| 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 |
| Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding | Apr 5, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Timers and Such: A Practical Benchmark for Spoken Language Understanding with Numbers | Apr 4, 2021 | Spoken Language Understanding | CodeCode Available | 0 |
| 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 |
| An Approach to Improve Robustness of NLP Systems against ASR Errors | Mar 25, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Hallucination of speech recognition errors with sequence to sequence learning | Mar 23, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| A Result based Portable Framework for Spoken Language Understanding | Mar 10, 2021 | Spoken Language Understanding | —Unverified | 0 |
| A Survey on Spoken Language Understanding: Recent Advances and New Frontiers | Mar 4, 2021 | Spoken Language UnderstandingSurvey | CodeCode Available | 1 |
| Leveraging Acoustic and Linguistic Embeddings from Pretrained speech and language Models for Intent Classification | Feb 15, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| Do as I mean, not as I say: Sequence Loss Training for Spoken Language Understanding | Feb 12, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Speech-language Pre-training for End-to-end Spoken Language Understanding | Feb 11, 2021 | DecoderLanguage Modeling | —Unverified | 0 |
| Joint Intent Detection and Slot Filling with Wheel-Graph Attention Networks | Feb 9, 2021 | Graph AttentionIntent Detection | —Unverified | 0 |
| Confusion2vec 2.0: Enriching Ambiguous Spoken Language Representations with Subwords | Feb 3, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| End2End Acoustic to Semantic Transduction | Feb 1, 2021 | Language ModelingLanguage Modelling | —Unverified | 0 |
| A Light Transformer For Speech-To-Intent Applications | Jan 19, 2021 | Spoken Language Understanding | CodeCode Available | 0 |
| Pattern-aware Data Augmentation for Query Rewriting in Voice Assistant Systems | Dec 21, 2020 | Data AugmentationFriction | —Unverified | 0 |
| Exploring Transfer Learning For End-to-End Spoken Language Understanding | Dec 15, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling | Dec 13, 2020 | Data AugmentationDiversity | CodeCode Available | 1 |
| Triplet Entropy Loss: Improving The Generalisation of Short Speech Language Identification Systems | Dec 3, 2020 | Language IdentificationSpeech Language Identification | CodeCode Available | 1 |
| Federated Learning for Spoken Language Understanding | Dec 1, 2020 | Federated LearningIntent Detection | —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 |
| Improving Spoken Language Understanding by Wisdom of Crowds | Dec 1, 2020 | Data AugmentationSpoken Language Understanding | —Unverified | 0 |
| Syntactic Graph Convolutional Network for Spoken Language Understanding | Dec 1, 2020 | Intent DetectionMulti-Task Learning | —Unverified | 0 |
| Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation Task | Dec 1, 2020 | Spoken Language UnderstandingWord Embeddings | CodeCode Available | 0 |
| Meta learning to classify intent and slot labels with noisy few shot examples | Nov 30, 2020 | Benchmarkingintent-classification | —Unverified | 0 |
| SLURP: A Spoken Language Understanding Resource Package | Nov 26, 2020 | Intent ClassificationSlot Filling | CodeCode Available | 1 |
| Tie Your Embeddings Down: Cross-Modal Latent Spaces for End-to-end Spoken Language Understanding | Nov 18, 2020 | Spoken Language UnderstandingTriplet | —Unverified | 0 |
| End-to-end spoken language understanding using transformer networks and self-supervised pre-trained features | Nov 16, 2020 | Spoken Language Understanding | —Unverified | 0 |
| Towards Semi-Supervised Semantics Understanding from Speech | Nov 11, 2020 | speech-recognitionSpeech Recognition | —Unverified | 0 |
| A low latency ASR-free end to end spoken language understanding system | Nov 10, 2020 | Speech-to-TextSpoken Language Understanding | —Unverified | 0 |
| To What Degree Can Language Borders Be Blurred In BERT-based Multilingual Spoken Language Understanding? | Nov 10, 2020 | Spoken Language Understanding | —Unverified | 0 |
| Personalized Query Rewriting in Conversational AI Agents | Nov 9, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Warped Language Models for Noise Robust Language Understanding | Nov 3, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Adapting Pretrained Transformer to Lattices for Spoken Language Understanding | Nov 2, 2020 | Natural Language Understandingspeech-recognition | CodeCode Available | 1 |
| A Two-stage Model for Slot Filling in Low-resource Settings: Domain-agnostic Non-slot Reduction and Pretrained Contextual Embeddings | Nov 1, 2020 | slot-fillingSlot Filling | —Unverified | 0 |
| Continual Learning Long Short Term Memory | Nov 1, 2020 | Continual LearningDeep Learning | —Unverified | 0 |
| Semi-Supervised Spoken Language Understanding via Self-Supervised Speech and Language Model Pretraining | Oct 26, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Two-stage Textual Knowledge Distillation for End-to-End Spoken Language Understanding | Oct 25, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| ST-BERT: Cross-modal Language Model Pre-training For End-to-end Spoken Language Understanding | Oct 23, 2020 | cross-modal alignmentLanguage Modeling | —Unverified | 0 |
| Ensemble Chinese End-to-End Spoken Language Understanding for Abnormal Event Detection from audio stream | Oct 19, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Modeling Token-level Uncertainty to Learn Unknown Concepts in SLU via Calibrated Dirichlet Prior RNN | Oct 16, 2020 | slot-fillingSlot Filling | —Unverified | 0 |
| Style Attuned Pre-training and Parameter Efficient Fine-tuning for Spoken Language Understanding | Oct 9, 2020 | Domain AdaptationLanguage Modeling | —Unverified | 0 |
| Injecting Word Information with Multi-Level Word Adapter for Chinese Spoken Language Understanding | Oct 8, 2020 | Intent DetectionSentence | CodeCode Available | 1 |
| A Co-Interactive Transformer for Joint Slot Filling and Intent Detection | Oct 8, 2020 | Intent Detectionslot-filling | CodeCode Available | 1 |
| SlotRefine: A Fast Non-Autoregressive Model for Joint Intent Detection and Slot Filling | Oct 6, 2020 | Intent Detectionslot-filling | CodeCode Available | 1 |
| Textual Supervision for Visually Grounded Spoken Language Understanding | Oct 6, 2020 | Spoken Language Understanding | CodeCode Available | 0 |
| SPLAT: Speech-Language Joint Pre-Training for Spoken Language Understanding | Oct 5, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Cross-lingual Spoken Language Understanding with Regularized Representation Alignment | Sep 30, 2020 | SentenceSpoken Language Understanding | CodeCode Available | 1 |
| End-to-End Spoken Language Understanding Without Full Transcripts | Sep 30, 2020 | Decoderslot-filling | —Unverified | 0 |
