MultiOpEd: A Corpus of Multi-Perspective News Editorials
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Abstract (arXiv)
We propose MultiOpEd, an open-domain news editorial corpus that supports various tasks pertaining to the argumentation structure in news editorials, focusing on automatic perspective discovery. News editorial is a genre of persuasive text, where the argumentation structure is usually implicit. However, the arguments presented in an editorial typically center around a concise, focused thesis, which we refer to as their perspective. MultiOpEd aims at supporting the study of multiple tasks relevant to automatic perspective discovery, where a system is expected to produce a single-sentence thesis statement summarizing the arguments presented. We argue that identifying and abstracting such natural language perspectives from editorials is a crucial step toward studying the implicit argumentation structure in news editorials. We first discuss the challenges and define a few conceptual tasks towards our goal. To demonstrate the utility of MultiOpEd and the induced tasks, we study the problem of perspective summarization in a multi-task learning setting, as a case study. We show that, with the induced tasks as auxiliary tasks, we can improve the quality of the perspective summary generated. We hope that MultiOpEd will be a useful resource for future studies on argumentation in the news editorial domain.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). Builds on 15 of its 40 references that are in the map. First posted on arXiv 4 Jun 2021.
Builds on
15 of 40 references.
References · 15
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- 2019Seeing Things from a Different Angle: Discovering Diverse Perspectives about Claimscited by 73
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Citing papers per year: 2021: 1; 2022: 2; 2023: 3; 2024: 3; 2025: 1; 2026: 3.
13 papers.
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- 2022NEWTS: A Corpus for News Topic-Focused Summarizationcited by 27
- 2024Open Domain Question Answering with Conflicting Contextscited by 18
- 2024Open-World Evaluation for Retrieving Diverse Perspectivescited by 11
- 2023LMGQS: A Large-scale Dataset for Query-focused Summarizationcited by 9
- 2021Design Challenges for a Multi-Perspective Search Enginecited by 7
- 2023Topic Ontologies for Argumentscited by 3
- 2023Responsible AI Considerations in Text Summarization Research: A Review of Current Practicescited by 2
- 2025Conflicts in Texts: Data, Implications and Challengescited by 2
- 2022Answer Consolidation: Formulation and Benchmarkingcited by 1
- 2026Structuring the Space of Perspectivescited by 1
- 2024Does This Summary Answer My Question? Modeling Query-Focused Summary Readers with Rational Speech Actscited by 0
- 2026ConflictScore: Identifying and Measuring How Language Models Handle Conflicting Evidencecited by 0
1 more
- 2026Overlap, Unique and Conflict: Can LLMs Extract What They Can Recognize?30 Sep 2026
- 2026Structuring the Space of Perspectives12 Aug 2026
- 2026ConflictScore: Identifying and Measuring How Language Models Handle Conflicting Evidence24 Jun 2026
- 2025Conflicts in Texts: Data, Implications and Challenges28 Apr 2025
- 2024Does This Summary Answer My Question? Modeling Query-Focused Summary Readers with Rational Speech Acts10 Nov 2024
- 2024Open Domain Question Answering with Conflicting Contexts16 Oct 2024
- 2024Open-World Evaluation for Retrieving Diverse Perspectives26 Sep 2024
- 2023Responsible AI Considerations in Text Summarization Research: A Review of Current Practices18 Nov 2023
- 2023LMGQS: A Large-scale Dataset for Query-focused Summarization22 May 2023
- 2023Topic Ontologies for Arguments23 Jan 2023
- 2022NEWTS: A Corpus for News Topic-Focused Summarization31 May 2022
- 2022Answer Consolidation: Formulation and Benchmarking29 Apr 2022
1 more
- 2021Design Challenges for a Multi-Perspective Search Engine15 Dec 2021
- 2022NEWTS: A Corpus for News Topic-Focused Summarizationcited by 27
- 2024Open Domain Question Answering with Conflicting Contextscited by 18
- 2024Open-World Evaluation for Retrieving Diverse Perspectivescited by 11
- 2023LMGQS: A Large-scale Dataset for Query-focused Summarizationcited by 9
- 2021Design Challenges for a Multi-Perspective Search Enginecited by 7
- 2023Topic Ontologies for Argumentscited by 3
- 2023Responsible AI Considerations in Text Summarization Research: A Review of Current Practicescited by 2
- 2025Conflicts in Texts: Data, Implications and Challengescited by 2
- 2022Answer Consolidation: Formulation and Benchmarkingcited by 1
- 2026Structuring the Space of Perspectivescited by 1
- 2024Does This Summary Answer My Question? Modeling Query-Focused Summary Readers with Rational Speech Actscited by 0
- 2026ConflictScore: Identifying and Measuring How Language Models Handle Conflicting Evidencecited by 0
12 most cited of 13 All 13 (JSON)
- 2026Overlap, Unique and Conflict: Can LLMs Extract What They Can Recognize?30 Sep 2026
- 2026Structuring the Space of Perspectives12 Aug 2026
- 2026ConflictScore: Identifying and Measuring How Language Models Handle Conflicting Evidence24 Jun 2026
- 2025Conflicts in Texts: Data, Implications and Challenges28 Apr 2025
- 2024Does This Summary Answer My Question? Modeling Query-Focused Summary Readers with Rational Speech Acts10 Nov 2024
- 2024Open Domain Question Answering with Conflicting Contexts16 Oct 2024
- 2024Open-World Evaluation for Retrieving Diverse Perspectives26 Sep 2024
- 2023Responsible AI Considerations in Text Summarization Research: A Review of Current Practices18 Nov 2023
- 2023LMGQS: A Large-scale Dataset for Query-focused Summarization22 May 2023
- 2023Topic Ontologies for Arguments23 Jan 2023
- 2022NEWTS: A Corpus for News Topic-Focused Summarization31 May 2022
- 2022Answer Consolidation: Formulation and Benchmarking29 Apr 2022
12 newest of 13 All 13 (JSON)