| LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization | Nov 18, 2020 | Decision MakingReinforcement Learning (RL) | CodeCode Available | 0 |
| Hybrid Supervised Reinforced Model for Dialogue Systems | Nov 4, 2020 | Decision MakingDialogue Management | —Unverified | 0 |
| Conditioned Text Generation with Transfer for Closed-Domain Dialogue Systems | Nov 3, 2020 | Data AugmentationDiversity | CodeCode Available | 1 |
| Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems | Nov 1, 2020 | Deep Reinforcement LearningSpoken Dialogue Systems | —Unverified | 0 |
| GCDST: A Graph-based and Copy-augmented Multi-domain Dialogue State Tracking | Nov 1, 2020 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 |
| 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 |
| Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey | Nov 1, 2020 | intent-classificationIntent Classification | —Unverified | 0 |
| Conversation Graph: Data Augmentation, Training and Evaluation for Non-Deterministic Dialogue Management | Oct 29, 2020 | Data AugmentationDialogue Management | CodeCode Available | 0 |
| Adding Chit-Chat to Enhance Task-Oriented Dialogues | Oct 24, 2020 | Dialogue GenerationDialogue Understanding | CodeCode Available | 1 |
| Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems | Oct 12, 2020 | Response GenerationTask-Oriented Dialogue Systems | —Unverified | 0 |
| 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 |
| On Task-Level Dialogue Composition of Generative Transformer Model | Oct 9, 2020 | Response GenerationTask-Oriented Dialogue Systems | CodeCode Available | 0 |
| 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 |
| Rethinking Supervised Learning and Reinforcement Learning in Task-Oriented Dialogue Systems | Sep 21, 2020 | DecoderMulti-Label Classification | CodeCode Available | 0 |
| Resolving Intent Ambiguities by Retrieving Discriminative Clarifying Questions | Aug 17, 2020 | Intent DetectionQuestion Generation | —Unverified | 0 |
| Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems | Aug 14, 2020 | Dialogue State TrackingFew-Shot Learning | —Unverified | 0 |
| Diversifying Task-oriented Dialogue Response Generation with Prototype Guided Paraphrasing | Aug 7, 2020 | DiversityResponse Generation | CodeCode Available | 0 |
| Slot-consistent NLG for Task-oriented Dialogue Systems with Iterative Rectification Network | Jul 1, 2020 | HallucinationTask-Oriented Dialogue Systems | —Unverified | 0 |
| 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 |
| ConfNet2Seq: Full Length Answer Generation from Spoken Questions | Jun 9, 2020 | Answer GenerationSentence | CodeCode Available | 0 |
| Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems | Jun 8, 2020 | Dialogue State TrackingManagement | —Unverified | 0 |
| Beyond Domain APIs: Task-oriented Conversational Modeling with Unstructured Knowledge Access | Jun 5, 2020 | Response GenerationTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Semi-Supervised Dialogue Policy Learning via Stochastic Reward Estimation | May 9, 2020 | Task-Oriented Dialogue Systems | —Unverified | 0 |
| AIA-BDE: A Corpus of FAQs in Portuguese and their Variations | May 1, 2020 | Information RetrievalNatural Language Inference | —Unverified | 0 |
| 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 |
| Fast and Scalable Dialogue State Tracking with Explicit Modular Decomposition | Apr 22, 2020 | ClassificationDialogue State Tracking | —Unverified | 0 |
| 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 |
| Conversational Question Reformulation via Sequence-to-Sequence Architectures and Pretrained Language Models | Apr 4, 2020 | Task-Oriented Dialogue Systems | —Unverified | 0 |
| Pre-Trained and Attention-Based Neural Networks for Building Noetic Task-Oriented Dialogue Systems | Apr 4, 2020 | Conversation DisentanglementTask-Oriented Dialogue Systems | —Unverified | 0 |
| Transfer Learning for Context-Aware Spoken Language Understanding | Mar 3, 2020 | Spoken Language UnderstandingTask-Oriented Dialogue Systems | —Unverified | 0 |
| CrossWOZ: A Large-Scale Chinese Cross-Domain Task-Oriented Dialogue Dataset | Feb 27, 2020 | Dialogue State TrackingTask-Oriented Dialogue Systems | CodeCode Available | 4 |
| 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 |
| Effective Data Augmentation Approaches to End-to-End Task-Oriented Dialogue | Dec 5, 2019 | Data AugmentationDiversity | —Unverified | 0 |
| Attention-Informed Mixed-Language Training for Zero-shot Cross-lingual Task-oriented Dialogue Systems | Nov 21, 2019 | Dialogue State TrackingIntent Detection | CodeCode Available | 0 |
| Retrospective and Prospective Mixture-of-Generators for Task-oriented Dialogue Response Generation | Nov 19, 2019 | Response GenerationTask-Oriented Dialogue Systems | CodeCode Available | 0 |
| Conditioned Query Generation for Task-Oriented Dialogue Systems | Nov 9, 2019 | DiversityTask-Oriented Dialogue Systems | CodeCode Available | 1 |
| Hello, It's GPT-2 - How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems | Nov 1, 2019 | Decision MakingLanguage Modeling | —Unverified | 0 |
| A Framework for Building Closed-Domain Chat Dialogue Systems | Oct 30, 2019 | Dialogue ManagementManagement | —Unverified | 0 |
| ViGGO: A Video Game Corpus for Data-To-Text Generation in Open-Domain Conversation | Oct 26, 2019 | Data-to-Text GenerationDiversity | —Unverified | 0 |
| Efficient Semi-Supervised Learning for Natural Language Understanding by Optimizing Diversity | Oct 9, 2019 | DiversityNatural Language Understanding | —Unverified | 0 |
| SIM: A Slot-Independent Neural Model for Dialogue State Tracking | Sep 26, 2019 | Dialogue State TrackingTask-Oriented Dialogue Systems | —Unverified | 0 |
| Generative Dialog Policy for Task-oriented Dialog Systems | Sep 17, 2019 | General ClassificationTask-Oriented Dialogue Systems | —Unverified | 0 |
| Domain Transfer in Dialogue Systems without Turn-Level Supervision | Sep 16, 2019 | Dialogue State TrackingReinforcement Learning | CodeCode Available | 0 |
| Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever | Sep 15, 2019 | Dialogue GenerationResponse Generation | CodeCode Available | 0 |
