| The First Evaluation of Chinese Human-Computer Dialogue Technology | Sep 29, 2017 | intent-classificationIntent Classification | CodeCode Available | 2 | 5 |
| MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages | Apr 18, 2022 | intent-classificationIntent Classification | CodeCode Available | 2 | 5 |
| Benchmarking Natural Language Understanding Services for building Conversational Agents | Mar 13, 2019 | BenchmarkingGeneral Classification | CodeCode Available | 1 | 5 |
| Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models | Apr 23, 2024 | Conversational Question AnsweringDialogue State Tracking | CodeCode Available | 1 | 5 |
| Z-BERT-A: a zero-shot Pipeline for Unknown Intent detection | Aug 15, 2022 | intent-classificationIntent Classification | CodeCode Available | 1 | 5 |
| pNLP-Mixer: an Efficient all-MLP Architecture for Language | Feb 9, 2022 | Allintent-classification | CodeCode Available | 1 | 5 |
| Knowledge Distillation from BERT Transformer to Speech Transformer for Intent Classification | Aug 5, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| Improving End-to-End SLU performance with Prosodic Attention and Distillation | May 14, 2023 | intent-classificationIntent Classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Reconstructing Capsule Networks for Zero-shot Intent Classification | Nov 1, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| SLURP: A Spoken Language Understanding Resource Package | Nov 26, 2020 | Intent ClassificationSlot Filling | CodeCode Available | 1 | 5 |
| ViMQ: A Vietnamese Medical Question Dataset for Healthcare Dialogue System Development | Apr 27, 2023 | intent-classificationIntent Classification | CodeCode Available | 1 | 5 |
| Speak or Chat with Me: End-to-End Spoken Language Understanding System with Flexible Inputs | Apr 7, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| Example-Driven Intent Prediction with Observers | Oct 17, 2020 | Attributeintent-classification | CodeCode Available | 1 | 5 |
| A Multi-Task BERT Model for Schema-Guided Dialogue State Tracking | Jul 2, 2022 | Dialogue State TrackingIntent Classification | CodeCode Available | 1 | 5 |
| End-to-End Slot Alignment and Recognition for Cross-Lingual NLU | Apr 29, 2020 | Cross-Lingual TransferGoal-Oriented Dialog | CodeCode Available | 1 | 5 |
| Intent Classification and Slot Filling for Privacy Policies | Jan 1, 2021 | General Classificationintent-classification | CodeCode Available | 1 | 5 |
| ITALIC: An Italian Intent Classification Dataset | Jun 14, 2023 | Classificationintent-classification | CodeCode Available | 1 | 5 |
| LightHuBERT: Lightweight and Configurable Speech Representation Learning with Once-for-All Hidden-Unit BERT | Mar 29, 2022 | AllAutomatic Speech Recognition | CodeCode Available | 1 | 5 |
| MTSI-BERT: A Session-aware Knowledge-based Conversational Agent | May 1, 2020 | Chatbotintent-classification | CodeCode Available | 1 | 5 |
| Phoneme-BERT: Joint Language Modelling of Phoneme Sequence and ASR Transcript | Feb 1, 2021 | intent-classificationIntent Classification | CodeCode Available | 1 | 5 |
| Pre-training Intent-Aware Encoders for Zero- and Few-Shot Intent Classification | May 24, 2023 | Contrastive Learningintent-classification | CodeCode Available | 1 | 5 |
| BERT for Joint Intent Classification and Slot Filling | Feb 28, 2019 | General Classificationintent-classification | CodeCode Available | 1 | 5 |
| Stacked DeBERT: All Attention in Incomplete Data for Text Classification | Jan 1, 2020 | AllChatbot | CodeCode Available | 1 | 5 |
| Are Large Language Models Good Classifiers? A Study on Edit Intent Classification in Scientific Document Revisions | Oct 2, 2024 | Classificationintent-classification | CodeCode Available | 1 | 5 |
| Unknown Intent Detection Using Gaussian Mixture Model with an Application to Zero-shot Intent Classification | Jul 1, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| 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 | 5 |
| Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System | Apr 24, 2021 | ClassificationFew-Shot Text Classification | CodeCode Available | 1 | 5 |
| Induction Networks for Few-Shot Text Classification | Feb 27, 2019 | Few-Shot Text ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Learning Dialogue Representations from Consecutive Utterances | May 26, 2022 | Contrastive LearningConversational Question Answering | CodeCode Available | 1 | 5 |
| Search4Code: Code Search Intent Classification Using Weak Supervision | Nov 24, 2020 | ClassificationCode Search | CodeCode Available | 1 | 5 |
| CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark | Jun 15, 2021 | Intent ClassificationMedical Concept Normalization | CodeCode Available | 1 | 5 |
| ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler | Mar 26, 2024 | In-Context Learningintent-classification | CodeCode Available | 1 | 5 |
| ConveRT: Efficient and Accurate Conversational Representations from Transformers | Nov 9, 2019 | Conversational Response Selectionintent-classification | CodeCode Available | 1 | 5 |
| InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systems | Oct 13, 2023 | Dialogue State TrackingInformativeness | CodeCode Available | 1 | 5 |
| An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction | Sep 4, 2019 | BenchmarkingGeneral Classification | CodeCode Available | 1 | 5 |
| Interactive Classification by Asking Informative Questions | Nov 9, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Data Augmentation for Intent Classification with Off-the-shelf Large Language Models | Apr 5, 2022 | Data Augmentationintent-classification | CodeCode Available | 1 | 5 |
| Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models | Dec 13, 2023 | Class Incremental LearningIncremental Learning | CodeCode Available | 1 | 5 |
| Deep Open Intent Classification with Adaptive Decision Boundary | Dec 18, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Skit-S2I: An Indian Accented Speech to Intent dataset | Dec 26, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| Efficient Sequence Transduction by Jointly Predicting Tokens and Durations | Apr 13, 2023 | Intent ClassificationIntent Classification and Slot Filling | CodeCode Available | 1 | 5 |
| OutFlip: Generating Out-of-Domain Samples for Unknown Intent Detection with Natural Language Attack | May 12, 2021 | intent-classificationIntent Classification | CodeCode Available | 1 | 5 |
| Fast Intent Classification for Spoken Language Understanding | Dec 3, 2019 | ClassificationDecision Making | CodeCode Available | 0 | 5 |
| Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models | Jun 29, 2022 | Intent ClassificationSlot Filling | CodeCode Available | 0 | 5 |
| Adaptive Open-Set Active Learning with Distance-Based Out-of-Distribution Detection for Robust Task-Oriented Dialog System | Sep 1, 2024 | Active LearningInformativeness | CodeCode Available | 0 | 5 |
| Fleurs-SLU: A Massively Multilingual Benchmark for Spoken Language Understanding | Jan 10, 2025 | Automatic Speech RecognitionClassification | CodeCode Available | 0 | 5 |
| Explainable Abuse Detection as Intent Classification and Slot Filling | Oct 6, 2022 | Abuse DetectionGeneral Classification | CodeCode Available | 0 | 5 |
| Exploring Description-Augmented Dataless Intent Classification | Jul 25, 2024 | AvgClassification | CodeCode Available | 0 | 5 |
