mlsanityData to 7 Oct 2026

CrossWOZ: A Large-Scale Chinese Cross-Domain Task-Oriented Dialogue Dataset

arXiv 2002.11893 ↗First posted 27 Feb 2020cs.CLcited by 66

Not on the map. Why?

Abstract (arXiv)

To advance multi-domain (cross-domain) dialogue modeling as well as alleviate the shortage of Chinese task-oriented datasets, we propose CrossWOZ, the first large-scale Chinese Cross-Domain Wizard-of-Oz task-oriented dataset. It contains 6K dialogue sessions and 102K utterances for 5 domains, including hotel, restaurant, attraction, metro, and taxi. Moreover, the corpus contains rich annotation of dialogue states and dialogue acts at both user and system sides. About 60% of the dialogues have cross-domain user goals that favor inter-domain dependency and encourage natural transition across domains in conversation. We also provide a user simulator and several benchmark models for pipelined task-oriented dialogue systems, which will facilitate researchers to compare and evaluate their models on this corpus. The large size and rich annotation of CrossWOZ make it suitable to investigate a variety of tasks in cross-domain dialogue modeling, such as dialogue state tracking, policy learning, user simulation, etc.

Key facts. Cited by 66 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Feb 2020.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 14; 2022: 19; 2023: 12; 2024: 12; 2025: 5; 2026: 4.

66 papers.

Sort:

By area:

  1. 2024A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systemscited by 170
  2. 2023MathDial: A Dialogue Tutoring Dataset with Rich Pedagogical Properties Grounded in Math Reasoning Problemscited by 128
  3. 2021KLUE: Korean Language Understanding Evaluationcited by 113
  4. 2021MultiWOZ 2.4: A Multi-Domain Task-Oriented Dialogue Dataset with Essential Annotation Corrections to Improve State Tracking Evaluationcited by 86
  5. 2021BiToD: A Bilingual Multi-Domain Dataset For Task-Oriented Dialogue Modelingcited by 55
  6. 2022Rethinking Explainability as a Dialogue: A Practitioner's Perspectivecited by 52
  7. 2022GEMv2: Multilingual NLG Benchmarking in a Single Line of Codecited by 36
  8. 2021GlobalWoZ: Globalizing MultiWoZ to Develop Multilingual Task-Oriented Dialogue Systemscited by 30
  9. 2022Multi2WOZ: A Robust Multilingual Dataset and Conversational Pretraining for Task-Oriented Dialogcited by 30
  10. 2024Can Large Language Models Understand Context?cited by 26
  11. 2022Cross-Lingual Dialogue Dataset Creation via Outline-Based Generationcited by 23
  12. 2022"Do you follow me?": A Survey of Recent Approaches in Dialogue State Trackingcited by 22
38 more
  1. 2022ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Formatcited by 22
  2. 2021ReMeDi: Resources for Multi-domain, Multi-service, Medical Dialoguescited by 20
  3. 2023SeqGPT: An Out-of-the-box Large Language Model for Open Domain Sequence Understandingcited by 18
  4. 2022What do You Mean by Relation Extraction? A Survey on Datasets and Study on Scientific Relation Classificationcited by 17
  5. 2021Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systemscited by 16
  6. 2023Multi3WOZ: A Multilingual, Multi-Domain, Multi-Parallel Dataset for Training and Evaluating Culturally Adapted Task-Oriented Dialog Systemscited by 16
  7. 2026A Survey on LLM-based Conversational User Simulationcited by 14
  8. 2021Variational Latent-State GPT for Semi-Supervised Task-Oriented Dialog Systemscited by 13
  9. 2022A Slot Is Not Built in One Utterance: Spoken Language Dialogs with Sub-Slotscited by 13
  10. 2022MDIA: A Benchmark for Multilingual Dialogue Generation in 46 Languagescited by 13
  11. 2023CLEVA: Chinese Language Models EVAluation Platformcited by 13
  12. 2022Where to Go for the Holidays: Towards Mixed-Type Dialogs for Clarification of User Goalscited by 12
  13. 2023X-RiSAWOZ: High-Quality End-to-End Multilingual Dialogue Datasets and Few-shot Agentscited by 12
  14. 2025Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challengescited by 12
  15. 2021Domain-Adaptive Pretraining Methods for Dialogue Understandingcited by 11
  16. 2021Cross-lingual Intermediate Fine-tuning improves Dialogue State Trackingcited by 11
  17. 2022ASSIST: Towards Label Noise-Robust Dialogue State Trackingcited by 11
  18. 2022Mars: Modeling Context & State Representations with Contrastive Learning for End-to-End Task-Oriented Dialogcited by 11
  19. 2024ChatSOP: An SOP-Guided MCTS Planning Framework for Controllable LLM Dialogue Agentscited by 11
  20. 2021Contextual Semantic Parsing for Multilingual Task-Oriented Dialoguescited by 10
  21. 2024Social Intelligence Data Infrastructure: Structuring the Present and Navigating the Futurecited by 10
  22. 2022CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluationcited by 9
  23. 2022An Empirical Study on the Overlapping Problem of Open-Domain Dialogue Datasetscited by 8
  24. 2024LUCID: LLM-Generated Utterances for Complex and Interesting Dialoguescited by 7
  25. 2021HyKnow: End-to-End Task-Oriented Dialog Modeling with Hybrid Knowledge Managementcited by 6
  26. 2024Enhancing End-to-End Multi-Task Dialogue Systems: A Study on Intrinsic Motivation Reinforcement Learning Algorithms for Improved Training and Adaptabilitycited by 6
  27. 2025Automated Privacy Information Annotation in Large Language Model Interactionscited by 6
  28. 2023InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systemscited by 5
  29. 2022Information Extraction and Human-Robot Dialogue towards Real-life Tasks: A Baseline Study with the MobileCS Datasetcited by 4
  30. 2023Zero and Few-Shot Localization of Task-Oriented Dialogue Agents with a Distilled Representationcited by 4
  31. 2023DialogVCS: Robust Natural Language Understanding in Dialogue System Upgradecited by 4
  32. 2024TransferTOD: A Generalizable Chinese Multi-Domain Task-Oriented Dialogue System with Transfer Capabilitiescited by 4
  33. 2021End-to-End Task-Oriented Dialog Modeling with Semi-Structured Knowledge Managementcited by 3
  34. 2022Are Current Task-oriented Dialogue Systems Able to Satisfy Impolite Users?cited by 3
  35. 2023Multi-User MultiWOZ: Task-Oriented Dialogues among Multiple Userscited by 3
  36. 2023CORECODE: A Common Sense Annotated Dialogue Dataset with Benchmark Tasks for Chinese Large Language Modelscited by 3
  37. 2022EVI: Multilingual Spoken Dialogue Tasks and Dataset for Knowledge-Based Enrolment, Verification, and Identificationcited by 2
  38. 2024PerSHOP -- A Persian dataset for shopping dialogue systems modelingcited by 2

50 most cited of 66 All 66 (JSON)