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Papers
Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling
AAAI 2024
Exploring the Robustness of Task-oriented Dialogue Systems for Colloquial German Varieties
EACL 2024
Granular Change Accuracy: A More Accurate Performance Metric for Dialogue State Tracking
COLING 2024
ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler
COLING 2024
MediTOD: An English Dialogue Dataset for Medical History Taking with Comprehensive Annotations
EMNLP 2024
MoE-SLU: Towards ASR-Robust Spoken Language Understanding via Mixture-of-Experts
ACL 2024
MoPE: Mixture of Prefix Experts for Zero-Shot Dialogue State Tracking
COLING 2024
Plan, Generate and Complicate: Improving Low-resource Dialogue State Tracking via Easy-to-Difficult Zero-shot Data Augmentation
ACL 2024
Prompting Whisper for QA-driven Zero-shot End-to-end Spoken Language Understanding
Interspeech 2024
Prompt Perturbation Consistency Learning for Robust Language Models
EACL 2024
Speech-based Slot Filling using Large Language Models
ACL 2024
Speech-MASSIVE: A Multilingual Speech Dataset for SLU and Beyond
Interspeech 2024
TARIC-SLU: A Tunisian Benchmark Dataset for Spoken Language Understanding
COLING 2024
Towards Explainable Joint Models via Information Theory for Multiple Intent Detection and Slot Filling
AAAI 2024
TransferTOD: A Generalizable Chinese Multi-Domain Task-Oriented Dialogue System with Transfer Capabilities
EMNLP 2024
Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction
AAAI 2024
VN-SLU: A Vietnamese Spoken Language Understanding Dataset
Interspeech 2024
Accelerating Multiple Intent Detection and Slot Filling via Targeted Knowledge Distillation
EMNLP 2023
Adaptive End-to-End Metric Learning for Zero-Shot Cross-Domain Slot Filling
EMNLP 2023
An efficient method for Natural Language Querying on Structured Data
ACL 2023
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding
AAAI 2023
Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding
Interspeech 2023
Can discrete information extraction prompts generalize across language models?
ICLR 2023
CIF-PT: Bridging Speech and Text Representations for Spoken Language Understanding via Continuous Integrate-and-Fire Pre-Training
ACL 2023
Compositional Generalization in Spoken Language Understanding
Interspeech 2023