MatToolBench: Benchmarking Multimodal Agents in Real-World Materials Science Workflows
The experiments show that strong performance on general benchmarks does not transfer to professional scientific workflows, and that this gap is not a visual-grounding problem alone: failures arise from domain-specific operational knowledge, sparse pretraining coverage of scientific software, weak cross-tool artifact ha...
Mei-Feng Wu, Rui Xie, Run-Yu Zhang et al.
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