| Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding | Apr 15, 2021 | intent-classificationIntent Classification | —Unverified | 0 |
| On the Robustness of Intent Classification and Slot Labeling in Goal-oriented Dialog Systems to Real-world Noise | Apr 14, 2021 | Data AugmentationGoal-Oriented Dialog | CodeCode Available | 0 |
| Few-shot Intent Classification and Slot Filling with Retrieved Examples | Apr 12, 2021 | ClassificationFew-Shot Learning | —Unverified | 0 |
| 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 |
| Intent Recognition and Unsupervised Slot Identification for Low Resourced Spoken Dialog Systems | Apr 3, 2021 | Data AugmentationGeneral Classification | —Unverified | 0 |
| The impact of domain-specific representations on BERT-based multi-domain spoken language understanding | Apr 1, 2021 | Classificationdomain classification | —Unverified | 0 |
| Industry Scale Semi-Supervised Learning for Natural Language Understanding | Mar 29, 2021 | intent-classificationIntent Classification | —Unverified | 0 |
| NUBOT: Embedded Knowledge Graph With RASA Framework for Generating Semantic Intents Responses in Roman Urdu | Feb 20, 2021 | Chatbotintent-classification | —Unverified | 0 |
| Leveraging Acoustic and Linguistic Embeddings from Pretrained speech and language Models for Intent Classification | Feb 15, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| Neural Data Augmentation via Example Extrapolation | Feb 2, 2021 | Data AugmentationDiversity | CodeCode Available | 0 |
| Phoneme-BERT: Joint Language Modelling of Phoneme Sequence and ASR Transcript | Feb 1, 2021 | intent-classificationIntent Classification | CodeCode Available | 1 |
| ProtoDA: Efficient Transfer Learning for Few-Shot Intent Classification | Jan 28, 2021 | ClassificationData Augmentation | —Unverified | 0 |
| A survey of joint intent detection and slot-filling models in natural language understanding | Jan 20, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| A character representation enhanced on-device Intent Classification | Jan 12, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| Revisiting Mahalanobis Distance for Transformer-Based Out-of-Domain Detection | Jan 11, 2021 | intent-classificationIntent Classification | —Unverified | 0 |
| Intent Classification and Slot Filling for Privacy Policies | Jan 1, 2021 | General Classificationintent-classification | CodeCode Available | 1 |
| Exploring Fluent Query Reformulations with Text-to-Text Transformers and Reinforcement Learning | Dec 18, 2020 | intent-classificationIntent Classification | —Unverified | 0 |
| Deep Open Intent Classification with Adaptive Decision Boundary | Dec 18, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Generation of complex database queries and API calls from natural language utterances | Dec 15, 2020 | intent-classificationIntent Classification | —Unverified | 0 |
| Using multiple ASR hypotheses to boost i18n NLU performance | Dec 7, 2020 | Abstractive Text SummarizationAutomatic Speech Recognition | —Unverified | 0 |
| Delexicalized Paraphrase Generation | Dec 4, 2020 | Data Augmentationintent-classification | —Unverified | 0 |
| Attentively Embracing Noise for Robust Latent Representation in BERT | Dec 1, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| Data-Efficient Paraphrase Generation to Bootstrap Intent Classification and Slot Labeling for New Features in Task-Oriented Dialog Systems | Dec 1, 2020 | intent-classificationIntent Classification | —Unverified | 0 |
| Multi-task Learning of Spoken Language Understanding by Integrating N-Best Hypotheses with Hierarchical Attention | Dec 1, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| STIL - Simultaneous Slot Filling, Translation, Intent Classification, and Language Identification: Initial Results using mBART on MultiATIS++ | Dec 1, 2020 | Classificationintent-classification | CodeCode Available | 0 |
