UCD-CS at W-NUT 2020 Shared Task-3: A Text to Text Approach for COVID-19 Event Extraction on Social Media Sep 21, 2020 Event Extraction Question Answering
Code Code Available Simple is Better! Lightweight Data Augmentation for Low Resource Slot Filling and Intent Classification Sep 8, 2020 Data Augmentation General Classification
— Unverified KILT: a Benchmark for Knowledge Intensive Language Tasks Sep 4, 2020 Entity Linking Fact Checking
Code Code Available Variational Inference-Based Dropout in Recurrent Neural Networks for Slot Filling in Spoken Language Understanding Aug 23, 2020 slot-filling Slot Filling
— Unverified Data balancing for boosting performance of low-frequency classes in Spoken Language Understanding Aug 6, 2020 intent-classification Intent Classification
— Unverified Self-Supervised Learning of Context-Aware Pitch Prosody Representations Jul 17, 2020 General Classification Information Retrieval
— Unverified A Sequence-to-sequence Approach for Numerical Slot-filling Dialog Systems Jul 1, 2020 Question Generation Question-Generation
— Unverified The SOFC-Exp Corpus and Neural Approaches to Information Extraction in the Materials Science Domain Jun 4, 2020 Articles named-entity-recognition
Code Code Available Extracting a Knowledge Base of COVID-19 Events from Social Media Jun 3, 2020 Extracting COVID-19 Events from Twitter slot-filling
Code Code Available Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations May 18, 2020 8k Few-Shot Learning
Code Code Available TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking May 6, 2020 dialog state tracking Multi-domain Dialogue State Tracking
— Unverified Data Query Language and Corpus Tools for Slot-Filling and Intent Classification Data May 1, 2020 Classification General Classification
— Unverified Developing Dataset of Japanese Slot Filling Quizzes Designed for Evaluation of Machine Reading Comprehension May 1, 2020 Machine Reading Comprehension Reading Comprehension
— Unverified Building a Task-oriented Dialog System for Languages with no Training Data: the Case for Basque May 1, 2020 Classification General Classification
— Unverified Enriched Pre-trained Transformers for Joint Slot Filling and Intent Detection Apr 30, 2020 Intent Detection Natural Language Understanding
— Unverified Reinforcement learning of minimalist grammars Apr 30, 2020 reinforcement-learning Reinforcement Learning
— Unverified Coach: A Coarse-to-Fine Approach for Cross-domain Slot Filling Apr 24, 2020 Cross-Domain Named Entity Recognition named-entity-recognition
Code Code Available Learning to Classify Intents and Slot Labels Given a Handful of Examples Apr 22, 2020 Few-Shot Learning Goal-Oriented Dialogue Systems
— Unverified AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling Apr 21, 2020 Intent Detection Semantic Frame Parsing
Code Code Available RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases Apr 7, 2020 Position slot-filling
Code Code Available Template-based Question Answering using Recursive Neural Networks Apr 3, 2020 Feature Engineering Question Answering
Code Code Available Prior Knowledge Driven Label Embedding for Slot Filling in Natural Language Understanding Mar 22, 2020 Domain Adaptation Natural Language Understanding
— Unverified Data Augmentation for Personal Knowledge Base Population Feb 23, 2020 Data Augmentation Fairness
— Unverified Dialogue history integration into end-to-end signal-to-concept spoken language understanding systems Feb 14, 2020 slot-filling Slot Filling
— Unverified Fine-Tuning BERT for Schema-Guided Zero-Shot Dialogue State Tracking Feb 1, 2020 Dialogue State Tracking Natural Language Understanding
— Unverified Don't Parse, Generate! A Sequence to Sequence Architecture for Task-Oriented Semantic Parsing Jan 30, 2020 Semantic Parsing slot-filling
— Unverified Attention-Informed Mixed-Language Training for Zero-shot Cross-lingual Task-oriented Dialogue Systems Nov 21, 2019 Dialogue State Tracking Intent Detection
Code Code Available A Joint Learning Framework With BERT for Spoken Language Understanding Nov 20, 2019 Decoder intent-classification
— Unverified Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables Nov 11, 2019 Intent Detection Natural Language Understanding
— Unverified Multi-Sentence Argument Linking Nov 9, 2019 coreference-resolution Coreference Resolution
— Unverified Improving Slot Filling by Utilizing Contextual Information Nov 5, 2019 Intent Detection slot-filling
— Unverified A Progressive Model to Enable Continual Learning for Semantic Slot Filling Nov 1, 2019 Continual Learning slot-filling
— Unverified Planning for Goal-Oriented Dialogue Systems Oct 17, 2019 Goal-Oriented Dialogue Systems slot-filling
— Unverified Joint Learning of Word and Label Embeddings for Sequence Labelling in Spoken Language Understanding Oct 16, 2019 slot-filling Slot Filling
— Unverified Type-aware Convolutional Neural Networks for Slot Filling Oct 1, 2019 coreference-resolution Coreference Resolution
— Unverified Recent Advances in End-to-End Spoken Language Understanding Sep 29, 2019 General Classification named-entity-recognition
— Unverified Towards Multimodal Understanding of Passenger-Vehicle Interactions in Autonomous Vehicles: Intent/Slot Recognition Utilizing Audio-Visual Data Sep 20, 2019 Autonomous Vehicles Intent Detection
— Unverified CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding Sep 16, 2019 Intent Detection slot-filling
Code Code Available Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset Sep 12, 2019 16k Dialogue State Tracking
Code Code Available #MeTooMaastricht: Building a chatbot to assist survivors of sexual harassment Sep 6, 2019 Chatbot named-entity-recognition
Code Code Available A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding Sep 5, 2019 Intent Detection slot-filling
Code Code Available Leveraging Non-Conversational Tasks for Low Resource Slot Filling: Does it help? Sep 1, 2019 Multi-Task Learning slot-filling
— Unverified DELTA: A DEep learning based Language Technology plAtform Aug 2, 2019 Abstractive Text Summarization Deep Learning
Code Code Available Multi-lingual Intent Detection and Slot Filling in a Joint BERT-based Model Jul 5, 2019 Intent Detection Natural Language Understanding
— Unverified Rationally Reappraising ATIS-based Dialogue Systems Jul 1, 2019 slot-filling Slot Filling
— Unverified A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling Jun 30, 2019 Intent Detection Sentence
Code Code Available Robust Zero-Shot Cross-Domain Slot Filling with Example Values Jun 17, 2019 slot-filling Slot Filling
Code Code Available A weakly supervised sequence tagging and grammar induction approach to semantic frame slot filling Jun 15, 2019 slot-filling Slot Filling
— Unverified Reinforcement Learning of Minimalist Numeral Grammars Jun 11, 2019 reinforcement-learning Reinforcement Learning
— Unverified Memory Consolidation for Contextual Spoken Language Understanding with Dialogue Logistic Inference Jun 5, 2019 Retrieval slot-filling
— Unverified 