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Semantic Role Labeling Guided Multi-turn Dialogue ReWriter

arXiv 2010.01417 ↗First posted 3 Oct 2020cs.CL cs.AIcited by 15

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Abstract (arXiv)

For multi-turn dialogue rewriting, the capacity of effectively modeling the linguistic knowledge in dialog context and getting rid of the noises is essential to improve its performance. Existing attentive models attend to all words without prior focus, which results in inaccurate concentration on some dispensable words. In this paper, we propose to use semantic role labeling (SRL), which highlights the core semantic information of who did what to whom, to provide additional guidance for the rewriter model. Experiments show that this information significantly improves a RoBERTa-based model that already outperforms previous state-of-the-art systems.

Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Oct 2020.

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Citing papers per year: 2021: 3; 2022: 6; 2023: 2; 2024: 1; 2025: 3.

15 papers.

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  1. 2021Recent Advances in Deep Learning Based Dialogue Systems: A Systematic Surveycited by 130
  2. 2021Domain-Adaptive Pretraining Methods for Dialogue Understandingcited by 11
  3. 2023Mining Clues from Incomplete Utterance: A Query-enhanced Network for Incomplete Utterance Rewritingcited by 9
  4. 2022McQueen: a Benchmark for Multimodal Conversational Query Rewritecited by 6
  5. 2022Transition-based Semantic Role Labeling with Pointer Networkscited by 3
  6. 2022Self-Attention for Incomplete Utterance Rewritingcited by 2
  7. 2022What Did You Say? Task-Oriented Dialog Datasets Are Not Conversational!?cited by 2
  8. 2023Incomplete Utterance Rewriting as Sequential Greedy Taggingcited by 2
  9. 2022Utterance Rewriting with Contrastive Learning in Multi-turn Dialoguecited by 1
  10. 2025Incomplete Utterance Rewriting with Editing Operation Guidance and Utterance Augmentationcited by 1
  11. 2025LLMs Can Also Do Well! Breaking Barriers in Semantic Role Labeling via Large Language Modelscited by 1
  12. 2021Action based Network for Conversation Question Reformulationcited by 0
3 more
  1. 2022Zero-shot Cross-lingual Conversational Semantic Role Labelingcited by 0
  2. 2024CO3: Low-resource Contrastive Co-training for Generative Conversational Query Rewritecited by 0
  3. 2025RSMLP: A light Sampled MLP Structure for Incomplete Utterance Rewritecited by 0