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Understanding domain-specific attribute constraints in multimodal sentiment analysis via ensemble multimodal large language models with structured multistage prompts

Author:

Rongfei Chen,Junlong Tong,Xinming Zhang,Tingting Zhang,Xiaoyu Shen,Wei Zhang

Publication:

Expert Systems with Applications

Publisher:

Elsevier

Date:

15 December 2026

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