{
  "id": 18698,
  "url": "https://arxiv.org/abs/2608.10406v1",
  "title": "Post-Calibration Reliability Reranking of Relevance Decisions via Label-wise Monotone Projection",
  "summary": "Web search, product search, and question-answering retrieval systems often assign a relevance label and confidence score to each query-candidate pair. The relevance label describes how well a page, product, or passage matches the query, while the confidence often guides downstream use or fallback decisions. Post-hoc calibration is therefore needed because misaligned confidence can make systems over-trust wrong predictions or unnecessarily defer correct ones. However, calibration mainly aligns co",
  "authors": "Inwoo Tae, Yongjae Lee",
  "category": "research",
  "topics": "safety-alignment",
  "orgs": null,
  "regions": null,
  "published_at": "2026-08-11T02:51:35.000Z",
  "fetched_at": "2026-08-12T05:10:43.828Z",
  "source_slug": "arxiv-cslg",
  "source_name": "arXiv cs.LG",
  "source_homepage": "https://arxiv.org/list/cs.LG/recent",
  "ethics_ai_record_url": "https://ethics.ai/record/18698",
  "original_url": "https://arxiv.org/abs/2608.10406v1",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}