Incorporating Peer Reviews and Rebuttal Counter-Arguments for Meta-Review Generation

Po Cheng Wu, An Zi Yen, Hen Hsen Huang, Hsin Hsi Chen

研究成果: Conference contribution同行評審

5 引文 斯高帕斯(Scopus)

摘要

Peer review is an essential part of the scientific process in which the research papers are assessed by several reviewers. The author rebuttal phase, which is held at most top conferences, provides an opportunity for the authors to defend their work against the arguments made by the reviewers. The strengths and the weaknesses pointed out by the reviewers, as well as the authors' responses, will be evaluated by the area chair. The final decisions generally accompany meta-reviews regarding the reason for acceptance/rejection. Previous research has studied the generation of meta-review using transformer-based summarization models. However, few of them consider the rebuttals' content and the interaction between reviews and rebuttals' arguments, where the argumentation persuasiveness plays an important role in affecting the final decision. To generate a comprehensive meta-review that well organizes reviewers' opinions and authors' responses, we present a novel generation model that is capable of explicitly modeling the complicated argumentation structure from not only arguments between the reviewers and the authors but also the inter-reviewer discussions. Experimental results show that our model outperforms baselines in terms of both automatic evaluation and human evaluation, demonstrating the effectiveness of our approach.

原文English
主出版物標題CIKM 2022 - Proceedings of the 31st ACM International Conference on Information and Knowledge Management
發行者Association for Computing Machinery
頁面2189-2198
頁數10
ISBN(電子)9781450392365
DOIs
出版狀態Published - 17 10月 2022
事件31st ACM International Conference on Information and Knowledge Management, CIKM 2022 - Atlanta, 美國
持續時間: 17 10月 202221 10月 2022

出版系列

名字International Conference on Information and Knowledge Management, Proceedings
ISSN(列印)2155-0751

Conference

Conference31st ACM International Conference on Information and Knowledge Management, CIKM 2022
國家/地區美國
城市Atlanta
期間17/10/2221/10/22

指紋

深入研究「Incorporating Peer Reviews and Rebuttal Counter-Arguments for Meta-Review Generation」主題。共同形成了獨特的指紋。

引用此