609.35797v2 Announce Type: replace-cross Abstract: Large language model (LLM) judges are often used as rewards to train policies on objectives that deterministic verifiers cannot capture. However, these rewards are often collapsed to pass/fail ({0, 1}),