| End-to-End Learning of Task-Oriented Dialogs | Jun 1, 2018 | Multi-Task LearningReinforcement Learning | —Unverified | 0 |
| How Time Matters: Learning Time-Decay Attention for Contextual Spoken Language Understanding in Dialogues | Jun 1, 2018 | Dialogue State TrackingImage Captioning | CodeCode Available | 0 |
| Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces | May 25, 2018 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Marrying up Regular Expressions with Neural Networks: A Case Study for Spoken Language Understanding | May 15, 2018 | Intent Detectionslot-filling | —Unverified | 0 |
| An End-to-end Approach for Handling Unknown Slot Values in Dialogue State Tracking | May 3, 2018 | Dialogue State TrackingSpoken Language Understanding | —Unverified | 0 |
| Simulating ASR errors for training SLU systems | May 1, 2018 | Automatic Speech Recognition (ASR)Data Augmentation | —Unverified | 0 |
| A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding | Apr 22, 2018 | domain classificationGeneral Classification | —Unverified | 0 |
| Spoken SQuAD: A Study of Mitigating the Impact of Speech Recognition Errors on Listening Comprehension | Apr 1, 2018 | Question AnsweringReading Comprehension | CodeCode Available | 1 |
| Towards end-to-end spoken language understanding | Feb 23, 2018 | Natural Language UnderstandingSpoken Language Understanding | CodeCode Available | 0 |
| Submodularity-Inspired Data Selection for Goal-Oriented Chatbot Training Based on Sentence Embeddings | Feb 2, 2018 | Active LearningChatbot | —Unverified | 0 |
| OneNet: Joint Domain, Intent, Slot Prediction for Spoken Language Understanding | Jan 16, 2018 | Spoken Language Understanding | —Unverified | 0 |
| Multi-Domain Adversarial Learning for Slot Filling in Spoken Language Understanding | Nov 30, 2017 | slot-fillingSlot Filling | —Unverified | 0 |
| Just ASK: Building an Architecture for Extensible Self-Service Spoken Language Understanding | Nov 1, 2017 | Spoken Language Understanding | —Unverified | 0 |
| Dynamic Time-Aware Attention to Speaker Roles and Contexts for Spoken Language Understanding | Sep 30, 2017 | Dialogue State TrackingSpoken Language Understanding | CodeCode Available | 0 |
| Enriching ASR Lattices with POS Tags for Dependency Parsing | Sep 1, 2017 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Agent-Aware Dropout DQN for Safe and Efficient On-line Dialogue Policy Learning | Sep 1, 2017 | Automatic Speech Recognition (ASR)Dialogue Management | —Unverified | 0 |
| Target word prediction and paraphasia classification in spoken discourse | Aug 1, 2017 | ClassificationGeneral Classification | —Unverified | 0 |
| Structured Learning for Context-aware Spoken Language Understanding of Robotic Commands | Aug 1, 2017 | Spoken Language Understanding | —Unverified | 0 |
| Adversarial Adaptation of Synthetic or Stale Data | Jul 1, 2017 | Domain AdaptationSpoken Language Understanding | —Unverified | 0 |
| Domain Attention with an Ensemble of Experts | Jul 1, 2017 | Domain AdaptationSpoken Language Understanding | —Unverified | 0 |
| Effective Spoken Language Labeling with Deep Recurrent Neural Networks | Jun 20, 2017 | Spoken Language Understanding | —Unverified | 0 |
| Label-Dependencies Aware Recurrent Neural Networks | Jun 6, 2017 | Spoken Language Understanding | —Unverified | 0 |
| ASR error management for improving spoken language understanding | May 26, 2017 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Sequential Dialogue Context Modeling for Spoken Language Understanding | May 8, 2017 | Goal-Oriented Dialogue SystemsSpoken Language Understanding | CodeCode Available | 0 |
| Hybrid Dialog State Tracker with ASR Features | Feb 21, 2017 | dialog state trackingslot-filling | —Unverified | 0 |
