Author

Junmei Wang

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Preprint Aug 2026

Localize, Then Reason: Visual Latent Structural Reasoning for Molecular Properties and Edits

This work proposes Visual Latent Structural Reasoning (VLSR), an end-to-end framework that jointly learns localization and reasoning from molecular images, and central to the approach is a localize-then-reason strategy.

Xingqiao Lin, Junmei Wang, Haocheng Tang · 0 citations

Jul 2026

Learning Mechanistic Reasoning for Chemical Reactions with Large Language Models.

A novel, large-scale reasoning dataset of reaction mechanisms, and the FukuyamaBench, a difficult benchmark derived from Fukuyama's Advanced Organic Reaction Mechanism book, to rigorously evaluate model performance on hierarchical mechanism reasoning, demonstrate that mechanism-aware training substantially enhances chemical reasoning in language models.

Xingyu Dang, Haocheng Tang, Junmei Wang et al. · arXiv.org · 0 citations