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ECPO: Evidence-Coupled Policy Optimization for Verifier-Audited Candidate Ranking

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In brief

  1. ECPO generates Top-K rankings with verifiable evidence linked to candidates.
  2. Improves traceability and answer recovery on MAVEN-ERE and RAMS benchmarks.
  3. Maintains explicit trade-offs on standard metrics like NDCG.

This study introduces ECPO, a method to generate Top-K rankings with verifiable evidence linked to candidates. Results show improved traceability and answer recovery across multiple benchmarks while maintaining explicit trade-offs on standard metrics.

This summary gives you the essentials. The full article, its figures and quotes are on cs.AI updates on arXiv.org.

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