mlsanityData to 14 Oct 2026

SubeventWriter: Iterative Sub-event Sequence Generation with Coherence Controller

arXiv 2210.06694 ↗First posted 13 Oct 2022cs.CL cs.AIcited by 10

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Abstract (arXiv)

In this paper, we propose a new task of sub-event generation for an unseen process to evaluate the understanding of the coherence of sub-event actions and objects. To solve the problem, we design SubeventWriter, a sub-event sequence generation framework with a coherence controller. Given an unseen process, the framework can iteratively construct the sub-event sequence by generating one sub-event at each iteration. We also design a very effective coherence controller to decode more coherent sub-events. As our extensive experiments and analysis indicate, SubeventWriter can generate more reliable and meaningful sub-event sequences for unseen processes.

Key facts. Cited by 10 papers in the map (data through 14 Oct 2026). Builds on 29 of its 63 references that are in the map. First posted on arXiv 13 Oct 2022.

Builds on

29 of 63 references.

References · 29

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17 more
  1. 2018Event2Mind: Commonsense Inference on Events, Intents, and Reactionscited by 82
  2. 2020Reasoning about Goals, Steps, and Temporal Ordering with WikiHowcited by 66
  3. 2020Joint Constrained Learning for Event-Event Relation Extractioncited by 53
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  5. 2018Constructing Narrative Event Evolutionary Graph for Script Event Predictioncited by 33
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  8. 2020Unsupervised Label-aware Event Trigger and Argument Classificationcited by 27
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  10. 2019A Unified Neural Coherence Modelcited by 19
  11. 2019Event Representation Learning Enhanced with External Commonsense Knowledgecited by 19
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  13. 2020Conditional Generation of Temporally-ordered Event Sequencescited by 12
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  15. 2021Learning Constraints and Descriptive Segmentation for Subevent Detectioncited by 9
  16. 2021Rethinking Self-Supervision Objectives for Generalizable Coherence Modelingcited by 8
  17. 2022Probing Script Knowledge from Pre-Trained Modelscited by 4

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Cited by year

Citing papers per year: 2023: 5; 2024: 5.

10 papers.

  1. 2023KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detectioncited by 45
  2. 2024SciMMIR: Benchmarking Scientific Multi-modal Information Retrievalcited by 23
  3. 2023COLA: Contextualized Commonsense Causal Reasoning from the Causal Inference Perspectivecited by 22
  4. 2024CLLMate: A Multimodal Benchmark for Weather and Climate Events Forecastingcited by 20
  5. 2024AbsInstruct: Eliciting Abstraction Ability from LLMs through Explanation Tuning with Plausibility Estimationcited by 14
  6. 2023Getting Sick After Seeing a Doctor? Diagnosing and Mitigating Knowledge Conflicts in Event Temporal Reasoningcited by 13
  7. 2023TaskLAMA: Probing the Complex Task Understanding of Language Modelscited by 12
  8. 2024ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertaintycited by 10
  9. 2023TILFA: A Unified Framework for Text, Image, and Layout Fusion in Argument Miningcited by 3
  10. 2024KNOWCOMP POKEMON Team at DialAM-2024: A Two-Stage Pipeline for Detecting Relations in Dialogical Argument Miningcited by 2