Data Augmentation by Data Noising for Open-vocabulary Slots in Spoken Language Understanding Jun 1, 2019 Data Augmentation slot-filling
— Unverified A Self-Attention Joint Model for Spoken Language Understanding in Situational Dialog Applications May 27, 2019 Goal-Oriented Dialog Intent Detection
— Unverified Transferring SLU Models in Novel Domains May 1, 2019 Intent Recognition Meta-Learning
— Unverified Natural Language Interactions in Autonomous Vehicles: Intent Detection and Slot Filling from Passenger Utterances Apr 23, 2019 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Outlier Detection for Improved Data Quality and Diversity in Dialog Systems Apr 5, 2019 Diversity intent-classification
— Unverified BERT for Joint Intent Classification and Slot Filling Feb 28, 2019 General Classification intent-classification
Code Code Available Aggregating E-commerce Search Results from Heterogeneous Sources via Hierarchical Reinforcement Learning Feb 24, 2019 Hierarchical Reinforcement Learning reinforcement-learning
— Unverified Context-Aware Visual Compatibility Prediction Feb 10, 2019 Graph Neural Network Metric Learning
Code Code Available Beyond Turing: Intelligent Agents Centered on the User Jan 20, 2019 Chatbot slot-filling
— Unverified A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling Dec 26, 2018 Decoder
Code Code Available Joint Slot Filling and Intent Detection via Capsule Neural Networks Dec 22, 2018 Intent Detection Natural Language Understanding
Code Code Available Recurrent Neural Networks with Pre-trained Language Model Embedding for Slot Filling Task Dec 12, 2018 Language Modeling Language Modelling
Code Code Available Exploring the importance of context and embeddings in neural NER models for task-oriented dialogue systems Dec 6, 2018 named-entity-recognition Named Entity Recognition
— Unverified Back to the Future for Dialogue Research: A Position Paper Dec 4, 2018 Position slot-filling
— Unverified Cross-Lingual Approaches to Reference Resolution in Dialogue Systems Nov 27, 2018 Cross-Lingual Transfer Data Augmentation
— Unverified Natural language understanding for task oriented dialog in the biomedical domain in a low resources context Nov 23, 2018 Data Augmentation General Classification
— Unverified CIS at TAC Cold Start 2015: Neural Networks and Coreference Resolution for Slot Filling Nov 6, 2018 coreference-resolution Coreference Resolution
— Unverified Elastic CRFs for Open-ontology Slot Filling Nov 4, 2018 slot-filling Slot Filling
— Unverified Applications of NLG in practical conversational AI settings Nov 1, 2018 Slot Filling Text Generation
— Unverified DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction Nov 1, 2018 BIG-bench Machine Learning Relation
— Unverified Semantic Parsing for Task Oriented Dialog using Hierarchical Representations Oct 18, 2018 Constituency Parsing Semantic Parsing
— Unverified Extracting Arguments from Korean Question and Command: An Annotated Corpus for Structured Paraphrasing Oct 10, 2018 Argument Mining Management
Code Code Available Query Tracking for E-commerce Conversational Search: A Machine Comprehension Perspective Oct 8, 2018 Conversational Search Natural Language Understanding
— Unverified Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding Oct 1, 2018 Domain Adaptation Multi-Task Learning
— Unverified A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding Oct 1, 2018 Automatic Speech Recognition (ASR) Intent Detection
— Unverified Learning to Embed Semantic Correspondence for Natural Language Understanding Oct 1, 2018 Natural Language Understanding Re-Ranking
— Unverified User Information Augmented Semantic Frame Parsing using Coarse-to-Fine Neural Networks Sep 18, 2018 Intent Detection Semantic Frame Parsing
— Unverified Source-Critical Reinforcement Learning for Transferring Spoken Language Understanding to a New Language Aug 19, 2018 Cultural Vocal Bursts Intensity Prediction domain classification
— Unverified LISA: Explaining Recurrent Neural Network Judgments via Layer-wIse Semantic Accumulation and Example to Pattern Transformation Aug 5, 2018 Decision Making Relation Classification
— Unverified Modeling with Recurrent Neural Networks for Open Vocabulary Slots Aug 1, 2018 Goal-Oriented Dialogue Systems Intent Detection
— Unverified Source Critical Reinforcement Learning for Transferring Spoken Language Understanding to a New Language Aug 1, 2018 Cultural Vocal Bursts Intensity Prediction domain classification
— Unverified A New Concept of Deep Reinforcement Learning based Augmented General Tagging System Aug 1, 2018 Deep Reinforcement Learning Named Entity Recognition (NER)
— Unverified Point Precisely: Towards Ensuring the Precision of Data in Generated Texts Using Delayed Copy Mechanism Aug 1, 2018 Data-to-Text Generation Decoder
— Unverified Position-aware Self-attention with Relative Positional Encodings for Slot Filling Jul 9, 2018 Position Relation Extraction
Code Code Available A deep learning approach for understanding natural language commands for mobile service robots Jul 9, 2018 Action Detection Intent Detection
— Unverified Spoken Dialogue for Information Navigation Jul 1, 2018 Information Retrieval slot-filling
— Unverified Attention-based Semantic Priming for Slot-filling Jul 1, 2018 slot-filling Slot Filling
— Unverified Baseline: A Library for Rapid Modeling, Experimentation and Development of Deep Learning Algorithms targeting NLP Jul 1, 2018 Deep Learning Language Modeling
Code Code Available SANTO: A Web-based Annotation Tool for Ontology-driven Slot Filling Jul 1, 2018 Knowledge Base Population Reading Comprehension
— Unverified Improving Slot Filling in Spoken Language Understanding with Joint Pointer and Attention Jul 1, 2018 Sentence slot-filling
Code Code Available Combining Word Feature Vector Method with the Convolutional Neural Network for Slot Filling in Spoken Language Understanding Jun 18, 2018 Sentence slot-filling
— Unverified Contextual Slot Carryover for Disparate Schemas Jun 5, 2018 slot-filling Slot Filling
— Unverified Slot-Gated Modeling for Joint Slot Filling and Intent Prediction Jun 1, 2018 global-optimization Intent Detection
Code Code Available How Time Matters: Learning Time-Decay Attention for Contextual Spoken Language Understanding in Dialogues Jun 1, 2018 Dialogue State Tracking Image Captioning
Code Code Available Marrying up Regular Expressions with Neural Networks: A Case Study for Spoken Language Understanding May 15, 2018 Intent Detection slot-filling
— Unverified Japanese Dialogue Corpus of Information Navigation and Attentive Listening Annotated with Extended ISO-24617-2 Dialogue Act Tags May 1, 2018 Slot Filling Spoken Dialogue Systems
— Unverified Simulating ASR errors for training SLU systems May 1, 2018 Automatic Speech Recognition (ASR) Data Augmentation
— Unverified When ACE met KBP: End-to-End Evaluation of Knowledge Base Population with Component-level Annotation May 1, 2018 Knowledge Base Population Named Entity Recognition (NER)
— Unverified TypeSQL: Knowledge-based Type-Aware Neural Text-to-SQL Generation Apr 25, 2018 slot-filling Slot Filling
Code Code Available Reduce, Reuse, Recycle: New uses for old QA resources Apr 22, 2018 Relation Relation Extraction
— Unverified 