mlsanityData to 7 Oct 2026

Neural models of factuality

arXiv 1804.02472 ↗First posted 6 Apr 2018cs.CLcited by 20

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Abstract (arXiv)

We present two neural models for event factuality prediction, which yield significant performance gains over previous models on three event factuality datasets: FactBank, UW, and MEANTIME. We also present a substantial expansion of the It Happened portion of the Universal Decompositional Semantics dataset, yielding the largest event factuality dataset to date. We report model results on this extended factuality dataset as well.

Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Apr 2018.

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Citing papers per year: 2021: 4; 2022: 4; 2023: 5; 2024: 5; 2025: 2.

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  1. 2022Towards Faithful Model Explanation in NLP: A Surveycited by 129
  2. 2023Navigating the Grey Area: How Expressions of Uncertainty and Overconfidence Affect Language Modelscited by 91
  3. 2024Holmes: A Benchmark to Assess the Linguistic Competence of Language Modelscited by 26
  4. 2024Beyond the Turn-Based Game: Enabling Real-Time Conversations with Duplex Modelscited by 26
  5. 2021The Possible, the Plausible, and the Desirable: Event-Based Modality Detection for Language Processingcited by 13
  6. 2021He Thinks He Knows Better than the Doctors: BERT for Event Factuality Fails on Pragmaticscited by 12
  7. 2021A Survey on Deep Learning Event Extraction: Approaches and Applicationscited by 12
  8. 2023Finding Common Ground: Annotating and Predicting Common Ground in Spoken Conversationscited by 6
  9. 2024MAVEN-Fact: A Large-scale Event Factuality Detection Datasetcited by 6
  10. 2021Exploiting a Zoo of Checkpoints for Unseen Taskscited by 3
  11. 2023Holistic Exploration on Universal Decompositional Semantic Parsing: Architecture, Data Augmentation, and LLM Paradigmcited by 2
  12. 2023Leveraging Codebook Knowledge with NLI and ChatGPT for Zero-Shot Political Relation Classificationcited by 2
8 more
  1. 2022Examining Political Rhetoric with Epistemic Stance Detectioncited by 1
  2. 2024Multimodal Belief Predictioncited by 1
  3. 2024Training LLMs to Recognize Hedges in Spontaneous Narrativescited by 1
  4. 2022Polish Natural Language Inference and Factivity -- an Expert-based Dataset and Benchmarkscited by 0
  5. 2022MIST: a Large-Scale Annotated Resource and Neural Models for Functions of Modal Verbs in English Scientific Textcited by 0
  6. 2023Factuality Detection using Machine Translation -- a Use Case for German Clinical Textcited by 0
  7. 2025Zero-Shot Belief: A Hard Problem for LLMscited by 0
  8. 2025Say Less, Mean More: Leveraging Pragmatics in Retrieval-Augmented Generationcited by 0