mlsanityData to 14 Oct 2026

EventPlus: A Temporal Event Understanding Pipeline

arXiv 2101.04922 ↗First posted 13 Jan 2021cs.CL cs.AI cs.HCcited by 17

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Abstract (arXiv)

We present EventPlus, a temporal event understanding pipeline that integrates various state-of-the-art event understanding components including event trigger and type detection, event argument detection, event duration and temporal relation extraction. Event information, especially event temporal knowledge, is a type of common sense knowledge that helps people understand how stories evolve and provides predictive hints for future events. EventPlus as the first comprehensive temporal event understanding pipeline provides a convenient tool for users to quickly obtain annotations about events and their temporal information for any user-provided document. Furthermore, we show EventPlus can be easily adapted to other domains (e.g., biomedical domain). We make EventPlus publicly available to facilitate event-related information extraction and downstream applications.

Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). Builds on 21 of its 54 references that are in the map. First posted on arXiv 13 Jan 2021.

Builds on

21 of 54 references.

References · 21

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  2. 2018Deep contextualized word representationscited by 2,290
  3. 2019SciBERT: A Pretrained Language Model for Scientific Textcited by 1,414
  4. 2018AllenNLP: A Deep Semantic Natural Language Processing Platformcited by 347
  5. 2019Cosmos QA: Machine Reading Comprehension with Contextual Commonsense Reasoningcited by 285
  6. 2019Entity, Relation, and Event Extraction with Contextualized Span Representationscited by 262
  7. 2018Plan-And-Write: Towards Better Automatic Storytellingcited by 234
  8. 2020Content Planning for Neural Story Generation with Aristotelian Rescoringcited by 92
  9. 2018A Multi-Axis Annotation Scheme for Event Temporal Relationscited by 75
  10. 2020Cross-media Structured Common Space for Multimedia Event Extractioncited by 61
  11. 2019Joint Event and Temporal Relation Extraction with Shared Representations and Structured Predictioncited by 53
  12. 2019Plan, Write, and Revise: an Interactive System for Open-Domain Story Generationcited by 43
9 more
  1. 2020GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event Extractioncited by 43
  2. 2019NegBERT: A Transfer Learning Approach for Negation Detection and Scope Resolutioncited by 36
  3. 2018Constructing Narrative Event Evolutionary Graph for Script Event Predictioncited by 33
  4. 2019An Improved Neural Baseline for Temporal Relation Extractioncited by 32
  5. 2019Deep Structured Neural Network for Event Temporal Relation Extractioncited by 25
  6. 2019CogCompTime: A Tool for Understanding Time in Natural Language Textcited by 23
  7. 2019Fine-Grained Temporal Relation Extractioncited by 21
  8. 2020Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation Extractioncited by 15
  9. 2017Temporal Information Extraction for Question Answering Using Syntactic Dependencies in an LSTM-based Architecturecited by 11

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 2; 2022: 7; 2023: 5; 2024: 2; 2025: 0; 2026: 1.

17 papers.

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  1. 2021Men Are Elected, Women Are Married: Events Gender Bias on Wikipediacited by 30
  2. 2022NewsEdits: A News Article Revision Dataset and a Document-Level Reasoning Challengecited by 20
  3. 2022DICE: Data-Efficient Clinical Event Extraction with Generative Modelscited by 20
  4. 2021What is Event Knowledge Graph: A Surveycited by 19
  5. 2022Go Back in Time: Generating Flashbacks in Stories with Event Temporal Promptscited by 15
  6. 2023OmniEvent: A Comprehensive, Fair, and Easy-to-Use Toolkit for Event Understandingcited by 11
  7. 2022Reasoning about Procedures with Natural Language Processing: A Tutorialcited by 8
  8. 2023STAR: Boosting Low-Resource Information Extraction by Structure-to-Text Data Generation with Large Language Modelscited by 6
  9. 2023MAVEN-Arg: Completing the Puzzle of All-in-One Event Understanding Dataset with Event Argument Annotationcited by 6
  10. 2022Learning Action Conditions from Instructional Manuals for Instruction Understandingcited by 4
  11. 2022A Moral- and Event- Centric Inspection of Gender Bias in Fairy Tales at A Large Scalecited by 3
  12. 2024Event Temporal Relation Extraction based on Retrieval-Augmented on LLMscited by 3
5 more
  1. 2022NECE: Narrative Event Chain Extraction Toolkitcited by 2
  2. 2023MIDDAG: Where Does Our News Go? Investigating Information Diffusion via Community-Level Information Pathwayscited by 2
  3. 2023RESIN-EDITOR: A Schema-guided Hierarchical Event Graph Visualizer and Editorcited by 1
  4. 2024TemPrompt: Multi-Task Prompt Learning for Temporal Relation Extraction in RAG-based Crowdsourcing Systemscited by 1
  5. 2026Comparing Human and Large Language Model Interpretation of Implicit Informationcited by 0