mlsanityData to 14 Oct 2026

Coherence Modeling of Asynchronous Conversations: A Neural Entity Grid Approach

arXiv 1805.02275 ↗First posted 6 May 2018cs.CLcited by 14

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Abstract (arXiv)

We propose a novel coherence model for written asynchronous conversations (e.g., forums, emails), and show its applications in coherence assessment and thread reconstruction tasks. We conduct our research in two steps. First, we propose improvements to the recently proposed neural entity grid model by lexicalizing its entity transitions. Then, we extend the model to asynchronous conversations by incorporating the underlying conversational structure in the entity grid representation and feature computation. Our model achieves state of the art results on standard coherence assessment tasks in monologue and conversations outperforming existing models. We also demonstrate its effectiveness in reconstructing thread structures.

Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). First posted on arXiv 6 May 2018.

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

14 papers.

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  1. 2021What's in a Summary? Laying the Groundwork for Advances in Hospital-Course Summarizationcited by 35
  2. 2022SNaC: Coherence Error Detection for Narrative Summarizationcited by 19
  3. 2021Can Transformer Models Measure Coherence In Text? Re-Thinking the Shuffle Testcited by 17
  4. 2021Rethinking Self-Supervision Objectives for Generalizable Coherence Modelingcited by 8
  5. 2023MAWSEO: Adversarial Wiki Search Poisoning for Illicit Online Promotioncited by 7
  6. 2021Improving Graph-based Sentence Ordering with Iteratively Predicted Pairwise Orderingscited by 4
  7. 2023Modeling Structural Similarities between Documents for Coherence Assessment with Graph Convolutional Networkscited by 4
  8. 2023A Novel Computational and Modeling Foundation for Automatic Coherence Assessmentcited by 4
  9. 2023BBScore: A Brownian Bridge Based Metric for Assessing Text Coherencecited by 4
  10. 2021Transformer Models for Text Coherence Assessmentcited by 3
  11. 2025Joint Modeling of Entities and Discourse Relations for Coherence Assessmentcited by 2
  12. 2023Enhancing Coherence of Extractive Summarization with Multitask Learningcited by 1
2 more
  1. 2024BBScoreV2: Learning Time-Evolution and Latent Alignment from Stochastic Representationcited by 0
  2. 2026Skeleton-based Coherence Modeling in Narrativescited by 0