AssayBench is a new gene-ranking benchmark for phenotypic CRISPR screens that shows zero-shot generalist LLMs outperform both biology-specific LLMs and trainable baselines on adjusted nDCG.
arXiv preprint arXiv:2503.00096 , year=
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LLM agents execute scientific tasks but fail to follow core scientific reasoning norms such as evidence consideration and belief revision based on refutations.
BioResearcher is a new multi-agent system that leads baselines on single-step biomedical tests, BixBench, BaisBench, and a 30-query clinical discovery benchmark with 74.7% positive hit rate.
citing papers explorer
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AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents
AssayBench is a new gene-ranking benchmark for phenotypic CRISPR screens that shows zero-shot generalist LLMs outperform both biology-specific LLMs and trainable baselines on adjusted nDCG.
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AI scientists produce results without reasoning scientifically
LLM agents execute scientific tasks but fail to follow core scientific reasoning norms such as evidence consideration and belief revision based on refutations.
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BioResearcher: Scenario-Guided Multi-Agent for Translational Medicine
BioResearcher is a new multi-agent system that leads baselines on single-step biomedical tests, BixBench, BaisBench, and a 30-query clinical discovery benchmark with 74.7% positive hit rate.