| MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages | Apr 18, 2022 | intent-classificationIntent Classification | CodeCode Available | 2 |
| The First Evaluation of Chinese Human-Computer Dialogue Technology | Sep 29, 2017 | intent-classificationIntent Classification | CodeCode Available | 2 |
| Are Large Language Models Good Classifiers? A Study on Edit Intent Classification in Scientific Document Revisions | Oct 2, 2024 | Classificationintent-classification | 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 |
| ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler | Mar 26, 2024 | In-Context Learningintent-classification | CodeCode Available | 1 |
| Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models | Dec 13, 2023 | Class Incremental LearningIncremental Learning | CodeCode Available | 1 |
| InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systems | Oct 13, 2023 | Dialogue State TrackingInformativeness | CodeCode Available | 1 |
| ITALIC: An Italian Intent Classification Dataset | Jun 14, 2023 | Classificationintent-classification | CodeCode Available | 1 |
| Pre-training Intent-Aware Encoders for Zero- and Few-Shot Intent Classification | May 24, 2023 | Contrastive Learningintent-classification | CodeCode Available | 1 |
| Improving End-to-End SLU performance with Prosodic Attention and Distillation | May 14, 2023 | intent-classificationIntent Classification | CodeCode Available | 1 |
| ViMQ: A Vietnamese Medical Question Dataset for Healthcare Dialogue System Development | Apr 27, 2023 | intent-classificationIntent Classification | CodeCode Available | 1 |
| Efficient Sequence Transduction by Jointly Predicting Tokens and Durations | Apr 13, 2023 | Intent ClassificationIntent Classification and Slot Filling | CodeCode Available | 1 |
| Skit-S2I: An Indian Accented Speech to Intent dataset | Dec 26, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Z-BERT-A: a zero-shot Pipeline for Unknown Intent detection | Aug 15, 2022 | intent-classificationIntent Classification | 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 |
| Data Augmentation for Intent Classification with Off-the-shelf Large Language Models | Apr 5, 2022 | Data Augmentationintent-classification | CodeCode Available | 1 |
| LightHuBERT: Lightweight and Configurable Speech Representation Learning with Once-for-All Hidden-Unit BERT | Mar 29, 2022 | AllAutomatic Speech Recognition | CodeCode Available | 1 |
| pNLP-Mixer: an Efficient all-MLP Architecture for Language | Feb 9, 2022 | Allintent-classification | CodeCode Available | 1 |
| Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System | Sep 29, 2021 | Dialogue State TrackingEnd-To-End Dialogue Modelling | CodeCode Available | 1 |
| Knowledge Distillation from BERT Transformer to Speech Transformer for Intent Classification | Aug 5, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Exploring the Role of Context in Utterance-level Emotion, Act and Intent Classification in Conversations: An Empirical Study | Aug 1, 2021 | intent-classificationIntent Classification | CodeCode Available | 1 |
| CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark | Jun 15, 2021 | Intent ClassificationMedical Concept Normalization | CodeCode Available | 1 |
| Are Pretrained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection | Jun 8, 2021 | intent-classificationIntent Classification | CodeCode Available | 1 |
| OutFlip: Generating Out-of-Domain Samples for Unknown Intent Detection with Natural Language Attack | May 12, 2021 | intent-classificationIntent Classification | CodeCode Available | 1 |
