Multi-Sentence Argument Linking
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Abstract (arXiv)
We present a novel document-level model for finding argument spans that fill an event's roles, connecting related ideas in sentence-level semantic role labeling and coreference resolution. Because existing datasets for cross-sentence linking are small, development of our neural model is supported through the creation of a new resource, Roles Across Multiple Sentences (RAMS), which contains 9,124 annotated events across 139 types. We demonstrate strong performance of our model on RAMS and other event-related datasets.
Key facts. Cited by 81 papers in the map (data through 14 Oct 2026). First posted on arXiv 9 Nov 2019.
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Citing papers per year: 2021: 10; 2022: 22; 2023: 20; 2024: 14; 2025: 6; 2026: 9.
81 papers.
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- 2023Retrieval-Augmented Generation for Large Language Models: A Surveycited by 2,212
- 2025Agentic Retrieval-Augmented Generation: A Survey on Agentic RAGcited by 249
- 2023Large Language Models for Generative Information Extraction: A Surveycited by 185
- 2021Document-Level Event Argument Extraction by Conditional Generationcited by 155
- 2023GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extractioncited by 119
- 2022Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extractioncited by 54
- 2023CRAB: Assessing the Strength of Causal Relationships Between Real-world Eventscited by 28
- 2023TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extractioncited by 28
- 2022GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument Rolescited by 26
- 2022Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learningcited by 25
- 2021What is Event Knowledge Graph: A Surveycited by 19
- 2023The Devil is in the Details: On the Pitfalls of Event Extraction Evaluationcited by 19
38 more
- 2022MEE: A Novel Multilingual Event Extraction Datasetcited by 17
- 2022A Two-Stream AMR-enhanced Model for Document-level Event Argument Extractioncited by 16
- 2021MLBiNet: A Cross-Sentence Collective Event Detection Networkcited by 15
- 2023Translation and Fusion Improves Zero-shot Cross-lingual Information Extractioncited by 15
- 2023GLEN: General-Purpose Event Detection for Thousands of Typescited by 14
- 2021Efficient Document-level Event Extraction via Pseudo-Trigger-aware Pruned Complete Graphcited by 13
- 2021A Survey on Deep Learning Event Extraction: Approaches and Applicationscited by 12
- 2024ULTRA: Unleash LLMs' Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinementcited by 12
- 2022Dynamic Global Memory for Document-level Argument Extractioncited by 11
- 2022Iterative Document-level Information Extraction via Imitation Learningcited by 11
- 2022Open-Vocabulary Argument Role Prediction for Event Extractioncited by 11
- 2023OmniEvent: A Comprehensive, Fair, and Easy-to-Use Toolkit for Event Understandingcited by 11
- 2022Information Extraction in Low-Resource Scenarios: Survey and Perspectivecited by 10
- 2022A Multi-Format Transfer Learning Model for Event Argument Extraction via Variational Information Bottleneckcited by 10
- 2023Revisiting Event Argument Extraction: Can EAE Models Learn Better When Being Aware of Event Co-occurrences?cited by 10
- 2023Enhancing Document-level Event Argument Extraction with Contextual Clues and Role Relevancecited by 10
- 2022Few-Shot Document-Level Event Argument Extractioncited by 9
- 2022MINION: a Large-Scale and Diverse Dataset for Multilingual Event Detectioncited by 8
- 2023An AMR-based Link Prediction Approach for Document-level Event Argument Extractioncited by 8
- 2023LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extractioncited by 8
- 2022CUP: Curriculum Learning based Prompt Tuning for Implicit Event Argument Extractioncited by 7
- 2023MAILEX: Email Event and Argument Extractioncited by 6
- 2023MAVEN-Arg: Completing the Puzzle of All-in-One Event Understanding Dataset with Event Argument Annotationcited by 6
- 2024CMNEE: A Large-Scale Document-Level Event Extraction Dataset based on Open-Source Chinese Military Newscited by 6
- 2024Towards Better Question Generation in QA-based Event Extractioncited by 6
