BERT-based response selection in dialogue systems using utterance attention mechanisms

作者:

Highlights:

• BERT-based response selection in dialogue systems.

• Utterance attention to comprehend relationships between utterances and response.

• Proposed method achieved a performance improvement in DSTC8 datasets.

摘要

•BERT-based response selection in dialogue systems.•Utterance attention to comprehend relationships between utterances and response.•Proposed method achieved a performance improvement in DSTC8 datasets.

论文关键词:Dialogue system,Natural language processing,Deep learning,Response selection,Attention mechanism,BERT

论文评审过程:Received 12 May 2020, Revised 22 July 2022, Accepted 22 July 2022, Available online 27 July 2022, Version of Record 1 August 2022.

论文官网地址:https://doi.org/10.1016/j.eswa.2022.118277