mlsanityData to 7 Oct 2026

Deep Enhanced Representation for Implicit Discourse Relation Recognition

arXiv 1807.05154 ↗First posted 13 Jul 2018cs.CL cs.AI cs.LGcited by 21

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Abstract (arXiv)

Implicit discourse relation recognition is a challenging task as the relation prediction without explicit connectives in discourse parsing needs understanding of text spans and cannot be easily derived from surface features from the input sentence pairs. Thus, properly representing the text is very crucial to this task. In this paper, we propose a model augmented with different grained text representations, including character, subword, word, sentence, and sentence pair levels. The proposed deeper model is evaluated on the benchmark treebank and achieves state-of-the-art accuracy with greater than 48% in 11-way and F1 score greater than 50% in 4-way classifications for the first time according to our best knowledge.

Key facts. Cited by 21 papers in the map (data through 7 Oct 2026). First posted on arXiv 13 Jul 2018.

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Citing papers per year: 2021: 7; 2022: 5; 2023: 4; 2024: 4; 2025: 1.

21 papers.

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  1. 2023DiscoPrompt: Path Prediction Prompt Tuning for Implicit Discourse Relation Recognitioncited by 23
  2. 2023Facilitating Contrastive Learning of Discourse Relational Senses by Exploiting the Hierarchy of Sense Relationscited by 22
  3. 2021Structural Pre-training for Dialogue Comprehensioncited by 20
  4. 2021A Label Dependence-aware Sequence Generation Model for Multi-level Implicit Discourse Relation Recognitioncited by 18
  5. 2021From Discourse to Narrative: Knowledge Projection for Event Relation Extractioncited by 14
  6. 2022Prompt-based Connective Prediction Method for Fine-grained Implicit Discourse Relation Recognitioncited by 14
  7. 2021Enhanced Speaker-aware Multi-party Multi-turn Dialogue Comprehensioncited by 13
  8. 2024Infusing Hierarchical Guidance into Prompt Tuning: A Parameter-Efficient Framework for Multi-level Implicit Discourse Relation Recognitioncited by 11
  9. 2021Let's be explicit about that: Distant supervision for implicit discourse relation classification via connective predictioncited by 9
  10. 2024Multi-Label Classification for Implicit Discourse Relation Recognitioncited by 9
  11. 2021Discourse Relation Embeddings: Representing the Relations between Discourse Segments in Social Mediacited by 8
  12. 2022A Survey of Implicit Discourse Relation Recognitioncited by 8
9 more
  1. 2022Global and Local Hierarchy-aware Contrastive Framework for Implicit Discourse Relation Recognitioncited by 7
  2. 2021Multi-tasking Dialogue Comprehension with Discourse Parsingcited by 6
  3. 2022Revisiting Shallow Discourse Parsing in the PDTB-3: Handling Intra-sentential Implicitscited by 4
  4. 2023A Novel Computational and Modeling Foundation for Automatic Coherence Assessmentcited by 4
  5. 2022Less is More: A Lightweight and Robust Neural Architecture for Discourse Parsingcited by 2
  6. 2024An Analysis of Sentential Neighbors in Implicit Discourse Relation Predictioncited by 1
  7. 2024Constrained Multi-Layer Contrastive Learning for Implicit Discourse Relationship Recognitioncited by 1
  8. 2025Fine-Grained Evaluation for Implicit Discourse Relation Recognitioncited by 1
  9. 2023A Side-by-side Comparison of Transformers for English Implicit Discourse Relation Classificationcited by 0