A Co-Matching Model for Multi-choice Reading Comprehension
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Abstract (arXiv)
Multi-choice reading comprehension is a challenging task, which involves the matching between a passage and a question-answer pair. This paper proposes a new co-matching approach to this problem, which jointly models whether a passage can match both a question and a candidate answer. Experimental results on the RACE dataset demonstrate that our approach achieves state-of-the-art performance.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Jun 2018.
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Citing papers per year: 2021: 5; 2022: 5; 2023: 2; 2024: 0; 2025: 0; 2026: 1.
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- 2022Reasoning Like Program Executorscited by 45
- 2021Achieving Human Parity on Visual Question Answeringcited by 5
- 2021Context-guided Triple Matching for Multiple Choice Question Answeringcited by 2
- 2022Discourse-Aware Graph Networks for Textual Logical Reasoningcited by 2
- 2021XRJL-HKUST at SemEval-2021 Task 4: WordNet-Enhanced Dual Multi-head Co-Attention for Reading Comprehension of Abstract Meaningcited by 1
- 2021Audio-Oriented Multimodal Machine Comprehension: Task, Dataset and Modelcited by 1
- 2022Tri-Attention: Explicit Context-Aware Attention Mechanism for Natural Language Processingcited by 1
- 2023Multi-grained Evidence Inference for Multi-choice Reading Comprehensioncited by 1
- 2021Feudal Reinforcement Learning by Reading Manualscited by 0
- 2022elBERto: Self-supervised Commonsense Learning for Question Answeringcited by 0
- 2022JECC: Commonsense Reasoning Tasks Derived from Interactive Fictionscited by 0
- 2023EMBRACE: Evaluation and Modifications for Boosting RACEcited by 0
- 2026ViMultiChoice: Toward a Method That Gives Explanation for Multiple-Choice Reading Comprehension in Vietnamese10 Feb 2026
- 2023Multi-grained Evidence Inference for Multi-choice Reading Comprehension27 Oct 2023
- 2023EMBRACE: Evaluation and Modifications for Boosting RACE15 May 2023
- 2022Tri-Attention: Explicit Context-Aware Attention Mechanism for Natural Language Processing5 Nov 2022
- 2022JECC: Commonsense Reasoning Tasks Derived from Interactive Fictions18 Oct 2022
- 2022Discourse-Aware Graph Networks for Textual Logical Reasoning4 Jul 2022
- 2022elBERto: Self-supervised Commonsense Learning for Question Answering17 Mar 2022
- 2022Reasoning Like Program Executors27 Jan 2022
- 2021Achieving Human Parity on Visual Question Answering17 Nov 2021
- 2021Feudal Reinforcement Learning by Reading Manuals13 Oct 2021
- 2021Context-guided Triple Matching for Multiple Choice Question Answering27 Sep 2021
- 2021Audio-Oriented Multimodal Machine Comprehension: Task, Dataset and Model4 Jul 2021
- 2022Reasoning Like Program Executorscited by 45
- 2022Discourse-Aware Graph Networks for Textual Logical Reasoningcited by 2
- 2022JECC: Commonsense Reasoning Tasks Derived from Interactive Fictionscited by 0
- 2022JECC: Commonsense Reasoning Tasks Derived from Interactive Fictions18 Oct 2022
- 2022Discourse-Aware Graph Networks for Textual Logical Reasoning4 Jul 2022
- 2022Reasoning Like Program Executors27 Jan 2022
- 2021Achieving Human Parity on Visual Question Answeringcited by 5
- 2021Context-guided Triple Matching for Multiple Choice Question Answeringcited by 2
- 2021XRJL-HKUST at SemEval-2021 Task 4: WordNet-Enhanced Dual Multi-head Co-Attention for Reading Comprehension of Abstract Meaningcited by 1
- 2021Audio-Oriented Multimodal Machine Comprehension: Task, Dataset and Modelcited by 1
- 2022Tri-Attention: Explicit Context-Aware Attention Mechanism for Natural Language Processingcited by 1
- 2023Multi-grained Evidence Inference for Multi-choice Reading Comprehensioncited by 1
- 2021Feudal Reinforcement Learning by Reading Manualscited by 0
- 2022elBERto: Self-supervised Commonsense Learning for Question Answeringcited by 0
- 2023EMBRACE: Evaluation and Modifications for Boosting RACEcited by 0
- 2026ViMultiChoice: Toward a Method That Gives Explanation for Multiple-Choice Reading Comprehension in Vietnamesecited by 0
- 2026ViMultiChoice: Toward a Method That Gives Explanation for Multiple-Choice Reading Comprehension in Vietnamese10 Feb 2026
- 2023Multi-grained Evidence Inference for Multi-choice Reading Comprehension27 Oct 2023
- 2023EMBRACE: Evaluation and Modifications for Boosting RACE15 May 2023
- 2022Tri-Attention: Explicit Context-Aware Attention Mechanism for Natural Language Processing5 Nov 2022
- 2022elBERto: Self-supervised Commonsense Learning for Question Answering17 Mar 2022
- 2021Achieving Human Parity on Visual Question Answering17 Nov 2021
- 2021Feudal Reinforcement Learning by Reading Manuals13 Oct 2021
- 2021Context-guided Triple Matching for Multiple Choice Question Answering27 Sep 2021
- 2021Audio-Oriented Multimodal Machine Comprehension: Task, Dataset and Model4 Jul 2021
- 2021XRJL-HKUST at SemEval-2021 Task 4: WordNet-Enhanced Dual Multi-head Co-Attention for Reading Comprehension of Abstract Meaning30 Mar 2021