| A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding | Sep 5, 2019 | Intent Detectionslot-filling | CodeCode Available | 0 |
| Avaya Conversational Intelligence: A Real-Time System for Spoken Language Understanding in Human-Human Call Center Conversations | Sep 2, 2019 | Abstractive Text SummarizationIntent Recognition | —Unverified | 0 |
| An Arabic Multi-Domain Spoken Language Understanding System | Sep 1, 2019 | Spoken Language Understanding | —Unverified | 0 |
| Data Augmentation with Atomic Templates for Spoken Language Understanding | Aug 28, 2019 | Data AugmentationDecoder | CodeCode Available | 0 |
| Almawave-SLU: A new dataset for SLU in Italian | Jul 17, 2019 | Intent DetectionQuestion Answering | —Unverified | 0 |
| Rationally Reappraising ATIS-based Dialogue Systems | Jul 1, 2019 | slot-fillingSlot Filling | —Unverified | 0 |
| A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling | Jun 30, 2019 | Intent DetectionSentence | CodeCode Available | 0 |
| One-vs-All Models for Asynchronous Training: An Empirical Analysis | Jun 20, 2019 | AllGeneral Classification | —Unverified | 0 |
| Curriculum-based transfer learning for an effective end-to-end spoken language understanding and domain portability | Jun 18, 2019 | POSPOS Tagging | —Unverified | 0 |
| Automated Curriculum Learning for Turn-level Spoken Language Understanding with Weak Supervision | Jun 10, 2019 | Spoken Language Understanding | —Unverified | 0 |
| Memory Consolidation for Contextual Spoken Language Understanding with Dialogue Logistic Inference | Jun 5, 2019 | Retrievalslot-filling | —Unverified | 0 |
| Modeling Long-Distance Cue Integration in Spoken Word Recognition | Jun 1, 2019 | Spoken Language Understanding | —Unverified | 0 |
| Data Augmentation by Data Noising for Open-vocabulary Slots in Spoken Language Understanding | Jun 1, 2019 | Data Augmentationslot-filling | —Unverified | 0 |
| Neural Lexicons for Slot Tagging in Spoken Language Understanding | Jun 1, 2019 | Spoken Language Understanding | —Unverified | 0 |
| A Self-Attention Joint Model for Spoken Language Understanding in Situational Dialog Applications | May 27, 2019 | Goal-Oriented DialogIntent Detection | —Unverified | 0 |
| Locale-agnostic Universal Domain Classification Model in Spoken Language Understanding | May 2, 2019 | Classificationdomain classification | —Unverified | 0 |
| Transferring SLU Models in Novel Domains | May 1, 2019 | Intent RecognitionMeta-Learning | —Unverified | 0 |
| End-to-End Spoken Language Translation | Apr 23, 2019 | SentenceSpoken Language Understanding | —Unverified | 0 |
| Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language Understanding | Apr 20, 2019 | ClusteringCommunity Detection | CodeCode Available | 0 |
| Mitigating the Impact of Speech Recognition Errors on Spoken Question Answering by Adversarial Domain Adaptation | Apr 16, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| M2H-GAN: A GAN-based Mapping from Machine to Human Transcripts for Speech Understanding | Apr 13, 2019 | Generative Adversarial NetworkSpoken Language Understanding | —Unverified | 0 |
| A Hierarchical Decoding Model For Spoken Language Understanding From Unaligned Data | Apr 9, 2019 | Spoken Language Understanding | CodeCode Available | 1 |
| Speech Model Pre-training for End-to-End Spoken Language Understanding | Apr 7, 2019 | Speech-to-TextSpoken Language Understanding | CodeCode Available | 2 |
| Spoken Language Intent Detection using Confusion2Vec | Apr 7, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| Cross-lingual transfer learning for spoken language understanding | Apr 3, 2019 | Cross-Lingual TransferSpoken Language Understanding | —Unverified | 0 |
