| Efficient Sequence Transduction by Jointly Predicting Tokens and Durations | Apr 13, 2023 | Intent ClassificationIntent Classification and Slot Filling | CodeCode Available | 1 |
| Intent Detection and Slot Filling for Vietnamese | Apr 5, 2021 | Intent Classification and Slot FillingIntent Detection | CodeCode Available | 1 |
| Building Dialogue Understanding Models for Low-resource Language Indonesian from Scratch | Oct 24, 2024 | Cross-Lingual TransferDecoder | —Unverified | 0 |
| New Semantic Task for the French Spoken Language Understanding MEDIA Benchmark | Mar 28, 2024 | intent-classificationIntent Classification | CodeCode Available | 0 |
| Prompt Perturbation Consistency Learning for Robust Language Models | Feb 24, 2024 | Data Augmentationintent-classification | —Unverified | 0 |
| Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling | Dec 21, 2023 | intent-classificationIntent Classification | —Unverified | 0 |
| Leveraging Pretrained ASR Encoders for Effective and Efficient End-to-End Speech Intent Classification and Slot Filling | Jul 13, 2023 | intent-classificationIntent Classification | —Unverified | 0 |
| CIF-PT: Bridging Speech and Text Representations for Spoken Language Understanding via Continuous Integrate-and-Fire Pre-Training | May 27, 2023 | intent-classificationIntent Classification | —Unverified | 0 |
| Spoken Language Understanding for Conversational AI: Recent Advances and Future Direction | Dec 21, 2022 | Deep Learningintent-classification | —Unverified | 0 |
| ESIE-BERT: Enriching Sub-words Information Explicitly with BERT for Joint Intent Classification and SlotFilling | Nov 27, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| Augmenting Task-Oriented Dialogue Systems with Relation Extraction | Oct 24, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task | Sep 21, 2022 | intent-classificationIntent Classification | CodeCode Available | 0 |
| A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog | Jul 26, 2022 | Classificationintent-classification | —Unverified | 0 |
| Local-to-global learning for iterative training of production SLU models on new features | 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 |
| Bi-directional Joint Neural Networks for Intent Classification and Slot Filling | Feb 26, 2022 | Classificationintent-classification | —Unverified | 0 |
| Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF | Dec 9, 2021 | intent-classificationIntent Classification | —Unverified | 0 |
| An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling | Oct 26, 2021 | Contrastive Learningintent-classification | —Unverified | 0 |
| Semi-Supervised Few-Shot Intent Classification and Slot Filling | Sep 17, 2021 | ClassificationContrastive Learning | —Unverified | 0 |
| InFoBERT: Zero-Shot Approach to Natural Language Understanding Using Contextualized Word Embedding | Sep 1, 2021 | intent-classificationIntent Classification | —Unverified | 0 |
| CONDA: a CONtextual Dual-Annotated dataset for in-game toxicity understanding and detection | Jun 11, 2021 | Dota 2intent-classification | —Unverified | 0 |
| Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding | Apr 15, 2021 | intent-classificationIntent Classification | —Unverified | 0 |
| Few-shot Intent Classification and Slot Filling with Retrieved Examples | Apr 12, 2021 | ClassificationFew-Shot Learning | —Unverified | 0 |
| The impact of domain-specific representations on BERT-based multi-domain spoken language understanding | Apr 1, 2021 | Classificationdomain classification | —Unverified | 0 |
| A survey of joint intent detection and slot-filling models in natural language understanding | Jan 20, 2021 | ClassificationGeneral Classification | —Unverified | 0 |