mlsanityData to 7 Oct 2026

Multilingual Coreference Resolution in Multiparty Dialogue

arXiv 2208.01307 ↗First posted 2 Aug 2022cs.CL cs.AIcited by 2

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Abstract (arXiv)

Existing multiparty dialogue datasets for entity coreference resolution are nascent, and many challenges are still unaddressed. We create a large-scale dataset, Multilingual Multiparty Coref (MMC), for this task based on TV transcripts. Due to the availability of gold-quality subtitles in multiple languages, we propose reusing the annotations to create silver coreference resolution data in other languages (Chinese and Farsi) via annotation projection. On the gold (English) data, off-the-shelf models perform relatively poorly on MMC, suggesting that MMC has broader coverage of multiparty coreference than prior datasets. On the silver data, we find success both using it for data augmentation and training from scratch, which effectively simulates the zero-shot cross-lingual setting.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 35 of its 88 references that are in the map. First posted on arXiv 2 Aug 2022.

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35 of 88 references.

References · 35

  1. 2019Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformercited by 14,491
  2. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,266
  3. 2019Unsupervised Cross-lingual Representation Learning at Scalecited by 3,907
  4. 2019SpanBERT: Improving Pre-training by Representing and Predicting Spanscited by 832
  5. 2020Revisiting Pre-Trained Models for Chinese Natural Language Processingcited by 262
  6. 2017End-to-end Neural Coreference Resolutioncited by 240
  7. 2019Persuasion for Good: Towards a Personalized Persuasive Dialogue System for Social Goodcited by 207
  8. 2018Constituency Parsing with a Self-Attentive Encodercited by 196
  9. 2021Word Alignment by Fine-tuning Embeddings on Parallel Corporacited by 186
  10. 2018Higher-order Coreference Resolution with Coarse-to-fine Inferencecited by 150
  11. 2022Towards a Cleaner Document-Oriented Multilingual Crawled Corpuscited by 143
  12. 2019Learning to Speak and Act in a Fantasy Text Adventure Gamecited by 122
23 more
  1. 2018Multilingual Constituency Parsing with Self-Attention and Pre-Trainingcited by 117
  2. 2020Automatic Machine Translation Evaluation in Many Languages via Zero-Shot Paraphrasingcited by 114
  3. 2019Coreference Resolution as Query-based Span Predictioncited by 91
  4. 2020Molweni: A Challenge Multiparty Dialogues-based Machine Reading Comprehension Dataset with Discourse Structurecited by 60
  5. 2019An Annotated Dataset of Coreference in English Literaturecited by 57
  6. 2017Learning Joint Multilingual Sentence Representations with Neural Machine Translationcited by 52
  7. 2020Cross-Lingual Semantic Role Labeling with High-Quality Translated Training Corpuscited by 49
  8. 2020Revealing the Myth of Higher-Order Inference in Coreference Resolutioncited by 49
  9. 2020"You are grounded!": Latent Name Artifacts in Pre-trained Language Modelscited by 39
  10. 2021Coreference-Aware Dialogue Summarizationcited by 34
  11. 2018PreCo: A Large-scale Dataset in Preschool Vocabulary for Coreference Resolutioncited by 30
  12. 2020Learning to Ignore: Long Document Coreference with Bounded Memory Neural Networkscited by 29
  13. 2018Open Subtitles Paraphrase Corpus for Six Languagescited by 24
  14. 2021On Generalization in Coreference Resolutioncited by 24
  15. 2021Moving on from OntoNotes: Coreference Resolution Model Transfercited by 18
  16. 2022TVShowGuess: Character Comprehension in Stories as Speaker Guessingcited by 17
  17. 2021Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extractioncited by 16
  18. 2020X-SRL: A Parallel Cross-Lingual Semantic Role Labeling Datasetcited by 15
  19. 2019A Discriminative Neural Model for Cross-Lingual Word Alignmentcited by 14
  20. 2021Improving Multi-Party Dialogue Discourse Parsing via Domain Integrationcited by 14
  21. 2021Adapting Coreference Resolution Models through Active Learningcited by 11
  22. 2019Cross-Lingual Transfer of Semantic Roles: From Raw Text to Semantic Rolescited by 9
  23. 2021Adapted End-to-End Coreference Resolution System for Anaphoric Identities in Dialoguescited by 5

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