A joint FrameNet and element focusing Sentence-BERT method of sentence similarity computation

作者:

Highlights:

• A method based on frame semantics considers sentences’ actual meaning.

• A sentence representation model is improved based on deep learning.

• Combine the frame semantics theory and the sentence representation model idea.

• The proposed hybrid method outperforms baselines.

摘要

•A method based on frame semantics considers sentences’ actual meaning.•A sentence representation model is improved based on deep learning.•Combine the frame semantics theory and the sentence representation model idea.•The proposed hybrid method outperforms baselines.

论文关键词:Sentence similarity computation,FrameNet,Frame semantics,BERT,Deep learning

论文评审过程:Received 5 November 2021, Revised 8 February 2022, Accepted 28 March 2022, Available online 4 April 2022, Version of Record 4 April 2022.

论文官网地址:https://doi.org/10.1016/j.eswa.2022.117084