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Verdicts Without Annotated Evidence: Rejection Sampling or Label-Only Post-Training for Evidence Recovery?

In many review workflows the verdict is the only thing retained. The passages behind it are not marked, because that annotation costs far more than recording the decision.

By Nishanth Nayakanti, Prasang Gupta, Ashutosh Bilthare, Kevin PaularXiv - cs.CL (NLP)

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Originally published by arXiv - cs.CL (NLP) on Oct 7, 2026.

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