Resource Constrained Dialog Policy Learning via Differentiable Inductive Logic Programming Nov 10, 2020 Inductive logic programming One-Shot Learning
— Unverified Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey Nov 1, 2020 intent-classification Intent Classification
— Unverified Iterative Feature Mining for Constraint-Based Data Collection to Increase Data Diversity and Model Robustness Nov 1, 2020 Diversity intent-classification
— Unverified Winners at W-NUT 2020 Shared Task-3: Leveraging Event Specific and Chunk Span information for Extracting COVID Entities from Tweets Nov 1, 2020 Sentence Sentence Classification
— Unverified Adversarial Semantic Decoupling for Recognizing Open-Vocabulary Slots Nov 1, 2020 Sentence slot-filling
— Unverified A Two-stage Model for Slot Filling in Low-resource Settings: Domain-agnostic Non-slot Reduction and Pretrained Contextual Embeddings Nov 1, 2020 slot-filling Slot Filling
— Unverified FLIN: A Flexible Natural Language Interface for Web Navigation Oct 24, 2020 Semantic Parsing slot-filling
— Unverified Modeling Token-level Uncertainty to Learn Unknown Concepts in SLU via Calibrated Dirichlet Prior RNN Oct 16, 2020 slot-filling Slot Filling
— Unverified Don't Parse, Insert: Multilingual Semantic Parsing with Insertion Based Decoding Oct 8, 2020 Cross-Lingual Transfer Natural Language Understanding
— Unverified STIL -- Simultaneous Slot Filling, Translation, Intent Classification, and Language Identification: Initial Results using mBART on MultiATIS++ Oct 2, 2020 Classification General Classification
Code Code Available End-to-End Spoken Language Understanding Without Full Transcripts Sep 30, 2020 Decoder slot-filling
— Unverified TEST_POSITIVE at W-NUT 2020 Shared Task-3: Joint Event Multi-task Learning for Slot Filling in Noisy Text Sep 29, 2020 Extracting COVID-19 Events from Twitter Language Modeling
— Unverified Cross-lingual Alignment Methods for Multilingual BERT: A Comparative Study Sep 29, 2020 Cross-Lingual Transfer slot-filling
— Unverified PIN: A Novel Parallel Interactive Network for Spoken Language Understanding Sep 28, 2020 Intent Detection Language Modelling
— Unverified Simple is Better! Lightweight Data Augmentation for Low Resource Slot Filling and Intent Classification Sep 8, 2020 Data Augmentation General Classification
— Unverified 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 TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking May 6, 2020 dialog state tracking Multi-domain Dialogue State Tracking
— Unverified Developing Dataset of Japanese Slot Filling Quizzes Designed for Evaluation of Machine Reading Comprehension May 1, 2020 Machine Reading Comprehension Reading Comprehension
— Unverified Data Query Language and Corpus Tools for Slot-Filling and Intent Classification Data May 1, 2020 Classification General Classification
— 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 Learning to Classify Intents and Slot Labels Given a Handful of Examples Apr 22, 2020 Few-Shot Learning Goal-Oriented Dialogue Systems
— Unverified 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 #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 