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arXiv1d ago
5.0

ReactBench: A Benchmark for Topological Reasoning in MLLMs on Chemical Reaction Diagrams

Qiang Xu, Shengyuan Bai, Yu Wang, He Cao, Leqing Chen, Yuanyuan Liu, Bin Feng, Zijing Liu, Yu Li

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
multimodalreasoningbenchmarking

Opportunity Brief

Build a synthetic data generator for chemical reaction diagrams to stress-test MLLMs on topological tasks. Provide a toolkit for developers to fine-tune their vision models specifically for non-linear graph traversal.

Suggested repo: topo-vision

"Does your MLLM actually understand connections or just pixels?"

Estimated effort: 60h