MIDAS: Multi-level Intent, Domain, And Slot Knowledge Distillation for Multi-turn NLU Aug 15, 2024 domain classification Intent Detection
Code Code Available 5 Semantic Parsing by Large Language Models for Intricate Updating Strategies of Zero-Shot Dialogue State Tracking Oct 16, 2023 Dialogue State Tracking In-Context Learning
Code Code Available 5 Matching-based Term Semantics Pre-training for Spoken Patient Query Understanding Mar 2, 2023 slot-filling Slot Filling
Code Code Available 5 Slot Filling for Extracting Reskilling and Upskilling Options from the Web Jul 11, 2022 Benchmarking Entity Linking
Code Code Available 5 Neural Data Augmentation via Example Extrapolation Feb 2, 2021 Data Augmentation Diversity
Code Code Available 5 Slot Induction via Pre-trained Language Model Probing and Multi-level Contrastive Learning Aug 9, 2023 Contrastive Learning Intent Detection
Code Code Available 5 Call Larisa Ivanovna: Code-Switching Fools Multilingual NLU Models Sep 29, 2021 Cross-Lingual Transfer Intent Recognition
Code Code Available 5 CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task Sep 21, 2022 intent-classification Intent Classification
Code Code Available 5 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 5 SQL Generation via Machine Reading Comprehension Dec 1, 2020 Machine Reading Comprehension Question Answering
Code Code Available 5 Learning End-to-End Goal-Oriented Dialog May 24, 2016 dialog state tracking Goal-Oriented Dialog
Code Code Available 5 Adaptive End-to-End Metric Learning for Zero-Shot Cross-Domain Slot Filling Oct 23, 2023 Computational Efficiency Metric Learning
Code Code Available 5 Joint Slot Filling and Intent Detection via Capsule Neural Networks Dec 22, 2018 Intent Detection Natural Language Understanding
Code Code Available 5 Evaluating Induced CCG Parsers on Grounded Semantic Parsing Sep 29, 2016 Semantic Parsing slot-filling
Code Code Available 5 A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling Jun 30, 2019 Intent Detection Sentence
Code Code Available 5 Intent Detection and Slot Filling for Home Assistants: Dataset and Analysis for Bangla and Sylheti Oct 17, 2023 Intent Detection slot-filling
Code Code Available 5 Decomposed Meta-Learning for Few-Shot Sequence Labeling Mar 4, 2024 Entity Typing Event Detection
Code Code Available 5 Analyzing BERT Cross-lingual Transfer Capabilities in Continual Sequence Labeling Oct 1, 2022 Continual Learning Cross-Lingual Transfer
Code Code Available 5 LAD: Language Models as Data for Zero-Shot Dialog Jul 28, 2022 Diversity Prediction
Code Code Available 5 In-game Toxic Language Detection: Shared Task and Attention Residuals Nov 11, 2022 slot-filling Slot Filling
Code Code Available 5 DemoNSF: A Multi-task Demonstration-based Generative Framework for Noisy Slot Filling Task Oct 16, 2023 slot-filling Slot Filling
Code Code Available 5 End-to-end Spoken Language Understanding with Tree-constrained Pointer Generator Oct 29, 2022 intent-classification Intent Classification
Code Code Available 5 Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case Study Jan 7, 2025 intent-classification Intent Classification
Code Code Available 5 Identifying Products in Online Cybercrime Marketplaces: A Dataset for Fine-grained Domain Adaptation Aug 31, 2017 Domain Adaptation named-entity-recognition
Code Code Available 5 HierarchicalContrast: A Coarse-to-Fine Contrastive Learning Framework for Cross-Domain Zero-Shot Slot Filling Oct 13, 2023 Contrastive Learning slot-filling
Code Code Available 5 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 5 HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding Jan 5, 2023 Data Augmentation Intent Detection
Code Code Available 5 Efficiently Aligned Cross-Lingual Transfer Learning for Conversational Tasks using Prompt-Tuning Apr 3, 2023 Cross-Lingual Transfer intent-classification
Code Code Available 5 Generative Zero-Shot Prompt Learning for Cross-Domain Slot Filling with Inverse Prompting Jul 6, 2023 Prompt Learning slot-filling
Code Code Available 5 Effective Slot Filling via Weakly-Supervised Dual-Model Learning May 18, 2021 slot-filling Slot Filling
Code Code Available 5 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 5 GenSF: Simultaneous Adaptation of Generative Pre-trained Models and Slot Filling Jun 13, 2021 Open-Domain Dialog slot-filling
Code Code Available 5 Extracting Multi-valued Relations from Language Models Jul 6, 2023 Relation slot-filling
Code Code Available 5 Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models Jun 29, 2022 Intent Classification Slot Filling
Code Code Available 5 Explainable Abuse Detection as Intent Classification and Slot Filling Oct 6, 2022 Abuse Detection General Classification
Code Code Available 5 Exploring the Robustness of Task-oriented Dialogue Systems for Colloquial German Varieties Feb 3, 2024 Intent Recognition slot-filling
Code Code Available 5 From Disfluency Detection to Intent Detection and Slot Filling Sep 17, 2022 Intent Detection Language Modeling
Code Code Available 5 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 5 Leveraging Multilingual Self-Supervised Pretrained Models for Sequence-to-Sequence End-to-End Spoken Language Understanding Oct 9, 2023 slot-filling Slot Filling
Code Code Available 5 Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence Dec 1, 2022 Graph Neural Network Intent Detection
Code Code Available 5 Improving Slot Filling in Spoken Language Understanding with Joint Pointer and Attention Jul 1, 2018 Sentence slot-filling
Code Code Available 5 Distant-Supervised Slot-Filling for E-Commerce Queries Dec 15, 2020 Retrieval slot-filling
— Unverified 0 Dialogue Management based on Sentence Clustering Jul 1, 2015 Clustering Dialogue Management
— Unverified 0 A weakly supervised sequence tagging and grammar induction approach to semantic frame slot filling Jun 15, 2019 slot-filling Slot Filling
— Unverified 0 Dialogue history integration into end-to-end signal-to-concept spoken language understanding systems Feb 14, 2020 slot-filling Slot Filling
— Unverified 0 Developing Dataset of Japanese Slot Filling Quizzes Designed for Evaluation of Machine Reading Comprehension May 1, 2020 Machine Reading Comprehension Reading Comprehension
— Unverified 0 Automatic Intent-Slot Induction for Dialogue Systems Mar 16, 2021 Intent Detection slot-filling
— Unverified 0 An Empirical Study of Automatic Chinese Word Segmentation for Spoken Language Understanding and Named Entity Recognition Jun 1, 2016 Automatic Speech Recognition (ASR) Chinese Word Segmentation
— Unverified 0 DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction Nov 1, 2018 BIG-bench Machine Learning Relation
— Unverified 0 Automated Graph Generation at Sentence Level for Reading Comprehension Based on Conceptual Graphs Dec 1, 2020 Graph Generation Miscellaneous
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