- 2025GKG-LLM: A Unified Framework for Generalized Knowledge Graph Constructioncited by 6
- 2021Sketching as a Tool for Understanding and Accelerating Self-attention for Long Sequencescited by 5
- 2024IEPile: Unearthing Large-Scale Schema-Based Information Extraction Corpuscited by 5
- 2024Superlatives in Context: Modeling the Implicit Semantics of Superlativescited by 5
- 2025Event Extraction in Large Language Modelcited by 5
- 2022Asking the Right Questions in Low Resource Template Extractioncited by 4
- 2024A Semantic Mention Graph Augmented Model for Document-Level Event Argument Extractioncited by 4
- 2024Explicating the Implicit: Argument Detection Beyond Sentence Boundariescited by 4
- 2023CEO: Corpus-based Open-Domain Event Ontology Inductioncited by 3
- 2023EDM3: Event Detection as Multi-task Text Generationcited by 3
- 2023A Survey of Document-Level Information Extractioncited by 3
- 2024A Compressive Memory-based Retrieval Approach for Event Argument Extractioncited by 3
- 2024RUIE: Retrieval-based Unified Information Extraction using Large Language Modelcited by 3
50 most cited of 81 All 81 (JSON)
- 2026Calibrated Typed Decisions for Entity, Relation, and Event Extraction12 Oct 2026
- 2026A Scalable Cross-Domain Event Extraction System via a Unified Generative Training Framework24 Aug 2026
- 2026A Multi-Domain and Multi-Task Generative Framework with Explicit Task and Domain Conditioning for Cross-Domain Event Extraction24 Aug 2026
- 2026Beyond Clean Text: Evaluating Encoder and Decoder Robustness for Bangla Event Detection in Noisy Text29 Jun 2026
- 2026SCOPE and SCION: A Benchmark and an Auditable Reference Pipeline for Schema Induction and Fusion from Text20 May 2026
- 2026EVENT5Ws: A Large Dataset for Open-Domain Event Extraction from Documents23 Apr 2026
- 2026A Multimodal Text- and Graph-Based Approach for Open-Domain Event Extraction from Documents23 Apr 2026
- 2026Learning to Generate and Extract: A Multi-Agent Collaboration Framework For Zero-shot Document-level Event Arguments Extraction3 Mar 2026
- 2026Event Detection with a Context-Aware Encoder and LoRA for Improved Performance on Long-Tailed Classes17 Jan 2026
- 2025Event Extraction in Large Language Model22 Dec 2025
- 2025Categorical Emotions or Appraisals - Which Emotion Model Explains Argument Convincingness Better?10 Nov 2025
- 2025MPL: Multiple Programming Languages with Large Language Models for Information Extraction22 May 2025
38 more
- 2025MES-RAG: Bringing Multi-modal, Entity-Storage, and Secure Enhancements to RAG17 Mar 2025
- 2025GKG-LLM: A Unified Framework for Generalized Knowledge Graph Construction14 Mar 2025
- 2025Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG15 Jan 2025
- 2024Are Triggers Needed for Document-Level Event Extraction?13 Nov 2024
- 2024KnowCoder-X: Boosting Multilingual Information Extraction via Code7 Nov 2024
- 2024RUIE: Retrieval-based Unified Information Extraction using Large Language Model18 Sep 2024
- 2024A Compressive Memory-based Retrieval Approach for Event Argument Extraction14 Sep 2024
- 2024Enhancing Document-level Argument Extraction with Definition-augmented Heuristic-driven Prompting for LLMs30 Aug 2024
- 2024Explicating the Implicit: Argument Detection Beyond Sentence Boundaries8 Aug 2024
- 2024Superlatives in Context: Modeling the Implicit Semantics of Superlatives31 May 2024
- 2024Towards Better Question Generation in QA-based Event Extraction17 May 2024
- 2024Asking and Answering Questions to Extract Event-Argument Structures25 Apr 2024
- 2024CMNEE: A Large-Scale Document-Level Event Extraction Dataset based on Open-Source Chinese Military News18 Apr 2024
- 2024Event Extraction in Basque: Typologically motivated Cross-Lingual Transfer-Learning Analysis9 Apr 2024
- 2024A Semantic Mention Graph Augmented Model for Document-Level Event Argument Extraction12 Mar 2024
- 2024IEPile: Unearthing Large-Scale Schema-Based Information Extraction Corpus22 Feb 2024
- 2024ULTRA: Unleash LLMs' Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinement24 Jan 2024
- 2023Large Language Models for Generative Information Extraction: A Survey29 Dec 2023
- 2023Retrieval-Augmented Generation for Large Language Models: A Survey18 Dec 2023
