| Jointly Optimizing State Operation Prediction and Value Generation for Dialogue State Tracking | Oct 24, 2020 | DecoderDialogue State Tracking | CodeCode Available | 1 | 5 |
| Dialogue State Tracking with a Language Model using Schema-Driven Prompting | Sep 15, 2021 | Dialogue State TrackingLanguage Modeling | CodeCode Available | 1 | 5 |
| Dialogue Summaries as Dialogue States (DS2), Template-Guided Summarization for Few-shot Dialogue State Tracking | Mar 3, 2022 | Abstractive Dialogue SummarizationDialogue State Tracking | CodeCode Available | 1 | 5 |
| MultiWOZ 2.1: A Consolidated Multi-Domain Dialogue Dataset with State Corrections and State Tracking Baselines | Jul 2, 2019 | Dialogue State TrackingMulti-domain Dialogue State Tracking | CodeCode Available | 1 | 5 |
| Non-Autoregressive Dialog State Tracking | Feb 19, 2020 | dialog state trackingDialogue State Tracking | CodeCode Available | 1 | 5 |
| Find or Classify? Dual Strategy for Slot-Value Predictions on Multi-Domain Dialog State Tracking | Oct 8, 2019 | dialog state trackingMulti-domain Dialogue State Tracking | CodeCode Available | 1 | 5 |
| SUMBT: Slot-Utterance Matching for Universal and Scalable Belief Tracking | Jul 17, 2019 | Goal-Oriented DialogMulti-domain Dialogue State Tracking | CodeCode Available | 1 | 5 |
| CoCo: Controllable Counterfactuals for Evaluating Dialogue State Trackers | Oct 24, 2020 | counterfactualDialogue State Tracking | CodeCode Available | 1 | 5 |
| Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems | May 21, 2019 | Dialogue State TrackingMulti-domain Dialogue State Tracking | CodeCode Available | 1 | 5 |
| Zero-Shot Transfer Learning with Synthesized Data for Multi-Domain Dialogue State Tracking | May 2, 2020 | Data AugmentationDialogue State Tracking | CodeCode Available | 1 | 5 |
| "How Robust r u?": Evaluating Task-Oriented Dialogue Systems on Spoken Conversations | Sep 28, 2021 | BenchmarkingDialogue State Tracking | CodeCode Available | 1 | 5 |
| Knowledge-Aware Graph-Enhanced GPT-2 for Dialogue State Tracking | Apr 9, 2021 | Dialogue State TrackingGraph Attention | CodeCode Available | 1 | 5 |
| DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue | Sep 28, 2020 | Domain AdaptationMulti-domain Dialogue State Tracking | CodeCode Available | 1 | 5 |
| MinTL: Minimalist Transfer Learning for Task-Oriented Dialogue Systems | Sep 25, 2020 | Dialogue State TrackingMulti-domain Dialogue State Tracking | CodeCode Available | 1 | 5 |
| Multi-domain Dialogue State Tracking as Dynamic Knowledge Graph Enhanced Question Answering | Nov 7, 2019 | Dialogue State TrackingDomain Adaptation | CodeCode Available | 1 | 5 |
| A Sequence-to-Sequence Approach to Dialogue State Tracking | Nov 18, 2020 | ClassificationDecoder | CodeCode Available | 1 | 5 |
| A Simple Language Model for Task-Oriented Dialogue | May 2, 2020 | Dialogue State TrackingEnd-To-End Dialogue Modelling | CodeCode Available | 1 | 5 |
| Effective Sequence-to-Sequence Dialogue State Tracking | Aug 31, 2021 | Dialogue State TrackingLanguage Modeling | CodeCode Available | 1 | 5 |
| Efficient Dialogue State Tracking by Selectively Overwriting Memory | Nov 10, 2019 | DecoderDialogue State Tracking | CodeCode Available | 1 | 5 |
| Parallel Interactive Networks for Multi-Domain Dialogue State Generation | Sep 16, 2020 | Dialogue State TrackingMulti-domain Dialogue State Tracking | CodeCode Available | 0 | 5 |
| Amendable Generation for Dialogue State Tracking | Oct 29, 2021 | Dialogue State TrackingMulti-domain Dialogue State Tracking | CodeCode Available | 0 | 5 |
| Act-Aware Slot-Value Predicting in Multi-Domain Dialogue State Tracking | Aug 4, 2022 | Dialogue State TrackingMachine Reading Comprehension | CodeCode Available | 0 | 5 |
| Scalable and Accurate Dialogue State Tracking via Hierarchical Sequence Generation | Sep 2, 2019 | DecoderDialogue State Tracking | CodeCode Available | 0 | 5 |
| Scalable Multi-Domain Dialogue State Tracking | Dec 29, 2017 | Dialogue State TrackingMulti-domain Dialogue State Tracking | CodeCode Available | 0 | 5 |
| Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing | Jul 17, 2018 | Multi-domain Dialogue State TrackingSemantic Similarity | CodeCode Available | 0 | 5 |