Identifying Products in Online Cybercrime Marketplaces: A Dataset for Fine-grained Domain Adaptation Aug 31, 2017 Domain Adaptation named-entity-recognition
Code Code Available Tri-level Joint Natural Language Understanding for Multi-turn Conversational Datasets May 28, 2023 Intent Detection Natural Language Understanding
Code Code Available Joint Slot Filling and Intent Detection via Capsule Neural Networks Dec 22, 2018 Intent Detection Natural Language Understanding
Code Code Available 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 Exploring the Robustness of Task-oriented Dialogue Systems for Colloquial German Varieties Feb 3, 2024 Intent Recognition slot-filling
Code Code Available HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding Jan 5, 2023 Data Augmentation Intent Detection
Code Code Available Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling Sep 6, 2016 Decoder intent-classification
Code Code Available 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 L3Cube-MahaNER: A Marathi Named Entity Recognition Dataset and BERT models Apr 12, 2022 named-entity-recognition Named Entity Recognition
Code Code Available Explainable Abuse Detection as Intent Classification and Slot Filling Oct 6, 2022 Abuse Detection General Classification
Code Code Available LAD: Language Models as Data for Zero-Shot Dialog Jul 28, 2022 Diversity Prediction
Code Code Available 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 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 A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling Dec 26, 2018 Decoder
Code Code Available 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 Position-aware Attention and Supervised Data Improve Slot Filling Sep 1, 2017 Form Knowledge Base Population
Code Code Available Learning End-to-End Goal-Oriented Dialog May 24, 2016 dialog state tracking Goal-Oriented Dialog
Code Code Available GenSF: Simultaneous Adaptation of Generative Pre-trained Models and Slot Filling Jun 13, 2021 Open-Domain Dialog slot-filling
Code Code Available Position-aware Self-attention with Relative Positional Encodings for Slot Filling Jul 9, 2018 Position Relation Extraction
Code Code Available Adaptive End-to-End Metric Learning for Zero-Shot Cross-Domain Slot Filling Oct 23, 2023 Computational Efficiency Metric Learning
Code Code Available Extracting Arguments from Korean Question and Command: An Annotated Corpus for Structured Paraphrasing Oct 10, 2018 Argument Mining Management
Code Code Available Shift-Reduce Task-Oriented Semantic Parsing with Stack-Transformers Oct 21, 2022 Constituency Parsing Semantic Parsing
Code Code Available Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction Mar 24, 2024 Intent Detection slot-filling
Code Code Available 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 Towards Robust and Generalizable Training: An Empirical Study of Noisy Slot Filling for Input Perturbations Oct 5, 2023 slot-filling Slot Filling
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 Punctuation Restoration for Singaporean Spoken Languages: English, Malay, and Mandarin Dec 10, 2022 Language Modelling Punctuation Restoration
Code Code Available Complex Mathematical Symbol Definition Structures: A Dataset and Model for Coordination Resolution in Definition Extraction May 24, 2023 Definition Extraction Math
Code Code Available A Knowledge-Grounded Neural Conversation Model Feb 7, 2017 model Slot Filling
Code Code Available CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding Sep 16, 2019 Intent Detection slot-filling
Code Code Available Evaluating Induced CCG Parsers on Grounded Semantic Parsing Sep 29, 2016 Semantic Parsing slot-filling
Code Code Available Slot Filling for Biomedical Information Extraction Sep 17, 2021 named-entity-recognition Named Entity Recognition
Code Code Available TypeSQL: Knowledge-based Type-Aware Neural Text-to-SQL Generation Apr 25, 2018 slot-filling Slot Filling
Code Code Available Slot Filling for Extracting Reskilling and Upskilling Options from the Web Jul 11, 2022 Benchmarking Entity Linking
Code Code Available Generative Zero-Shot Prompt Learning for Cross-Domain Slot Filling with Inverse Prompting Jul 6, 2023 Prompt Learning slot-filling
Code Code Available Matching-based Term Semantics Pre-training for Spoken Patient Query Understanding Mar 2, 2023 slot-filling Slot Filling
Code Code Available 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 Slot-Gated Modeling for Joint Slot Filling and Intent Prediction Jun 1, 2018 global-optimization Intent Detection
Code Code Available Slot Induction via Pre-trained Language Model Probing and Multi-level Contrastive Learning Aug 9, 2023 Contrastive Learning Intent Detection
Code Code Available ReCoMIF: Reading comprehension based multi-source information fusion network for Chinese spoken language understanding Aug 1, 2023 Intent Detection Multiple-choice
Code Code Available #MeTooMaastricht: Building a chatbot to assist survivors of sexual harassment Sep 6, 2019 Chatbot named-entity-recognition
Code Code Available Recurrent Neural Networks with Pre-trained Language Model Embedding for Slot Filling Task Dec 12, 2018 Language Modeling Language Modelling
Code Code Available MIDAS: Multi-level Intent, Domain, And Slot Knowledge Distillation for Multi-turn NLU Aug 15, 2024 domain classification Intent Detection
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 Can discrete information extraction prompts generalize across language models? Feb 20, 2023 Language Modeling Language Modelling
Code Code Available From Disfluency Detection to Intent Detection and Slot Filling Sep 17, 2022 Intent Detection Language Modeling
Code Code Available A Unified Framework for Multi-intent Spoken Language Understanding with prompting Oct 7, 2022 Intent Detection Multi-Task Learning
Code Code Available Call Larisa Ivanovna: Code-Switching Fools Multilingual NLU Models Sep 29, 2021 Cross-Lingual Transfer Intent Recognition
Code Code Available A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling Jun 30, 2019 Intent Detection Sentence
Code Code Available Template-based Question Answering using Recursive Neural Networks Apr 3, 2020 Feature Engineering Question Answering
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