Intent Classification

Fin-ExBERT: User Intent based Text Extraction in Financial Context using Graph-Augmented BERT and trainable Plugin EMNLP 2025 From Noise to Clarity: Filtering Real and LLM-Generated Samples for Enhanced Intent Detection EMNLP 2025 Generative Product Recommendations for Implicit Superlative Queries NAACL 2025 Grammar Control in Dialogue Response Generation for Language Learning Chatbots NAACL 2025 GuideQ: Framework for Guided Questioning for progressive informational collection and classification NAACL 2025 HEISIR: Hierarchical Expansion of Inverted Semantic Indexing for Training-free Retrieval of Conversational Data using LLMs NAACL 2025 HiTZ at VarDial 2025 NorSID: Overcoming Data Scarcity with Language Transfer and Automatic Data Annotation COLING 2025 HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices ACL 2025 ICLER: Intent CLassification with Enhanced Reasoning EMNLP 2025 Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case Study COLING 2025 INJONGO: A Multicultural Intent Detection and Slot-filling Dataset for 16 African Languages ACL 2025 Instance Relation Learning Network with Label Knowledge Propagation for Few-shot Multi-label Intent Detection IJCAI 2025 INT: Establishing Information Transfer for Multilingual Intent Detection and Slot Filling ACL 2025 Is External Information Useful for Stance Detection with LLMs? ACL 2025 LCAN: A Label-Aware Contrastive Attention Network for Multi-Intent Recognition and Slot Filling in Task-Oriented Dialogue Systems EMNLP 2025 Leveraging Machine-Generated Data for Joint Intent Detection and Slot Filling in Bangla: A Resource-Efficient Approach COLING 2025 LLM-Based Behavior Prediction for Social Media Users with Continuous Memory IJCNLP 2025 LLM-Based Dialogue Labeling for Multiturn Adaptive RAG EMNLP 2025 LLM ContextBridge: A Hybrid Approach for Intent and Dialogue Understanding in IVSR COLING 2025 LLM-Guided Lifecycle-Aware Clustering of Multi-Turn Customer Support Conversations IJCNLP 2025 LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition EMNLP 2025 LTG at VarDial 2025 NorSID: More and Better Training Data for Slot and Intent Detection COLING 2025 Making Task-Oriented Dialogue Datasets More Natural by Synthetically Generating Indirect User Requests COLING 2025 MIDAS: Multi-level Intent, Domain, And Slot Knowledge Distillation for Multi-turn NLU NAACL 2025 MIDLM: Multi-Intent Detection with Bidirectional Large Language Models COLING 2025