MolCA: Molecular graph-language modeling with cross-modal projector and uni-modal adapter

Language Models (LMs) have demonstrated impressive molecule understanding ability on various 1D text-related tasks. However, they inherently lack 2D graph perception — a critical ability of human professionals in comprehending molecules’ topological structures. To bridge this gap, we propose MolCA:...

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Bibliographic Details
Main Authors: LIU, Zhiyuan, LI, Sihang, LUO, Yanchen, FEI, Hao, CAO, Yixin, KAWAGUCHI, Kenji, WANG, Xiang, CHUA, Tat-Seng
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2023
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Online Access:https://ink.library.smu.edu.sg/sis_research/8394
https://ink.library.smu.edu.sg/context/sis_research/article/9397/viewcontent/2310.12798.pdf
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Institution: Singapore Management University
Language: English