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Are LLMs Ready for Scientific Discovery? A Capability-Oriented Benchmark for AI Scientists
Existing benchmarks for scientific data analysis evaluate LLMs primarily on code execution or workflow completion, overlooking that scientific analysis serves to support distinct types of scientific claims: hypothesis exploration, statistical inference, mechanistic explanation, each with different a