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

Dataset Analysis

SDABench evaluates LLMs on six scientific data analysis capabilities across five domains, finding strengths in descriptive analysis but weaknesses in assumption selection and mechanistic reasoning.