The SOFC-Exp Corpus and Neural Approaches to Information Extraction in the Materials Science Domain Jun 4, 2020 Articles named-entity-recognition
Code Code Available Extracting a Knowledge Base of COVID-19 Events from Social Media Jun 3, 2020 Extracting COVID-19 Events from Twitter slot-filling
Code Code Available Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations May 18, 2020 8k Few-Shot Learning
Code Code Available Coach: A Coarse-to-Fine Approach for Cross-domain Slot Filling Apr 24, 2020 Cross-Domain Named Entity Recognition named-entity-recognition
Code Code Available AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling Apr 21, 2020 Intent Detection Semantic Frame Parsing
Code Code Available RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases Apr 7, 2020 Position slot-filling
Code Code Available Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset Sep 12, 2019 16k Dialogue State Tracking
Code Code Available Robust Zero-Shot Cross-Domain Slot Filling with Example Values Jun 17, 2019 slot-filling Slot Filling
Code Code Available BERT for Joint Intent Classification and Slot Filling Feb 28, 2019 General Classification intent-classification
Code Code Available Towards Zero-Shot Frame Semantic Parsing for Domain Scaling Jul 7, 2017 Semantic Parsing slot-filling
Code Code Available Zero-Shot Relation Extraction via Reading Comprehension Jun 13, 2017 Reading Comprehension Relation
Code Code Available Data Programming: Creating Large Training Sets, Quickly May 25, 2016 BIG-bench Machine Learning Slot Filling
Code Code Available Invocable APIs derived from NL2SQL datasets for LLM Tool-Calling Evaluation Jun 12, 2025 Intent Detection Natural Language Queries
— Unverified Interpretable and Robust Dialogue State Tracking via Natural Language Summarization with LLMs Mar 11, 2025 Dialogue State Tracking slot-filling
— Unverified A physics-informed Bayesian optimization method for rapid development of electrical machines Mar 1, 2025 Bayesian Optimization Gaussian Processes
— Unverified 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 A Career Interview Dialogue System using Large Language Model-based Dynamic Slot Generation Dec 22, 2024 Language Modeling Language Modelling
— Unverified HiTZ at VarDial 2025 NorSID: Overcoming Data Scarcity with Language Transfer and Automatic Data Annotation Dec 13, 2024 Dialect Identification Intent Detection
— Unverified Advancing Single and Multi-task Text Classification through Large Language Model Fine-tuning Dec 11, 2024 Classification Decoder
— Unverified Zero-shot Slot Filling in the Age of LLMs for Dialogue Systems Nov 28, 2024 Knowledge Distillation Natural Language Understanding
— Unverified HierTOD: A Task-Oriented Dialogue System Driven by Hierarchical Goals Nov 11, 2024 Dialogue Management Management
— Unverified Building Dialogue Understanding Models for Low-resource Language Indonesian from Scratch Oct 24, 2024 Cross-Lingual Transfer Decoder
— Unverified MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling Oct 17, 2024 slot-filling Slot Filling
— Unverified Experimental Evaluation of Machine Learning Models for Goal-oriented Customer Service Chatbot with Pipeline Architecture Sep 27, 2024 Chatbot Dialogue Management
— Unverified WHISMA: A Speech-LLM to Perform Zero-shot Spoken Language Understanding Aug 29, 2024 slot-filling Slot Filling
— Unverified MIDAS: Multi-level Intent, Domain, And Slot Knowledge Distillation for Multi-turn NLU Aug 15, 2024 domain classification Intent Detection
Code Code Available Training Zero-Shot Generalizable End-to-End Task-Oriented Dialog System Without Turn-level Dialog Annotations Jul 21, 2024 Information Retrieval slot-filling
— Unverified Prompting Whisper for QA-driven Zero-shot End-to-end Spoken Language Understanding Jun 21, 2024 Cross-corpus Decoder
— Unverified An Adapter-Based Unified Model for Multiple Spoken Language Processing Tasks Jun 20, 2024 Automatic Speech Recognition Decoder
— Unverified Flee the Flaw: Annotating the Underlying Logic of Fallacious Arguments Through Templates and Slot-filling Jun 18, 2024 Logical Fallacies slot-filling
— Unverified CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken Language Understanding Jun 15, 2024 Intent Detection slot-filling
— Unverified An Approach to Build Zero-Shot Slot-Filling System for Industry-Grade Conversational Assistants Jun 13, 2024 Dialogue State Tracking Language Modelling
— Unverified Towards Spoken Language Understanding via Multi-level Multi-grained Contrastive Learning May 31, 2024 Contrastive Learning Intent Detection
— Unverified A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU May 5, 2024 Contrastive Learning Data Augmentation
— Unverified Stochastic RAG: End-to-End Retrieval-Augmented Generation through Expected Utility Maximization May 5, 2024 Fact Verification Open-Domain Question Answering
— Unverified New Semantic Task for the French Spoken Language Understanding MEDIA Benchmark Mar 28, 2024 intent-classification Intent Classification
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 Decomposed Meta-Learning for Few-Shot Sequence Labeling Mar 4, 2024 Entity Typing Event Detection
Code Code Available Prompt Perturbation Consistency Learning for Robust Language Models Feb 24, 2024 Data Augmentation intent-classification
— Unverified Noise-BERT: A Unified Perturbation-Robust Framework with Noise Alignment Pre-training for Noisy Slot Filling Task Feb 22, 2024 Adversarial Attack Contrastive Learning
— Unverified Exploring the Robustness of Task-oriented Dialogue Systems for Colloquial German Varieties Feb 3, 2024 Intent Recognition slot-filling
Code Code Available Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling Dec 21, 2023 intent-classification Intent Classification
— Unverified Co-guiding for Multi-intent Spoken Language Understanding Nov 22, 2023 Contrastive Learning Graph Attention
— Unverified Speech-based Slot Filling using Large Language Models Nov 13, 2023 In-Context Learning slot-filling
— Unverified Schema Graph-Guided Prompt for Multi-Domain Dialogue State Tracking Nov 10, 2023 Dialogue State Tracking Graph Neural Network
— Unverified Adaptive End-to-End Metric Learning for Zero-Shot Cross-Domain Slot Filling Oct 23, 2023 Computational Efficiency Metric Learning
Code Code Available 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 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 DemoNSF: A Multi-task Demonstration-based Generative Framework for Noisy Slot Filling Task Oct 16, 2023 slot-filling Slot Filling
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 