| ORCAS-I: Queries Annotated with Intent using Weak Supervision | May 2, 2022 | ClassificationInformation Retrieval | CodeCode Available | 0 |
| KNN-Contrastive Learning for Out-of-Domain Intent Classification | May 1, 2022 | ClassificationContrastive Learning | —Unverified | 0 |
| Evaluating the Practical Utility of Confidence-score based Techniques for Unsupervised Open-world Classification | May 1, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains | May 1, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Label Errors in BANKING77 | May 1, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection | May 1, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages | Apr 18, 2022 | intent-classificationIntent Classification | CodeCode Available | 2 |
| Learning to Classify Open Intent via Soft Labeling and Manifold Mixup | Apr 16, 2022 | intent-classificationIntent Classification | CodeCode Available | 0 |
| Redwood: Using Collision Detection to Grow a Large-Scale Intent Classification Dataset | Apr 12, 2022 | Classificationintent-classification | CodeCode Available | 0 |
| Building an ASR Error Robust Spoken Virtual Patient System in a Highly Class-Imbalanced Scenario Without Speech Data | Apr 11, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Three-Module Modeling For End-to-End Spoken Language Understanding Using Pre-trained DNN-HMM-Based Acoustic-Phonetic Model | Apr 7, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Quick Starting Dialog Systems with Paraphrase Generation | Apr 6, 2022 | intent-classificationIntent Classification | —Unverified | 0 |
| 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 |
| A Speech Representation Anonymization Framework via Selective Noise Perturbation | Mar 26, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| Towards Textual Out-of-Domain Detection without In-Domain Labels | Mar 22, 2022 | Contrastive Learningintent-classification | —Unverified | 0 |
| Bi-directional Joint Neural Networks for Intent Classification and Slot Filling | Feb 26, 2022 | Classificationintent-classification | —Unverified | 0 |
| A new data augmentation method for intent classification enhancement and its application on spoken conversation datasets | Feb 21, 2022 | Active LearningData Augmentation | —Unverified | 0 |
| When BERT Meets Quantum Temporal Convolution Learning for Text Classification in Heterogeneous Computing | Feb 17, 2022 | ClassificationCPU | —Unverified | 0 |
| pNLP-Mixer: an Efficient all-MLP Architecture for Language | Feb 9, 2022 | Allintent-classification | CodeCode Available | 1 |
| mSLAM: Massively multilingual joint pre-training for speech and text | Feb 3, 2022 | cross-modal alignmentintent-classification | —Unverified | 0 |
| A Deep Learning Approach to Integrate Human-Level Understanding in a Chatbot | Dec 31, 2021 | Chatbotintent-classification | —Unverified | 0 |
| Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF | Dec 9, 2021 | intent-classificationIntent Classification | —Unverified | 0 |
| Training data reduction for multilingual Spoken Language Understanding systems | Dec 1, 2021 | intent-classificationIntent Classification | —Unverified | 0 |
| Multi-task pre-finetuning for zero-shot cross lingual transfer | Dec 1, 2021 | Cross-Lingual Transferintent-classification | —Unverified | 0 |
