Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis
Yiwei Wang, Muhao Chen, Wenxuan Zhou, Yujun Cai, Yuxuan Liang, Dayiheng Liu, Baosong Yang, Juncheng Liu, Bryan Hooi
2022Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies27 citationsDOIOpen Access PDF
Abstract
Yiwei Wang, Muhao Chen, Wenxuan Zhou, Yujun Cai, Yuxuan Liang, Dayiheng Liu, Baosong Yang, Juncheng Liu, Bryan Hooi. Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 2022.
Topics & Concepts
Counterfactual thinkingRelation (database)DebiasingRelationship extractionComputer scienceComputational linguisticsChenNatural language processingArtificial intelligenceLinguisticsCognitive scienceData miningEpistemologyPsychologyPhilosophyGeologyPaleontologyTopic ModelingNatural Language Processing TechniquesSentiment Analysis and Opinion Mining