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20242026
most citedUnmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering

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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

Existing benchmarks for scientific data analysis evaluate LLMs primarily on code execution or workflow completion, overlooking that scientific analysis serves to support distinct t…