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 Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation Aug 28, 2023 Contrastive Learning Intent Detection
Code Code Available Robust Retrieval Augmented Generation for Zero-shot Slot Filling Aug 31, 2021 Domain Adaptation Few-Shot Learning
Code Code Available RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue Modeling Oct 17, 2020 Dialogue State Tracking Intent Detection
Code Code Available Data Programming: Creating Large Training Sets, Quickly May 25, 2016 BIG-bench Machine Learning Slot Filling
Code Code Available API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs Feb 23, 2024 Benchmarking slot-filling
Code Code Available R^3-NL2GQL: A Model Coordination and Knowledge Graph Alignment Approach for NL2GQL Nov 3, 2023 Knowledge Graphs Natural Language Queries
Code Code Available Towards Zero-Shot Frame Semantic Parsing for Domain Scaling Jul 7, 2017 Semantic Parsing slot-filling
Code Code Available JPIS: A Joint Model for Profile-based Intent Detection and Slot Filling with Slot-to-Intent Attention Dec 14, 2023 Intent Detection slot-filling
Code Code Available Intent Detection and Slot Filling for Vietnamese Apr 5, 2021 Intent Classification and Slot Filling Intent Detection
Code Code Available BERT for Joint Intent Classification and Slot Filling Feb 28, 2019 General Classification intent-classification
Code Code Available ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler Mar 26, 2024 In-Context Learning intent-classification
Code Code Available A weakly supervised sequence tagging and grammar induction approach to semantic frame slot filling Jun 15, 2019 slot-filling Slot Filling
— Unverified Automatic Intent-Slot Induction for Dialogue Systems Mar 16, 2021 Intent Detection slot-filling
— Unverified 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 Automated Graph Generation at Sentence Level for Reading Comprehension Based on Conceptual Graphs Dec 1, 2020 Graph Generation Miscellaneous
— Unverified An Approach to Build Zero-Shot Slot-Filling System for Industry-Grade Conversational Assistants Jun 13, 2024 Dialogue State Tracking Language Modelling
— Unverified A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding Nov 4, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Data Query Language and Corpus Tools for Slot-Filling and Intent Classification Data May 1, 2020 Classification General Classification
— Unverified Augmenting Task-Oriented Dialogue Systems with Relation Extraction Oct 24, 2022 intent-classification Intent Classification
— Unverified A Fast Attention Network for Joint Intent Detection and Slot Filling on Edge Devices May 16, 2022 Intent Detection Natural Language Understanding
— Unverified A physics-informed Bayesian optimization method for rapid development of electrical machines Mar 1, 2025 Bayesian Optimization Gaussian Processes
— Unverified A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU May 5, 2024 Contrastive Learning Data Augmentation
— 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 Analysis and Refinement of Temporal Relation Aggregation Aug 1, 2014 Relation Slot Filling
— Unverified DBpedia: A Multilingual Cross-domain Knowledge Base May 1, 2012 Entity Linking Question Answering
— Unverified Analysing recall loss in named entity slot filling Oct 1, 2014 Knowledge Base Population Named Entity Recognition (NER)
— Unverified Attention-based Semantic Priming for Slot-filling Jul 1, 2018 slot-filling Slot Filling
— Unverified Data Augmentation by Data Noising for Open-vocabulary Slots in Spoken Language Understanding Jun 1, 2019 Data Augmentation slot-filling
— Unverified An Adapter-Based Unified Model for Multiple Spoken Language Processing Tasks Jun 20, 2024 Automatic Speech Recognition Decoder
— Unverified A Transformer-based Threshold-Free Framework for Multi-Intent NLU Oct 1, 2022 Intent Detection Multi-Task Learning
— Unverified A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding Nov 8, 2022 Intent Detection Semantic Frame Parsing
— Unverified Data Augmentation for Personal Knowledge Base Population Feb 23, 2020 Data Augmentation Fairness
— Unverified A survey of joint intent detection and slot-filling models in natural language understanding Jan 20, 2021 Classification General Classification
— Unverified A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog Jul 26, 2022 Classification intent-classification
— Unverified A Statistical Spoken Dialogue System using Complex User Goals and Value Directed Compression Apr 1, 2012 Slot Filling Spoken Dialogue Systems
— Unverified Adversarial Semantic Decoupling for Recognizing Open-Vocabulary Slots Nov 1, 2020 Sentence slot-filling
— Unverified A Comparison of the Events and Relations Across ACE, ERE, TAC-KBP, and FrameNet Annotation Standards Jun 1, 2014 Relation Extraction Semantic Parsing
— Unverified CUAB: Supervised Learning of Disorders and their Attributes using Relations Jun 1, 2015 Slot Filling
— Unverified Data balancing for boosting performance of low-frequency classes in Spoken Language Understanding Aug 6, 2020 intent-classification Intent Classification
— Unverified Decision-Theoretic Question Generation for Situated Reference Resolution: An Empirical Study and Computational Model Oct 12, 2021 Question Generation Question-Generation
— Unverified Comparing Automatic Evaluation Measures for Image Description Jun 1, 2014 Image Description Slot Filling
— Unverified Combining Word-Level and Character-Level Representations for Relation Classification of Informal Text Aug 1, 2017 Classification General Classification
— Unverified A Sequence-to-sequence Approach for Numerical Slot-filling Dialog Systems Jul 1, 2020 Question Generation Question-Generation
— Unverified Comparing Convolutional Neural Networks to Traditional Models for Slot Filling Mar 16, 2016 Classification General Classification
— Unverified Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems Jun 15, 2022 Cross-Lingual Natural Language Inference intent-classification
— Unverified CONDA: a CONtextual Dual-Annotated dataset for in-game toxicity understanding and detection Jun 11, 2021 Dota 2 intent-classification
— Unverified Confidence Estimation for Knowledge Base Population Sep 1, 2013 Knowledge Base Population Machine Translation
— Unverified Combining Word Feature Vector Method with the Convolutional Neural Network for Slot Filling in Spoken Language Understanding Jun 18, 2018 Sentence slot-filling
— Unverified Combining Supervised and Unsupervised Enembles for Knowledge Base Population Nov 1, 2016 Entity Linking Knowledge Base Population
— Unverified 