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 Middle-Layer Representation Alignment for Cross-Lingual Transfer in Fine-Tuned LLMs Feb 20, 2025 Cross-Lingual Transfer Machine Translation
Code Code Available 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 Speech-MASSIVE: A Multilingual Speech Dataset for SLU and Beyond Aug 7, 2024 Benchmarking Language Identification
Code Code Available TransferTOD: A Generalizable Chinese Multi-Domain Task-Oriented Dialogue System with Transfer Capabilities Jul 31, 2024 Diversity slot-filling
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 Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models Apr 23, 2024 Conversational Question Answering Dialogue State Tracking
Code Code Available New Semantic Task for the French Spoken Language Understanding MEDIA Benchmark Mar 28, 2024 intent-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 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 Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented Generation Feb 28, 2024 Code Generation In-Context Learning
Code Code Available Prompt Perturbation Consistency Learning for Robust Language Models Feb 24, 2024 Data Augmentation intent-classification
— Unverified API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs Feb 23, 2024 Benchmarking slot-filling
Code Code Available 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 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 MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention Dec 10, 2023 graph construction Intent Detection
Code Code Available 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 R^3-NL2GQL: A Model Coordination and Knowledge Graph Alignment Approach for NL2GQL Nov 3, 2023 Knowledge Graphs Natural Language Queries
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 SALMONN: Towards Generic Hearing Abilities for Large Language Models Oct 20, 2023 Audio captioning Automatic Speech Recognition
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 DemoNSF: A Multi-task Demonstration-based Generative Framework for Noisy Slot Filling Task Oct 16, 2023 slot-filling 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 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 Revisit Input Perturbation Problems for LLMs: A Unified Robustness Evaluation Framework for Noisy Slot Filling Task Oct 10, 2023 Data Augmentation Dialogue Understanding
Code Code Available 