Shashwat Sourav
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126
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2026
Matter to Mechanism: A Benchmark for AI Co-Scientists in Materials and Battery Research
The paper introduces 'Matter to Mechanism,' a novel benchmark designed to rigorously evaluate AI co-scientists' ability to generate plausible, mechanism-grounded solution hypotheses for complex materials and battery research problems.
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cs.CERecentJun 1, 2026
Matter to Mechanism: A Benchmark for AI Co-Scientists in Materials and Battery Research
Shashwat Sourav, Tanjin. He, Maria K. Y. Chan, Anubhav Jain +1 more
The paper introduces 'Matter to Mechanism,' a novel benchmark designed to rigorously evaluate AI co-scientists' ability to generate plausible, mechanism-grounded solution hypotheses for complex materi…
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