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SCAECE:Self & Co-Attention-based approach for Emotion Cause Extraction for moderate size dataset

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posted on 2023-07-30, 12:38 authored by Srishti GuptaSrishti Gupta, Sourav Kumar Dandapat

Emotion cause is an essential feature in generating empathetic responses. The process of finding the emotional causes for a particular is emotion cause extraction. This work proposes a multi-attention-based approach that utilizes textual and numerical features to enhance the cause extraction task. We target the usage of moderate-size datasets to show the efficiency of our model, as generally, the conversational datasets in English are of the mentioned size. In our work, we prove the efficiency of our model on the RECCON dataset against various state-of-the-art models and notice a significant amount of improvement. 

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Email Address of Submitting Author

srishti_2021cs38@iitp.ac.in

ORCID of Submitting Author

0000-0003-1043-1296

Submitting Author's Institution

Indian Institute of Technology Patna

Submitting Author's Country

  • India

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