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benchmarking 1causal reasoning 1large language models 1mechanistic reasoning 1scientific data analysis 1

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cs.AI2026

Are LLMs Ready for Scientific Discovery? A Capability-Oriented Benchmark for AI Scientists

Chuhan Shi, Xiaoquan Ren, Sicheng Song +3

The paper presents SDABench, a capability-oriented benchmark that evaluates large language models on scientific data analysis tasks across biology, chemistry, environment, geograph…