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Research & Paperscs.AI updates on arXiv.org · May 8, 2026

Partial Evidence Bench: Benchmarking Authorization-Limited Evidence in Agentic Systems

Enterprise agents often provide seemingly complete answers even when authorization limits restrict their access to full information. The Partial Evidence Bench (PEB) is introduced to measure this critical failure mode, offering 72 tasks across various scenarios to evaluate answer correctness, completeness awareness, and gap-report quality.

Author: Morein.ai Editorial

Enterprise agents often provide seemingly complete answers even when authorization limits restrict their access to full information. The Partial Evidence Bench (PEB) is introduced to measure this critical failure mode, offering 72 tasks across various scenarios to evaluate answer correctness, completeness awareness, and gap-report quality.

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