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arxiv_llm_reliability · Sep 4, 2026 · paper

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TruthInsightBench: An Evidence-Grounded Benchmark for Automated Evaluation of Open-Ended Scientific Discovery Agents

arxiv.orgSep 4, 2026
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In brief

Autonomous coding agents are increasingly proposed as AI-scientist systems that conduct analyses and write research reports, but executing a prescribed analysis is not the same as making a discovery. Existing benchmar...

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