Neuralizing Regular Expressions for Slot Filling Nov 1, 2021 slot-filling Slot Filling
— Unverified An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling Oct 26, 2021 Contrastive Learning intent-classification
— Unverified Making Document-Level Information Extraction Right for the Right Reasons Oct 14, 2021 Sentence slot-filling
— Unverified Decision-Theoretic Question Generation for Situated Reference Resolution: An Empirical Study and Computational Model Oct 12, 2021 Question Generation Question-Generation
— Unverified Bridge to Target Domain by Prototypical Contrastive Learning and Label Confusion: Re-explore Zero-Shot Learning for Slot Filling Oct 7, 2021 Contrastive Learning slot-filling
Code Code Available Call Larisa Ivanovna: Code-Switching Fools Multilingual NLU Models Sep 29, 2021 Cross-Lingual Transfer Intent Recognition
Code Code Available An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling Sep 27, 2021 Few-shot NER Meta-Learning
Code Code Available Learning Neural Templates for Recommender Dialogue System Sep 25, 2021 Decoder Dialogue Generation
Code Code Available Towards Joint Intent Detection and Slot Filling via Higher-order Attention Sep 18, 2021 Intent Detection slot-filling
— Unverified SeaD: End-to-end Text-to-SQL Generation with Schema-aware Denoising Sep 17, 2021 Denoising slot-filling
— Unverified Semi-Supervised Few-Shot Intent Classification and Slot Filling Sep 17, 2021 Classification Contrastive Learning
— Unverified Slot Filling for Biomedical Information Extraction Sep 17, 2021 named-entity-recognition Named Entity Recognition
Code Code Available Phrase Retrieval Learns Passage Retrieval, Too Sep 16, 2021 Entity Linking Open-Domain Question Answering
Code Code Available Traffic Event Detection as a Slot Filling Problem Sep 13, 2021 Event Detection slot-filling
— Unverified A Context-Aware Hierarchical BERT Fusion Network for Multi-turn Dialog Act Detection Sep 3, 2021 slot-filling Slot Filling
Code Code Available ShopTalk: A System for Conversational Faceted Search Sep 2, 2021 Management slot-filling
— Unverified InFoBERT: Zero-Shot Approach to Natural Language Understanding Using Contextualized Word Embedding Sep 1, 2021 intent-classification Intent Classification
— Unverified Robust Retrieval Augmented Generation for Zero-shot Slot Filling Aug 31, 2021 Domain Adaptation Few-Shot Learning
Code Code Available HAN: Higher-order Attention Network for Spoken Language Understanding Aug 26, 2021 Intent Detection slot-filling
— Unverified SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling Aug 26, 2021 Intent Detection Natural Language Understanding
Code Code Available Ontology-Enhanced Slot Filling Aug 25, 2021 dialog state tracking GPU
— Unverified Augmenting Slot Values and Contexts for Spoken Language Understanding with Pretrained Models Aug 19, 2021 Data Augmentation slot-filling
Code Code Available Joint Multiple Intent Detection and Slot Filling via Self-distillation Aug 18, 2021 Decoder Intent Detection
— Unverified Slot Transferability for Cross-domain Slot Filling Aug 1, 2021 slot-filling Slot Filling
— Unverified Chefbot: A Novel Framework for the Generation of Commonsense-enhanced Responses for Task-based Dialogue Systems Aug 1, 2021 Chatbot Response Generation
— Unverified 结合边界预测和动态模板方法的槽填充模型(Slot Filling Model with Boundary Prediction and Dynamic Template) Aug 1, 2021 slot-filling Slot Filling
— Unverified 基于BERT的意图分类与槽填充联合方法(Joint Method of Intention Classification and Slot Filling Based on BERT) Aug 1, 2021 slot-filling Slot Filling
— Unverified 面向中文口语理解的基于依赖引导的字特征槽填充模型(A Dependency-Guided Character-Based Slot Filling Model for Chinese Spoken Language Understanding) Aug 1, 2021 slot-filling Slot Filling
— Unverified QA-Driven Zero-shot Slot Filling with Weak Supervision Pretraining Aug 1, 2021 slot-filling Slot Filling
— Unverified A Joint and Domain-Adaptive Approach to Spoken Language Understanding Jul 25, 2021 Domain Adaptation Intent Detection
— Unverified Token-Level Supervised Contrastive Learning for Punctuation Restoration Jul 19, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Question Answering over Knowledge Graphs with Neural Machine Translation and Entity Linking Jul 6, 2021 Entity Linking Knowledge Graphs
— Unverified Where are we in semantic concept extraction for Spoken Language Understanding? Jun 24, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified GenSF: Simultaneous Adaptation of Generative Pre-trained Models and Slot Filling Jun 13, 2021 Open-Domain Dialog slot-filling
Code Code Available Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLP Jun 12, 2021 Entity Disambiguation Entity Retrieval
Code Code Available CONDA: a CONtextual Dual-Annotated dataset for in-game toxicity understanding and detection Jun 11, 2021 Dota 2 intent-classification
— Unverified GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling Jun 3, 2021 Intent Detection Semantic Frame Parsing
Code Code Available Would you like to tell me more? Generating a corpus of psychotherapy dialogues Jun 1, 2021 Information Retrieval Retrieval
— Unverified Spoken Language Understanding for Task-oriented Dialogue Systems with Augmented Memory Networks Jun 1, 2021 Decoder global-optimization
— Unverified Event Time Extraction and Propagation via Graph Attention Networks Jun 1, 2021 Graph Attention Natural Language Understanding
Code Code Available Novel Slot Detection: A Benchmark for Discovering Unknown Slot Types in the Task-Oriented Dialogue System May 29, 2021 slot-filling Slot Filling
Code Code Available Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling May 25, 2021 Few-Shot Learning Intent Detection
— Unverified Effective Slot Filling via Weakly-Supervised Dual-Model Learning May 18, 2021 slot-filling Slot Filling
Code Code Available SeaD: End-to-end Text-to-SQL Generation with Schema-aware Denoising May 17, 2021 Decoder Denoising
Code Code Available From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding May 15, 2021 intent-classification Intent Classification
Code Code Available Speech2Slot: An End-to-End Knowledge-based Slot Filling from Speech May 10, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Zero-shot Slot Filling with DPR and RAG Apr 17, 2021 Knowledge Base Population Knowledge Graphs
Code Code Available Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding Apr 15, 2021 intent-classification Intent Classification
— Unverified Bridging the Gap Between Clean Data Training and Real-World Inference for Spoken Language Understanding Apr 13, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Few-shot Intent Classification and Slot Filling with Retrieved Examples Apr 12, 2021 Classification Few-Shot Learning
— Unverified 