Author

Yichen Fan

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#machine learning Preprint Oct 2026

ChemArgus: Automated Scientific Diagnostics for Lab-Grade Multimodal Chemistry Reasoning: A Frontier Benchmark

ChemArgus is presented, a competition-level chemistry benchmark drawn from chemistry competition material, textbooks, and research papers, whose scoring replaces the answer endpoint with three measurement properties, aiming to guide language models step by step on their path toward chemistry expertise, one corrected st...

Han-Yao Guo, Mo Cui, Zi-Hang Tan et al. · 0 citations

Aug 2026

AILMIR: Agent and incremental learning-based multimodal information retrieval for complex multi-hop multimedia queries

The Agent and Incremental Learning-based Multimodal Information Retrieval (AILMIR) framework is introduced, shifting the paradigm toward a dynamic Plan-Execute-Reflect cognitive loop, and a Non-Parametric Case-Based Memory is proposed that sediments successful reasoning trajectories, enabling efficient Domain Increment...

Yichen Fan, Zihan Yang, Haitao Qin et al. · International Journal of Mul... · 0 citations