| 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 |
| Toward Scalable Neural Dialogue State Tracking Model | Dec 3, 2018 | Dialogue State Trackingmodel | CodeCode Available | 0 | 5 |
| Know Thy Strengths: Comprehensive Dialogue State Tracking Diagnostics | Dec 15, 2021 | Dialogue State TrackingMulti-domain Dialogue State Tracking | CodeCode Available | 0 | 5 |
| Robustness through Data Augmentation Loss Consistency | Oct 21, 2021 | Multi-domain Dialogue State TrackingVisual Question Answering | CodeCode Available | 0 | 5 |
| Global-Locally Self-Attentive Dialogue State Tracker | May 19, 2018 | Dialogue State TrackingMulti-domain Dialogue State Tracking | CodeCode Available | 0 | 5 |
| Multi-Domain Dialogue State Tracking with Top-K Slot Self Attention | Sep 1, 2022 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 0 |
| Dialog State Tracking: A Neural Reading Comprehension Approach | Aug 6, 2019 | dialog state trackingMachine Reading Comprehension | —Unverified | 0 | 0 |
| Domain-slot Relationship Modeling using a Pre-trained Language Encoder for Multi-Domain Dialogue State Tracking | Jan 1, 2021 | Dialogue State TrackingLanguage Modeling | —Unverified | 0 | 0 |
| Dynamic Schema Graph Fusion Network for Multi-Domain Dialogue State Tracking | Nov 16, 2021 | DecoderDialogue State Tracking | —Unverified | 0 | 0 |
| Dynamic Schema Graph Fusion Network for Multi-Domain Dialogue State Tracking | Apr 14, 2022 | DecoderDialogue State Tracking | —Unverified | 0 | 0 |
| Efficient Context and Schema Fusion Networks for Multi-Domain Dialogue State Tracking | Apr 7, 2020 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 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 | 0 |
| HyST: A Hybrid Approach for Flexible and Accurate Dialogue State Tracking | Jul 1, 2019 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 0 |
| Learning to Memorize in Neural Task-Oriented Dialogue Systems | May 19, 2019 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 0 |
| Leveraging External Knowledge for Out-Of-Vocabulary Entity Labeling | Aug 26, 2019 | AttributeDialogue State Tracking | —Unverified | 0 | 0 |
| Multi-Domain Dialogue State Tracking based on State Graph | Oct 21, 2020 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 0 |
| A Contextual Hierarchical Attention Network with Adaptive Objective for Dialogue State Tracking | Jun 2, 2020 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 0 |
| Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialog State Tracking | Jun 1, 2021 | dialog state trackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 0 |
| Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialogue State Tracking | Aug 1, 2021 | dialog state trackingDialogue State Tracking | —Unverified | 0 | 0 |
| Scaling Multi-Domain Dialogue State Tracking via Query Reformulation | Mar 12, 2019 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 0 |
| Schema Graph-Guided Prompt for Multi-Domain Dialogue State Tracking | Nov 10, 2023 | Dialogue State TrackingGraph Neural Network | —Unverified | 0 | 0 |
| Schema-Guided Multi-Domain Dialogue State Tracking with Graph Attention Neural Networks | Apr 3, 2020 | Dialogue State TrackingGraph Attention | —Unverified | 0 | 0 |
| SCoRe: Pre-Training for Context Representation in Conversational Semantic Parsing | Jan 1, 2021 | Dialogue State TrackingLanguage Modeling | —Unverified | 0 | 0 |
| Slot Attention with Value Normalization for Multi-Domain Dialogue State Tracking | Nov 1, 2020 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 0 |
| The SPPD System for Schema Guided Dialogue State Tracking Challenge | Jun 16, 2020 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 0 |
| TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking | May 6, 2020 | dialog state trackingMulti-domain Dialogue State Tracking | —Unverified | 0 | 0 |
