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DCCL: Question-guided dual-channel contrastive learning framework for emotion-cause pair extraction | Synapse
March 3, 2026
DCCL: Question-guided dual-channel contrastive learning framework for emotion-cause pair extraction
HW
Hongyang Wang
YD
Yi Du
Xihua University
JL
Jia Liu
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Key Points
Emotion-cause pairs are effectively extracted, showing improved accuracy compared to prior methods.
The proposed model utilizes a dual-channel approach, enhancing feature extraction by 30% on benchmark datasets.
Assessment involved contrastive learning techniques, which improved discrimination between emotion and cause pairs.
This work highlights the potential for enhancing natural language processing applications in emotion analysis.
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Wang et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75d64c6e9836116a27655
https://doi.org/https://doi.org/10.1016/j.eswa.2026.131357
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