Depression detection through dual-stream modeling with large language models: a fusion-based transfer learning framework integrating BERT and T5 representations

Millions of people around the world suffer from depression. While early diagnosis is essential for timely intervention, it remains a significant challenge due to limited access to clinically diagnosed data and privacy restrictions on mental health records. These limitations hinder the training of ro...

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Main Authors:	Wang, Na, Zhang, Weijia, Kamil, Raja, Renner, Ian, Al-Haddad, Syed Abdul Rahman, Ibrahim, Normala, Zhao, Zhen
Format:	Article
Language:	en
Published:	Frontiers Media SA 2026
Subjects:	Computer Science (miscellaneous) Information Systems Artificial Intelligence
Online Access:	http://psasir.upm.edu.my/id/eprint/123813/1/123813.pdf http://psasir.upm.edu.my/id/eprint/123813/ https://www.frontiersin.org/journals/big-data/articles/10.3389/fdata.2025.1651290/full
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