Counterfactual Pairwise Augmentation Improves Small Pointwise LLM Judges.

arXiv:2610.41149v1 Announce Type: new Abstract: Agentic systems increasingly gate individual steps with a pointwise judge that scores a response against a criterion. Small language models are attractive for this role because they can be served and specialized