| PIN: A Novel Parallel Interactive Network for Spoken Language Understanding | Sep 28, 2020 | Intent DetectionLanguage Modelling | —Unverified | 0 |
| The importance of fillers for text representations of speech transcripts | Sep 23, 2020 | Spoken Language Understanding | —Unverified | 0 |
| Robust Spoken Language Understanding with RL-based Value Error Recovery | Sep 7, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Variational Inference-Based Dropout in Recurrent Neural Networks for Slot Filling in Spoken Language Understanding | Aug 23, 2020 | slot-fillingSlot Filling | —Unverified | 0 |
| Speech To Semantics: Improve ASR and NLU Jointly via All-Neural Interfaces | Aug 14, 2020 | AllAutomatic Speech Recognition | —Unverified | 0 |
| Large-scale Transfer Learning for Low-resource Spoken Language Understanding | Aug 13, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| End-to-End Neural Transformer Based Spoken Language Understanding | Aug 12, 2020 | Spoken Language Understanding | —Unverified | 0 |
| Deep F-measure Maximization for End-to-End Speech Understanding | Aug 8, 2020 | FairnessIntent Detection | —Unverified | 0 |
| Semantic Complexity in End-to-End Spoken Language Understanding | Aug 6, 2020 | Spoken Language Understanding | —Unverified | 0 |
| Data balancing for boosting performance of low-frequency classes in Spoken Language Understanding | Aug 6, 2020 | intent-classificationIntent Classification | —Unverified | 0 |
| Improving End-to-End Speech-to-Intent Classification with Reptile | Aug 5, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Learning Spoken Language Representations with Neural Lattice Language Modeling | Jul 6, 2020 | Intent DetectionLanguage Modeling | CodeCode Available | 1 |
| Pretrained Semantic Speech Embeddings for End-to-End Spoken Language Understanding via Cross-Modal Teacher-Student Learning | Jul 3, 2020 | Natural Language Understandingspeech-recognition | —Unverified | 0 |
| Towards end-2-end learning for predicting behavior codes from spoken utterances in psychotherapy conversations | Jul 1, 2020 | Action DetectionActivity Detection | —Unverified | 0 |
| Neural Machine Translation For Paraphrase Generation | Jun 25, 2020 | DecoderMachine Translation | —Unverified | 0 |
| Jointly Encoding Word Confusion Network and Dialogue Context with BERT for Spoken Language Understanding | May 24, 2020 | Spoken Language Understanding | CodeCode Available | 1 |
| Speech to Text Adaptation: Towards an Efficient Cross-Modal Distillation | May 17, 2020 | Computational Efficiencyspeech-recognition | —Unverified | 0 |
| Corpus Generation for Voice Command in Smart Home and the Effect of Speech Synthesis on End-to-End SLU | May 1, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| LinTO Platform: A Smart Open Voice Assistant for Business Environments | May 1, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Multi-Domain Spoken Language Understanding Using Domain- and Task-Aware Parameterization | Apr 30, 2020 | Spoken Language Understanding | —Unverified | 0 |
| Data Augmentation for Spoken Language Understanding via Pretrained Language Models | Apr 29, 2020 | Data AugmentationSpoken Language Understanding | CodeCode Available | 1 |
| End-to-end speech-to-dialog-act recognition | Apr 23, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling | Apr 21, 2020 | Intent DetectionSemantic Frame Parsing | CodeCode Available | 1 |
| Parallel Intent and Slot Prediction using MLB Fusion | Mar 20, 2020 | PredictionSpoken Language Understanding | —Unverified | 0 |
| Transfer Learning for Context-Aware Spoken Language Understanding | Mar 3, 2020 | Spoken Language UnderstandingTask-Oriented Dialogue Systems | —Unverified | 0 |
| Small-Footprint Open-Vocabulary Keyword Spotting with Quantized LSTM Networks | Feb 25, 2020 | Keyword SpottingSpoken Language Understanding | —Unverified | 0 |
| A Data Efficient End-To-End Spoken Language Understanding Architecture | Feb 14, 2020 | ChunkingLanguage Modeling | —Unverified | 0 |
| Dialogue history integration into end-to-end signal-to-concept spoken language understanding systems | Feb 14, 2020 | slot-fillingSlot Filling | —Unverified | 0 |
| Pre-Training for Query Rewriting in A Spoken Language Understanding System | Feb 13, 2020 | Entity ResolutionFriction | —Unverified | 0 |
| Improving Spoken Language Understanding By Exploiting ASR N-best Hypotheses | Jan 11, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Fast Intent Classification for Spoken Language Understanding | Dec 3, 2019 | ClassificationDecision Making | CodeCode Available | 0 |
| EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural Annotators | Dec 2, 2019 | Dialogue Act ClassificationEmotional Dialogue Acts | CodeCode Available | 0 |
| A Joint Learning Framework With BERT for Spoken Language Understanding | Nov 20, 2019 | Decoderintent-classification | —Unverified | 0 |
| Improving Slot Filling by Utilizing Contextual Information | Nov 5, 2019 | Intent Detectionslot-filling | —Unverified | 0 |
| Slot Tagging for Task Oriented Spoken Language Understanding in Human-to-Human Conversation Scenarios | Nov 1, 2019 | Spoken Language Understanding | —Unverified | 0 |
| A Progressive Model to Enable Continual Learning for Semantic Slot Filling | Nov 1, 2019 | Continual Learningslot-filling | —Unverified | 0 |
| Cross-lingual Transfer Learning with Data Selection for Large-Scale Spoken Language Understanding | Nov 1, 2019 | Cross-Lingual TransferLanguage Modeling | —Unverified | 0 |
| Modeling Inter-Speaker Relationship in XLNet for Contextual Spoken Language Understanding | Oct 28, 2019 | Spoken Language Understanding | —Unverified | 0 |
| SpeechBERT: An Audio-and-text Jointly Learned Language Model for End-to-end Spoken Question Answering | Oct 25, 2019 | Language ModelingLanguage Modelling | —Unverified | 0 |
| RNN based Incremental Online Spoken Language Understanding | Oct 23, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Using Speech Synthesis to Train End-to-End Spoken Language Understanding Models | Oct 21, 2019 | Data AugmentationNatural Language Understanding | CodeCode Available | 2 |
| Text Matters but Speech Influences: A Computational Analysis of Syntactic Ambiguity Resolution | Oct 21, 2019 | SentenceSpoken Language Understanding | CodeCode Available | 0 |
| Joint Learning of Word and Label Embeddings for Sequence Labelling in Spoken Language Understanding | Oct 16, 2019 | slot-fillingSlot Filling | —Unverified | 0 |
| Iterative Delexicalization for Improved Spoken Language Understanding | Oct 15, 2019 | intent-classificationIntent Classification | —Unverified | 0 |
| Adapting a FrameNet Semantic Parser for Spoken Language Understanding Using Adversarial Learning | Oct 7, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Incremental processing of noisy user utterances in the spoken language understanding task | Sep 30, 2019 | Natural Language UnderstandingSpoken Language Understanding | —Unverified | 0 |
| Recent Advances in End-to-End Spoken Language Understanding | Sep 29, 2019 | General Classificationnamed-entity-recognition | —Unverified | 0 |
| Understanding Semantics from Speech Through Pre-training | Sep 24, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Learning ASR-Robust Contextualized Embeddings for Spoken Language Understanding | Sep 24, 2019 | Spoken Language Understanding | CodeCode Available | 0 |
| CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding | Sep 16, 2019 | Intent Detectionslot-filling | CodeCode Available | 0 |
