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 HAN: Higher-order Attention Network for Spoken Language Understanding Aug 26, 2021 Intent Detection slot-filling
— Unverified 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 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 Chefbot: A Novel Framework for the Generation of Commonsense-enhanced Responses for Task-based Dialogue Systems Aug 1, 2021 Chatbot Response Generation
— Unverified Slot Transferability for Cross-domain Slot Filling 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 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 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 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 CONDA: a CONtextual Dual-Annotated dataset for in-game toxicity understanding and detection Jun 11, 2021 Dota 2 intent-classification
— Unverified 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 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 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 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 Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding Apr 5, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified The impact of domain-specific representations on BERT-based multi-domain spoken language understanding Apr 1, 2021 Classification domain classification
— Unverified Automatic Intent-Slot Induction for Dialogue Systems Mar 16, 2021 Intent Detection slot-filling
— Unverified Joint Intent Detection And Slot Filling Based on Continual Learning Model Feb 22, 2021 Continual Learning Intent Detection
— Unverified Joint Intent Detection and Slot Filling with Wheel-Graph Attention Networks Feb 9, 2021 Graph Attention Intent Detection
— Unverified Neural Data Augmentation via Example Extrapolation Feb 2, 2021 Data Augmentation Diversity
Code Code Available Counting Protests in News Articles: A Dataset and Semi-Automated Data Collection Pipeline Feb 1, 2021 Articles coreference-resolution
— Unverified A survey of joint intent detection and slot-filling models in natural language understanding Jan 20, 2021 Classification General Classification
— Unverified Linguistically-Enriched and Context-Aware Zero-shot Slot Filling Jan 16, 2021 named-entity-recognition Named Entity Recognition
— Unverified Encoding Syntactic Knowledge in Transformer Encoder for Intent Detection and Slot Filling Dec 21, 2020 Intent Detection Multi-Task Learning
— Unverified Mention Extraction and Linking for SQL Query Generation Dec 18, 2020 Sentence slot-filling
— Unverified Distant-Supervised Slot-Filling for E-Commerce Queries Dec 15, 2020 Retrieval slot-filling
— Unverified Generation of complex database queries and API calls from natural language utterances Dec 15, 2020 intent-classification Intent Classification
— Unverified Segmenting Natural Language Sentences via Lexical Unit Analysis Dec 10, 2020 Chinese Word Segmentation Chunking
— Unverified Inconsistencies in Crowdsourced Slot-Filling Annotations: A Typology and Identification Methods Dec 1, 2020 slot-filling Slot Filling
— Unverified Contrastive Zero-Shot Learning for Cross-Domain Slot Filling with Adversarial Attack Dec 1, 2020 Adversarial Attack slot-filling
— Unverified Federated Learning for Spoken Language Understanding Dec 1, 2020 Federated Learning Intent Detection
— Unverified Balanced Joint Adversarial Training for Robust Intent Detection and Slot Filling Dec 1, 2020 Intent Detection slot-filling
— Unverified Unified Multi Intent Order and Slot Prediction using Selective Learning Propagation Dec 1, 2020 Intent Detection Natural Language Understanding
— Unverified STIL - Simultaneous Slot Filling, Translation, Intent Classification, and Language Identification: Initial Results using mBART on MultiATIS++ Dec 1, 2020 Classification intent-classification
Code Code Available SQL Generation via Machine Reading Comprehension Dec 1, 2020 Machine Reading Comprehension Question Answering
Code Code Available Syntactic Graph Convolutional Network for Spoken Language Understanding Dec 1, 2020 Intent Detection Multi-Task Learning
— Unverified Automated Graph Generation at Sentence Level for Reading Comprehension Based on Conceptual Graphs Dec 1, 2020 Graph Generation Miscellaneous
— Unverified mForms : Multimodal Form-Filling with Question Answering Nov 24, 2020 Form Question Answering
— Unverified 