mlsanityData to 14 Oct 2026

Fine-Grained Temporal Relation Extraction

arXiv 1902.01390 ↗First posted 4 Feb 2019cs.CLcited by 21

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Abstract (arXiv)

We present a novel semantic framework for modeling temporal relations and event durations that maps pairs of events to real-valued scales. We use this framework to construct the largest temporal relations dataset to date, covering the entirety of the Universal Dependencies English Web Treebank. We use this dataset to train models for jointly predicting fine-grained temporal relations and event durations. We report strong results on our data and show the efficacy of a transfer-learning approach for predicting categorical relations.

Key facts. Cited by 21 papers in the map (data through 14 Oct 2026). First posted on arXiv 4 Feb 2019.

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 7; 2022: 2; 2023: 5; 2024: 3; 2025: 2; 2026: 2.

21 papers.

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  1. 2021SituatedQA: Incorporating Extra-Linguistic Contexts into QAcited by 145
  2. 2024Holmes: A Benchmark to Assess the Linguistic Competence of Language Modelscited by 26
  3. 2021LOME: Large Ontology Multilingual Extractioncited by 23
  4. 2024TimeArena: Shaping Efficient Multitasking Language Agents in a Time-Aware Simulationcited by 23
  5. 2023A Comprehensive Survey on Relation Extraction: Recent Advances and New Frontierscited by 22
  6. 2021EventPlus: A Temporal Event Understanding Pipelinecited by 17
  7. 2021Extracting Temporal Event Relation with Syntax-guided Graph Transformercited by 16
  8. 2021Probing Language Models for Understanding of Temporal Expressionscited by 16
  9. 2023Zero and Few-shot Semantic Parsing with Ambiguous Inputscited by 16
  10. 2025It's High Time: A Survey of Temporal Question Answeringcited by 14
  11. 2025LexTime: A Benchmark for Temporal Ordering of Legal Eventscited by 10
  12. 2022Synopses of Movie Narratives: a Video-Language Dataset for Story Understandingcited by 8
9 more
  1. 2021Decomposing and Recomposing Event Structurecited by 5
  2. 2023Dynamically Updating Event Representations for Temporal Relation Classification with Multi-category Learningcited by 5
  3. 2023Fusing Temporal Graphs into Transformers for Time-Sensitive Question Answeringcited by 3
  4. 2022On Event Individuation for Document-Level Information Extractioncited by 2
  5. 2023Holistic Exploration on Universal Decompositional Semantic Parsing: Architecture, Data Augmentation, and LLM Paradigmcited by 2
  6. 2021STAGE: Tool for Automated Extraction of Semantic Time Cues to Enrich Neural Temporal Ordering Modelscited by 0
  7. 2024Only One Relation Possible? Modeling the Ambiguity in Event Temporal Relation Extractioncited by 0
  8. 2026PAA: The Probabilistic Allen Algebra: A Generative and Complete Probabilistic Extension of Allen's Interval Relationscited by 0
  9. 2026Evaluating Temporal Reasoning in Large Language Models: Event Temporal Relation Extraction with Allen's Interval Algebra, Logical Consistency, and Relative Time in Narrativescited by 0