| CrossWOZ: A Large-Scale Chinese Cross-Domain Task-Oriented Dialogue Dataset | Feb 27, 2020 | Dialogue State TrackingTask-Oriented Dialogue Systems | CodeCode Available | 4 |
| TextBox 2.0: A Text Generation Library with Pre-trained Language Models | Dec 26, 2022 | Abstractive Text SummarizationData-to-Text Generation | CodeCode Available | 3 |
| UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models | Jan 16, 2022 | Few-Shot LearningQuestion Answering | CodeCode Available | 2 |
| WHEN TO ACT, WHEN TO WAIT: Modeling Structural Trajectories for Intent Triggerability in Task-Oriented Dialogue | Jun 2, 2025 | Task-Oriented Dialogue Systems | CodeCode Available | 1 |
| Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models | Apr 23, 2024 | Conversational Question AnsweringDialogue State Tracking | CodeCode Available | 1 |
| JMultiWOZ: A Large-Scale Japanese Multi-Domain Task-Oriented Dialogue Dataset | Mar 26, 2024 | Dialogue State TrackingLanguage Modeling | CodeCode Available | 1 |
| Task-Oriented Dialogue with In-Context Learning | Feb 19, 2024 | In-Context LearningNavigate | CodeCode Available | 1 |
| DIALIGHT: Lightweight Multilingual Development and Evaluation of Task-Oriented Dialogue Systems with Large Language Models | Jan 4, 2024 | In-Context LearningTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Towards LLM-driven Dialogue State Tracking | Oct 23, 2023 | Dialogue State TrackingTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systems | Oct 13, 2023 | Dialogue State TrackingInformativeness | CodeCode Available | 1 |
| In-Context Learning User Simulators for Task-Oriented Dialog Systems | Jun 1, 2023 | Goal-Oriented Dialogue SystemsIn-Context Learning | CodeCode Available | 1 |
| Schema-Guided User Satisfaction Modeling for Task-Oriented Dialogues | May 26, 2023 | AttributeLanguage Modelling | CodeCode Available | 1 |
| Pre-training Intent-Aware Encoders for Zero- and Few-Shot Intent Classification | May 24, 2023 | Contrastive Learningintent-classification | CodeCode Available | 1 |
| A Hybrid Architecture for Out of Domain Intent Detection and Intent Discovery | Mar 7, 2023 | ClusteringDimensionality Reduction | CodeCode Available | 1 |
| Injecting Domain Knowledge in Language Models for Task-Oriented Dialogue Systems | Dec 15, 2022 | Knowledge ProbingResponse Generation | CodeCode Available | 1 |
| Efficient Task-Oriented Dialogue Systems with Response Selection as an Auxiliary Task | Aug 15, 2022 | Task-Oriented Dialogue SystemsText Generation | CodeCode Available | 1 |
| A Multi-Task BERT Model for Schema-Guided Dialogue State Tracking | Jul 2, 2022 | Dialogue State TrackingIntent Classification | CodeCode Available | 1 |
| Learning Dialogue Representations from Consecutive Utterances | May 26, 2022 | Contrastive LearningConversational Question Answering | CodeCode Available | 1 |
| InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning | May 25, 2022 | Dialogue EvaluationDialogue Generation | CodeCode Available | 1 |
| Converse: A Tree-Based Modular Task-Oriented Dialogue System | Mar 23, 2022 | Dialogue ManagementManagement | CodeCode Available | 1 |
| An Interpretable Neuro-Symbolic Reasoning Framework for Task-Oriented Dialogue Generation | Mar 11, 2022 | Dialogue GenerationTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Contextual Semantic Parsing for Multilingual Task-Oriented Dialogues | Nov 4, 2021 | Dialogue State TrackingMachine Translation | CodeCode Available | 1 |
| GlobalWoZ: Globalizing MultiWoZ to Develop Multilingual Task-Oriented Dialogue Systems | Oct 14, 2021 | Task-Oriented Dialogue Systems | CodeCode Available | 1 |
| "How Robust r u?": Evaluating Task-Oriented Dialogue Systems on Spoken Conversations | Sep 28, 2021 | BenchmarkingDialogue State Tracking | CodeCode Available | 1 |
| Shades of BLEU, Flavours of Success: The Case of MultiWOZ | Jun 10, 2021 | BenchmarkingTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Simulating User Satisfaction for the Evaluation of Task-oriented Dialogue Systems | May 8, 2021 | Domain GeneralizationMovie Recommendation | CodeCode Available | 1 |