| A dataset for resolving referring expressions in spoken dialogue via contextual query rewrites (CQR) | Mar 28, 2019 | Spoken Dialogue SystemsSpoken Language Understanding | CodeCode Available | 0 |
| Decay-Function-Free Time-Aware Attention to Context and Speaker Indicator for Spoken Language Understanding | Mar 20, 2019 | dialog state trackingSpoken Language Understanding | CodeCode Available | 0 |
| Simple, Fast, Accurate Intent Classification and Slot Labeling for Goal-Oriented Dialogue Systems | Mar 19, 2019 | General ClassificationGoal-Oriented Dialogue Systems | —Unverified | 0 |
| Scaling Multi-Domain Dialogue State Tracking via Query Reformulation | Mar 12, 2019 | Dialogue State TrackingMulti-domain Dialogue State Tracking | —Unverified | 0 |
| Practical Semantic Parsing for Spoken Language Understanding | Mar 11, 2019 | Multi-Task LearningQuestion Answering | —Unverified | 0 |
| Audio-Linguistic Embeddings for Spoken Sentences | Feb 20, 2019 | DecoderEmotion Recognition | CodeCode Available | 0 |
| Learned In Speech Recognition: Contextual Acoustic Word Embeddings | Feb 18, 2019 | Sentencespeech-recognition | —Unverified | 0 |
| A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling | Dec 26, 2018 | Decoder | CodeCode Available | 0 |
| Coupled Representation Learning for Domains, Intents and Slots in Spoken Language Understanding | Dec 13, 2018 | Representation LearningReranking | —Unverified | 0 |
| Recurrent Neural Networks with Pre-trained Language Model Embedding for Slot Filling Task | Dec 12, 2018 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| SDNet: Contextualized Attention-based Deep Network for Conversational Question Answering | Dec 10, 2018 | Conversational Question AnsweringCoreference Resolution | CodeCode Available | 0 |
| The Lost Combinator | Dec 1, 2018 | Spoken Language Understanding | —Unverified | 0 |
| Unsupervised Transfer Learning for Spoken Language Understanding in Intelligent Agents | Nov 13, 2018 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Spoken Language Understanding on the Edge | Oct 30, 2018 | Spoken Language Understanding | CodeCode Available | 1 |
| Parsing Coordination for Spoken Language Understanding | Oct 26, 2018 | Spoken Language Understanding | —Unverified | 0 |
| Learned in Speech Recognition: Contextual Acoustic Word Embeddings | Oct 22, 2018 | Sentencespeech-recognition | —Unverified | 0 |
| FlowQA: Grasping Flow in History for Conversational Machine Comprehension | Oct 6, 2018 | Question AnsweringReading Comprehension | CodeCode Available | 0 |
| A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding | Oct 1, 2018 | Automatic Speech Recognition (ASR)Intent Detection | —Unverified | 0 |
| Joint On-line Learning of a Zero-shot Spoken Semantic Parser and a Reinforcement Learning Dialogue Manager | Oct 1, 2018 | Dialogue ManagementManagement | —Unverified | 0 |
| Automatic Data Expansion for Customer-care Spoken Language Understanding | Sep 27, 2018 | Language ModellingNatural Language Understanding | —Unverified | 0 |
| From Audio to Semantics: Approaches to end-to-end spoken language understanding | Sep 24, 2018 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| User Information Augmented Semantic Frame Parsing using Coarse-to-Fine Neural Networks | Sep 18, 2018 | Intent DetectionSemantic Frame Parsing | —Unverified | 0 |
| Robust Spoken Language Understanding via Paraphrasing | Sep 17, 2018 | Spoken Language Understanding | —Unverified | 0 |
| Data Augmentation for Spoken Language Understanding via Joint Variational Generation | Sep 7, 2018 | Data AugmentationDomain Adaptation | —Unverified | 0 |
| Dynamically Context-Sensitive Time-Decay Attention for Dialogue Modeling | Sep 5, 2018 | Dialogue State TrackingSpoken Language Understanding | —Unverified | 0 |
