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Diagnostic Foundation for Evaluating LLMs' Research Integrity as Co-Scientists

arXiv cs.AI · 2026-08-14 Cached

This paper introduces IntegrityBench, a benchmark for evaluating whether LLMs uphold research integrity when acting as co-scientists under institutional pressure. Findings show frontier models fail roughly 1 in 3 integrity-critical decisions under peak pressure, and that ethical action does not require accurate misconduct classification.

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