- 2023TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction16 Nov 2023
- 2023MAVEN-Arg: Completing the Puzzle of All-in-One Event Understanding Dataset with Event Argument Annotation15 Nov 2023
- 2023LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction11 Nov 2023
- 2023CRAB: Assessing the Strength of Causal Relationships Between Real-world Events7 Nov 2023
- 2023Enhancing Document-level Event Argument Extraction with Contextual Clues and Role Relevance8 Oct 2023
- 2023GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction5 Oct 2023
- 2023OmniEvent: A Comprehensive, Fair, and Easy-to-Use Toolkit for Event Understanding25 Sep 2023
- 2023A Survey of Document-Level Information Extraction23 Sep 2023
- 2023Token-Event-Role Structure-based Multi-Channel Document-Level Event Extraction30 Jun 2023
- 2023The Devil is in the Details: On the Pitfalls of Event Extraction Evaluation12 Jun 2023
- 2023Revisiting Event Argument Extraction: Can EAE Models Learn Better When Being Aware of Event Co-occurrences?1 Jun 2023
- 2023An AMR-based Link Prediction Approach for Document-level Event Argument Extraction30 May 2023
- 2023EDM3: Event Detection as Multi-task Text Generation25 May 2023
- 2023Translation and Fusion Improves Zero-shot Cross-lingual Information Extraction23 May 2023
- 2023CEO: Corpus-based Open-Domain Event Ontology Induction22 May 2023
- 2023MAILEX: Email Event and Argument Extraction22 May 2023
- 2023GLEN: General-Purpose Event Detection for Thousands of Types16 Mar 2023
- 2023Whats New? Identifying the Unfolding of New Events in Narratives15 Feb 2023
- 2022Semantically-informed Hierarchical Event Modeling20 Dec 2022
50 newest of 81 All 81 (JSON)
- 2023Retrieval-Augmented Generation for Large Language Models: A Surveycited by 2,212
- 2025Event Extraction in Large Language Modelcited by 5
- 2025Event Extraction in Large Language Model22 Dec 2025
- 2023Large Language Models for Generative Information Extraction: A Surveycited by 185
- 2021Document-Level Event Argument Extraction by Conditional Generationcited by 155
- 2023GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extractioncited by 119
- 2022Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extractioncited by 54
- 2023CRAB: Assessing the Strength of Causal Relationships Between Real-world Eventscited by 28
- 2023TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extractioncited by 28
- 2022GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument Rolescited by 26
- 2022Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learningcited by 25
- 2021What is Event Knowledge Graph: A Surveycited by 19
- 2023The Devil is in the Details: On the Pitfalls of Event Extraction Evaluationcited by 19
- 2022MEE: A Novel Multilingual Event Extraction Datasetcited by 17
- 2022A Two-Stream AMR-enhanced Model for Document-level Event Argument Extractioncited by 16
12 most cited of 76 All 76 (JSON)
- 2026Calibrated Typed Decisions for Entity, Relation, and Event Extraction12 Oct 2026
- 2026A Scalable Cross-Domain Event Extraction System via a Unified Generative Training Framework24 Aug 2026
- 2026A Multi-Domain and Multi-Task Generative Framework with Explicit Task and Domain Conditioning for Cross-Domain Event Extraction24 Aug 2026
- 2026Beyond Clean Text: Evaluating Encoder and Decoder Robustness for Bangla Event Detection in Noisy Text29 Jun 2026
- 2026SCOPE and SCION: A Benchmark and an Auditable Reference Pipeline for Schema Induction and Fusion from Text20 May 2026
- 2026EVENT5Ws: A Large Dataset for Open-Domain Event Extraction from Documents23 Apr 2026
- 2026A Multimodal Text- and Graph-Based Approach for Open-Domain Event Extraction from Documents23 Apr 2026
- 2026Event Detection with a Context-Aware Encoder and LoRA for Improved Performance on Long-Tailed Classes17 Jan 2026
- 2025Categorical Emotions or Appraisals - Which Emotion Model Explains Argument Convincingness Better?10 Nov 2025
- 2025MPL: Multiple Programming Languages with Large Language Models for Information Extraction22 May 2025
- 2025GKG-LLM: A Unified Framework for Generalized Knowledge Graph Construction14 Mar 2025
- 2024Are Triggers Needed for Document-Level Event Extraction?13 Nov 2024
12 newest of 76 All 76 (JSON)