Intent Classification

Balancing Accuracy and Efficiency in Multi-Turn Intent Classification for LLM-Powered Dialog Systems in Production AAAI 2026 Beyond Musical Descriptors: Extracting Preference-Bearing Intent in Music Queries EACL 2026 DFAgent: From Natural Language Data Interactions to Reusable Agent-Ready Tools AAAI 2026 Ellipsoid-Based Decision Boundaries for Open Intent Classification AAAI 2026 F.A.C.U.L.: Language-Based Interaction with AI Companions in Gaming AAAI 2026 GraphIF: Enhancing Multi-Turn Instruction Following for Large Language Models with Relation Graph Prompt AAAI 2026 Hierarchical Reason-of-Contact Detection in Retail Banking Customer Interactions via LLM-Driven Taxonomy Induction ACL 2026 Hierarchical User Intent Inference with Knowledge Graph Grounding EACL 2026 How DDAIR you? Disambiguated Data Augmentation for Intent Recognition EACL 2026 ICL-Router: In-Context Learned Model Representations for LLM Routing AAAI 2026 Improving Target Presence and Plurality Recognition for Generalized Referring Image Segmentation AAAI 2026 Intention Knowledge Graph Construction for User Intention Relation Modeling EACL 2026 Introducing Visual Scenes and Reasoning: A More Realistic Benchmark for Spoken Language Understanding AAAI 2026 MAFA: A Multi-Agent Framework for Enterprise-Scale Annotation with Configurable Task Adaptation AAAI 2026 QueryAligner: Customizing User Query to Match LLMs Preferences for Better Intent Recognition AAAI 2026 Read Between the Tracks: Exploring LLM-driven Intent-based Music Recommendations EACL 2026 RECAP: REwriting Conversations for Intent Understanding in Agentic Planning EACL 2026 Scaling Intent Understanding: A Framework for Classification with Clarification using Lightweight LLMs EACL 2026 SeD-UD: An Influence-Driven and Hierarchically-Decoupled Information Bottleneck for Multimodal Intent Recognition CVPR 2026 Standard-to-Dialect Transfer Trends Differ across Text and Speech: A Case Study on Intent and Topic Classification in German Dialects ACL 2026 Who Should I Trust? Explicit Confidence-Focused Multimodal Intent Recognition AAAI 2026 Add Noise, Tasks, or Layers? MaiNLP at the VarDial 2025 Shared Task on Norwegian Dialectal Slot and Intent Detection COLING 2025 AmbiK: Dataset of Ambiguous Tasks in Kitchen Environment ACL 2025 ASK: Aspects and Retrieval based Hybrid Clarification in Task Oriented Dialogue Systems ACL 2025 AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification EMNLP 2025