| Wizard of Tasks: A Novel Conversational Dataset for Solving Real-World Tasks in Conversational Settings | Oct 1, 2022 | abstractive question answeringArticles | —Unverified | 0 |
| Domain- and Task-Adaptation for VaccinChatNL, a Dutch COVID-19 FAQ Answering Corpus and Classification Model | Oct 1, 2022 | Chatbotintent-classification | —Unverified | 0 |
| A Domain Knowledge Enhanced Pre-Trained Language Model for Vertical Search: Case Study on Medicinal Products | Oct 1, 2022 | Attributeintent-classification | CodeCode Available | 0 |
| TaskMix: Data Augmentation for Meta-Learning of Spoken Intent Understanding | Sep 26, 2022 | Data AugmentationDiversity | —Unverified | 0 |
| CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task | Sep 21, 2022 | intent-classificationIntent Classification | CodeCode Available | 0 |
| LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging | Sep 20, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| Analyzing the Impact of Varied Window Hyper-parameters on Deep CNN for sEMG based Motion Intent Classification | Sep 13, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| Generalized Intent Discovery: Learning from Open World Dialogue System | Sep 13, 2022 | intent-classificationIntent Classification | CodeCode Available | 0 |
| Evaluating N-best Calibration of Natural Language Understanding for Dialogue Systems | Sep 1, 2022 | Classificationintent-classification | CodeCode Available | 0 |
| Data Augmentation for Intent Classification of German Conversational Agents in the Finance Domain | Sep 1, 2022 | Data Augmentationintent-classification | —Unverified | 0 |
| Z-BERT-A: a zero-shot Pipeline for Unknown Intent detection | Aug 15, 2022 | intent-classificationIntent Classification | CodeCode Available | 1 |
| A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog | Jul 26, 2022 | Classificationintent-classification | —Unverified | 0 |
| A Multi-Task BERT Model for Schema-Guided Dialogue State Tracking | Jul 2, 2022 | Dialogue State TrackingIntent Classification | CodeCode Available | 1 |
| Local-to-global learning for iterative training of production SLU models on new features | Jul 1, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| Controlled Data Generation via Insertion Operations for NLU | Jul 1, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling | Jul 1, 2022 | Contrastive LearningData Augmentation | —Unverified | 0 |
| Benchmarking Language-agnostic Intent Classification for Virtual Assistant Platforms | Jul 1, 2022 | BenchmarkingClassification | CodeCode Available | 0 |
| 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 |
| Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems | Jun 15, 2022 | Cross-Lingual Natural Language Inferenceintent-classification | —Unverified | 0 |
| Data Augmentation for Intent Classification | Jun 12, 2022 | ClassificationData Augmentation | —Unverified | 0 |
| A Simple Meta-learning Paradigm for Zero-shot Intent Classification with Mixture Attention Mechanism | Jun 5, 2022 | Classificationintent-classification | —Unverified | 0 |
| Learning Dialogue Representations from Consecutive Utterances | May 26, 2022 | Contrastive LearningConversational Question Answering | CodeCode Available | 1 |
| On Building Spoken Language Understanding Systems for Low Resourced Languages | May 25, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Exploring the Advantages of Dense-Vector to One-Hot Encoding of Intent Classes in Out-of-Scope Detection Tasks | May 18, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| Fine-grained Intent Classification in the Legal Domain | May 6, 2022 | Classificationintent-classification | —Unverified | 0 |
