MatToolBench: Benchmarking Multimodal Agents in Real-World Materials Science Workflows

arXiv:2609.37053 · cs.AI · Submitted 2026-09-29 · Read on arXiv

cs.AI

Submitted: 2026-09-29

Updated: 2026-09-29

Code: https://github.com/meiwu5/MatToolBench

Project page: https://mattoolbench.github.io

Terminology

• Benchmarking — 1× in this paper · explained in 4 episodes

Sources

• Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale
• LAB-Bench: Measuring Capabilities of Language Models for Biology Research
• MatTools: Benchmarking Large Language Models for Materials Science Tools
• GPT-4o System Card
• GUIDE: Resolving Domain Bias in GUI Agents through Real-Time Web Video Retrieval and Plug-and-Play Annotation
• Mobile-Env: Building Qualified Evaluation Benchmarks for LLM-GUI Interaction
• MatSciBench: Benchmarking the Reasoning Ability of Large Language Models in Materials Science

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