Aligning large language models and geometric deep models for protein representation

Summary: In this study, we explore the alignment of multimodal representations between large language models (LLMs) and geometric deep models (GDMs) in the protein domain. We comprehensively evaluate three LLMs with four protein-specialized GDMs. Our work examines alignment factors from both model a...

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Bibliographic Details
Main Authors: Dong Shu, Bingbing Duan, Kai Guo, Kaixiong Zhou, Jiliang Tang, Mengnan Du
Format: Article
Language:English
Published: Elsevier 2025-05-01
Series:Patterns
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666389925000753
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