| RNN based Incremental Online Spoken Language Understanding | Oct 23, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Iterative Delexicalization for Improved Spoken Language Understanding | Oct 15, 2019 | intent-classificationIntent Classification | —Unverified | 0 |
| A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification | Oct 9, 2019 | Data AugmentationGeneral Classification | —Unverified | 0 |
| Controlled Text Generation for Data Augmentation in Intelligent Artificial Agents | Oct 4, 2019 | Data AugmentationDecoder | —Unverified | 0 |
| CASA-NLU: Context-Aware Self-Attentive Natural Language Understanding for Task-Oriented Chatbots | Sep 18, 2019 | Dialogue Managementintent-classification | —Unverified | 0 |
| Emu: Enhancing Multilingual Sentence Embeddings with Semantic Specialization | Sep 15, 2019 | intent-classificationIntent Classification | CodeCode Available | 0 |
| An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction | Sep 4, 2019 | BenchmarkingGeneral Classification | CodeCode Available | 1 |
| Real-world Conversational AI for Hotel Bookings | Aug 27, 2019 | BIG-bench Machine LearningChatbot | —Unverified | 0 |
| Active Annotation: bootstrapping annotation lexicon and guidelines for supervised NLU learning | Aug 12, 2019 | intent-classificationIntent Classification | —Unverified | 0 |
| Submodular Optimization-based Diverse Paraphrasing and its Effectiveness in Data Augmentation | Jun 1, 2019 | Data AugmentationDiversity | CodeCode Available | 0 |
| Joint Multiple Intent Detection and Slot Labeling for Goal-Oriented Dialog | Jun 1, 2019 | General ClassificationGoal-Oriented Dialog | —Unverified | 0 |
| Outlier Detection for Improved Data Quality and Diversity in Dialog Systems | Apr 5, 2019 | Diversityintent-classification | —Unverified | 0 |
| Structural Scaffolds for Citation Intent Classification in Scientific Publications | Apr 2, 2019 | ARCCitation Intent Classification | CodeCode Available | 0 |
| Privacy-preserving Active Learning on Sensitive Data for User Intent Classification | Mar 26, 2019 | Active LearningBinary Classification | —Unverified | 0 |
| Question Embeddings Based on Shannon Entropy: Solving intent classification task in goal-oriented dialogue system | Mar 25, 2019 | General Classificationintent-classification | 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 |
| Benchmarking Natural Language Understanding Services for building Conversational Agents | Mar 13, 2019 | BenchmarkingGeneral Classification | CodeCode Available | 1 |
| BERT for Joint Intent Classification and Slot Filling | Feb 28, 2019 | General Classificationintent-classification | CodeCode Available | 1 |
| Induction Networks for Few-Shot Text Classification | Feb 27, 2019 | Few-Shot Text ClassificationGeneral Classification | CodeCode Available | 1 |
| Intent Detection and Slots Prompt in a Closed-Domain Chatbot | Dec 27, 2018 | ChatbotClassification | —Unverified | 0 |
| Natural language understanding for task oriented dialog in the biomedical domain in a low resources context | Nov 23, 2018 | Data AugmentationGeneral Classification | —Unverified | 0 |
| Developing Production-Level Conversational Interfaces with Shallow Semantic Parsing | Nov 1, 2018 | Dialogue ManagementGeneral Classification | —Unverified | 0 |
| Subword Semantic Hashing for Intent Classification on Small Datasets | Oct 16, 2018 | ChatbotGeneral Classification | CodeCode Available | 0 |
| Modeling Temporality of Human Intentions by Domain Adaptation | Oct 1, 2018 | Decision MakingDomain Adaptation | —Unverified | 0 |
| Adversarial Training for Multi-task and Multi-lingual Joint Modeling of Utterance Intent Classification | Oct 1, 2018 | General Classificationintent-classification | —Unverified | 0 |
