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HITSZ-HLT at SemEval-2022 Task 10: A Span-Relation Extraction Framework for Structured Sentiment Analysis

  • Harbin Institute of Technology Shenzhen

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

This paper describes our system that participated in the SemEval-2022 Task 10: Structured Sentiment Analysis, which aims to extract opinion tuples from texts. A full opinion tuple generally contains an opinion holder, an opinion target, the sentiment expression, and the corresponding polarity. The complex structure of the opinion tuple makes the task challenging. To address this task, we formalize it as a span-relation extraction problem and propose a two-stage extraction framework accordingly. In the first stage, we employ the span module to enumerate spans and then recognize the type of every span. In the second stage, we employ the relation module to determine the relation between spans. Our system achieves competitive results and ranks among the top-10 systems in almost subtasks.

Original languageEnglish
Title of host publicationSemEval 2022 - 16th International Workshop on Semantic Evaluation, Proceedings of the Workshop
EditorsGuy Emerson, Natalie Schluter, Gabriel Stanovsky, Ritesh Kumar, Alexis Palmer, Nathan Schneider, Siddharth Singh, Shyam Ratan
PublisherAssociation for Computational Linguistics (ACL)
Pages1406-1411
Number of pages6
ISBN (Electronic)9781955917803
DOIs
StatePublished - 2022
Externally publishedYes
Event16th International Workshop on Semantic Evaluation, SemEval 2022, co-located (hybrid) with The 2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics, NAACL 2022 - Seattle, United States
Duration: 14 Jul 202215 Jul 2022

Publication series

NameSemEval 2022 - 16th International Workshop on Semantic Evaluation, Proceedings of the Workshop

Conference

Conference16th International Workshop on Semantic Evaluation, SemEval 2022, co-located (hybrid) with The 2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics, NAACL 2022
Country/TerritoryUnited States
CitySeattle
Period14/07/2215/07/22

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