| 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 |
