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Intent Classification

514 directly classified papers

Papers per year

Papers

HEISIR: Hierarchical Expansion of Inverted Semantic Indexing for Training-free Retrieval of Conversational Data using LLMs NAACL 2025
MIDAS: Multi-level Intent, Domain, And Slot Knowledge Distillation for Multi-turn NLU NAACL 2025
Multilingual Datasets for Custom Input Extraction and Explanation Requests Parsing in Conversational XAI Systems EMNLP 2025
HiTZ at VarDial 2025 NorSID: Overcoming Data Scarcity with Language Transfer and Automatic Data Annotation COLING 2025
LTG at VarDial 2025 NorSID: More and Better Training Data for Slot and Intent Detection COLING 2025
LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition EMNLP 2025
From Templates to Natural Language: Generalization Challenges in Instruction-Tuned LLMs for Spatial Reasoning AACL 2025
Navigating the Unknown: Intent Classification and Out-of-Distribution Detection Using Large Language Models EMNLP 2025
Add Noise, Tasks, or Layers? MaiNLP at the VarDial 2025 Shared Task on Norwegian Dialectal Slot and Intent Detection COLING 2025
Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case Study COLING 2025
SQLWOZ: A Realistic Task-Oriented Dialogue Dataset with SQL-Based Dialogue State Representation for Complex User Requirements EMNLP 2025
Enhancing Emotional Support Conversations: A Framework for Dynamic Knowledge Filtering and Persona Extraction COLING 2025
AmbiK: Dataset of Ambiguous Tasks in Kitchen Environment ACL 2025
Fin-ExBERT: User Intent based Text Extraction in Financial Context using Graph-Augmented BERT and trainable Plugin EMNLP 2025
On Assigning Product and Software Codes to Customer Service Requests with Large Language Models EMNLP 2025
SPILL: Domain-Adaptive Intent Clustering based on Selection and Pooling with Large Language Models ACL 2025
From Noise to Clarity: Filtering Real and LLM-Generated Samples for Enhanced Intent Detection EMNLP 2025
Towards Multi-Intent Spoken Language Understanding via Hierarchical Attention and Optimal Transport AAAI 2024
An Uyghur Extension to the MASSIVE Multi-lingual Spoken Language Understanding Corpus with Comprehensive Evaluations INTERSPEECH 2024
Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling AAAI 2024
Synergizing Large Language Models and Pre-Trained Smaller Models for Conversational Intent Discovery ACL 2024
Speech-MASSIVE: A Multilingual Speech Dataset for SLU and Beyond INTERSPEECH 2024
A Usage-centric Take on Intent Understanding in E-Commerce EMNLP 2024
AR-NLU: A Framework for Enhancing Natural Language Understanding Model Robustness against ASR Errors INTERSPEECH 2024
Aligner²: Enhancing Joint Multiple Intent Detection and Slot Filling via Adjustive and Forced Cross-Task Alignment AAAI 2024