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Author

Chunfeng Gao

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Book Open access Aug 2026

Don't Just Encode But See: A Data-Centric Paradigm for Visual Molecular Understanding in Large Language Models

Large language models (LLMs) are rapidly becoming interactive scientific assistants. Most existing pipelines rely on specialized molecular encoders and alignment modules, while overlooking the importance of chemical hierarchy and traceable evidence for reliable reasoning and explanation. Thus, we propose MolGlass, a da...

Runqing Xu, Xiaotang Wang, Chunfeng Gao et al. · 0 citations
Book Open access Aug 2026

Don't Just Encode But See: A Data-Centric Paradigm for Visual Molecular Understanding in Large Language Models

MolGlass is proposed, a data-centric paradigm for visual molecular understanding in vision-language models (VLMs) that injects chemical priors directly into the visual input through chemical-aware visual augmentations, without modifying model architectures or training molecule-specific encoders.

Runqing Xu, Xiaotang Wang, Chunfeng Gao et al. · 0 citations

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