Adaptive multimodal transformer based on exchanging for multimodal sentiment analysis

Adaptive multimodal transformer based on exchanging for multimodal sentiment analysis

Abstract Multimodal sentiment analysis significantly improves sentiment classification performance by integrating cross-modal emotional cues. However, existing methods still face challenges in key issues such as modal distribution differences, cross-modal interaction efficiency, and contextual corre...

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Bibliographic Details
Main Authors: Gulanbaier Tuerhong, Feifan Fu, Mairidan Wushouer
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Multimodal sentiment analysis
Attention mechanism
Exchange fusion
Online Access:https://doi.org/10.1038/s41598-025-11848-4
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https://doi.org/10.1038/s41598-025-11848-4

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