| Knowledge-Aware Graph-Enhanced GPT-2 for Dialogue State Tracking | Apr 9, 2021 | Dialogue State TrackingGraph Attention | CodeCode Available | 1 |
| MultiWOZ 2.4: A Multi-Domain Task-Oriented Dialogue Dataset with Essential Annotation Corrections to Improve State Tracking Evaluation | Apr 1, 2021 | Dialogue State TrackingTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Action-Based Conversations Dataset: A Corpus for Building More In-Depth Task-Oriented Dialogue Systems | Apr 1, 2021 | Task-Oriented Dialogue Systems | CodeCode Available | 1 |
| Slot Self-Attentive Dialogue State Tracking | Jan 22, 2021 | Dialogue State TrackingTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Beyond Domain APIs: Task-oriented Conversational Modeling with Unstructured Knowledge Access Track in DSTC9 | Jan 22, 2021 | Response GenerationTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Continual Learning in Task-Oriented Dialogue Systems | Dec 31, 2020 | Continual LearningIntent Recognition | CodeCode Available | 1 |
| Learning to Retrieve Entity-Aware Knowledge and Generate Responses with Copy Mechanism for Task-Oriented Dialogue Systems | Dec 22, 2020 | Response GenerationTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Conditioned Text Generation with Transfer for Closed-Domain Dialogue Systems | Nov 3, 2020 | Data AugmentationDiversity | CodeCode Available | 1 |
| Amalgamating Knowledge from Two Teachers for Task-oriented Dialogue System with Adversarial Training | Nov 1, 2020 | Generative Adversarial NetworkTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Adding Chit-Chat to Enhance Task-Oriented Dialogues | Oct 24, 2020 | Dialogue GenerationDialogue Understanding | CodeCode Available | 1 |
| MultiWOZ 2.3: A multi-domain task-oriented dialogue dataset enhanced with annotation corrections and co-reference annotation | Oct 12, 2020 | Dialogue State TrackingNatural Language Understanding | CodeCode Available | 1 |
| GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue Systems | Oct 4, 2020 | Dependency ParsingRepresentation Learning | CodeCode Available | 1 |
| Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems | Sep 28, 2020 | Dialogue State TrackingManagement | CodeCode Available | 1 |
| MinTL: Minimalist Transfer Learning for Task-Oriented Dialogue Systems | Sep 25, 2020 | Dialogue State TrackingMulti-domain Dialogue State Tracking | CodeCode Available | 1 |
| A Generative Model for Joint Natural Language Understanding and Generation | Jun 12, 2020 | Natural Language UnderstandingTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Modelling Hierarchical Structure between Dialogue Policy and Natural Language Generator with Option Framework for Task-oriented Dialogue System | Jun 11, 2020 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Beyond Domain APIs: Task-oriented Conversational Modeling with Unstructured Knowledge Access | Jun 5, 2020 | Response GenerationTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Multi-Domain Dialogue Acts and Response Co-Generation | Apr 26, 2020 | Response GenerationTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Dynamic Fusion Network for Multi-Domain End-to-end Task-Oriented Dialog | Apr 23, 2020 | SchedulingTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| From Machine Reading Comprehension to Dialogue State Tracking: Bridging the Gap | Apr 13, 2020 | Dialogue State TrackingMachine Reading Comprehension | CodeCode Available | 1 |
| MuTual: A Dataset for Multi-Turn Dialogue Reasoning | Apr 9, 2020 | Task-Oriented Dialogue Systems | CodeCode Available | 1 |
| ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems | Feb 12, 2020 | Task-Oriented Dialogue Systems | CodeCode Available | 1 |
| Domain-Aware Dialogue State Tracker for Multi-Domain Dialogue Systems | Jan 21, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Conditioned Query Generation for Task-Oriented Dialogue Systems | Nov 9, 2019 | DiversityTask-Oriented Dialogue Systems | CodeCode Available | 1 |
