mlsanityData to 14 Oct 2026

Overview of the 2021 Key Point Analysis Shared Task

arXiv 2110.10577 ↗First posted 20 Oct 2021cs.CLcited by 23

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Abstract (arXiv)

We describe the 2021 Key Point Analysis (KPA-2021) shared task on key point analysis that we organized as a part of the 8th Workshop on Argument Mining (ArgMining 2021) at EMNLP 2021. We outline various approaches and discuss the results of the shared task. We expect the task and the findings reported in this paper to be relevant for researchers working on text summarization and argument mining.

Key facts. Cited by 23 papers in the map (data through 14 Oct 2026). Builds on 19 of its 30 references that are in the map. First posted on arXiv 20 Oct 2021.

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19 of 30 references.

References · 19

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  2. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,372
  3. 2019XLNet: Generalized Autoregressive Pretraining for Language Understandingcited by 2,811
  4. 2019ALBERT: A Lite BERT for Self-supervised Learning of Language Representationscited by 2,790
  5. 2020DeBERTa: Decoding-enhanced BERT with Disentangled Attentioncited by 2,181
  6. 2019PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarizationcited by 1,102
  7. 2019Text Summarization with Pretrained Encoderscited by 556
  8. 2018Generating Wikipedia by Summarizing Long Sequencescited by 335
  9. 2020Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific Articlescited by 97
  10. 2019Seeing Things from a Different Angle: Discovering Diverse Perspectives about Claimscited by 74
  11. 2019A Large-scale Dataset for Argument Quality Ranking: Construction and Analysiscited by 67
  12. 2020From Arguments to Key Points: Towards Automatic Argument Summarizationcited by 61
7 more
  1. 2019Automatic Argument Quality Assessment -- New Datasets and Methodscited by 47
  2. 2016Neural Network-Based Abstract Generation for Opinions and Argumentscited by 46
  3. 2020Quantitative Argument Summarization and Beyond: Cross-Domain Key Point Analysiscited by 32
  4. 2019Informative and Controllable Opinion Summarizationcited by 27
  5. 2020Self-Supervised and Controlled Multi-Document Opinion Summarizationcited by 23
  6. 2021Every Bite Is an Experience: Key Point Analysis of Business Reviewscited by 19
  7. 2021Key Point Analysis via Contrastive Learning and Extractive Argument Summarizationcited by 16

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2022: 3; 2023: 3; 2024: 8; 2025: 6; 2026: 3.

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  1. 2022ArgLegalSumm: Improving Abstractive Summarization of Legal Documents with Argument Miningcited by 25
  2. 2025Large Language Models in Argument Mining: A Surveycited by 14
  3. 2024Which Side Are You On? A Multi-task Dataset for End-to-End Argument Summarisation and Evaluationcited by 13
  4. 2024The Nature of NLP: Analyzing Contributions in NLP Paperscited by 12
  5. 2024An Empirical Analysis of Diversity in Argument Summarizationcited by 9
  6. 2022Will It Blend? Mixing Training Paradigms & Prompting for Argument Quality Predictioncited by 7
  7. 2023ArgU: A Controllable Factual Argument Generatorcited by 7
  8. 2024Prompted Aspect Key Point Analysis for Quantitative Review Summarizationcited by 6
  9. 2023Do You Hear The People Sing? Key Point Analysis via Iterative Clustering and Abstractive Summarisationcited by 5
  10. 2024Enhancing Argument Summarization: Prioritizing Exhaustiveness in Key Point Generation and Introducing an Automatic Coverage Evaluation Metriccited by 5
  11. 2024Exploring Key Point Analysis with Pairwise Generation and Graph Partitioningcited by 4
  12. 2025Argument Summarization and its Evaluation in the Era of Large Language Modelscited by 4
11 more
  1. 2025ArgInstruct: Specialized Instruction Fine-Tuning for Computational Argumentationcited by 4
  2. 2025ArgCMV: An Argument Summarization Benchmark for the LLM-eracited by 3
  3. 2023Hi-ArG: Exploring the Integration of Hierarchical Argumentation Graphs in Language Pretrainingcited by 2
  4. 2024QANA: LLM-based Question Generation and Network Analysis for Zero-shot Key Point Analysis and Beyondcited by 1
  5. 2024PerSphere: A Comprehensive Framework for Multi-Faceted Perspective Retrieval and Summarizationcited by 1
  6. 2022From Judgement's Premises Towards Key Pointscited by 0
  7. 2025QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answeringcited by 0
  8. 2025ARQUSUMM: Argument-aware Quantitative Summarization of Online Conversationscited by 0
  9. 2026The GDN-CC Dataset: Automatic Corpus Clarification for AI-enhanced Democratic Citizen Consultationscited by 0
  10. 2026Task-Adaptive Embedding Refinement via Test-time LLM Guidancecited by 0
  11. 2026Key Point Analysis Needs Structure Recovery: Task Definition, Dataset Diagnosis, and a Structure-Aware Benchmarkcited by 0