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Intent Classification

514 directly classified papers

Papers per year

Papers

DFAgent: From Natural Language Data Interactions to Reusable Agent-Ready Tools AAAI 2026
F.A.C.U.L.: Language-Based Interaction with AI Companions in Gaming AAAI 2026
Read Between the Tracks: Exploring LLM-driven Intent-based Music Recommendations EACL 2026
Balancing Accuracy and Efficiency in Multi-Turn Intent Classification for LLM-Powered Dialog Systems in Production AAAI 2026
Improving Target Presence and Plurality Recognition for Generalized Referring Image Segmentation AAAI 2026
Who Should I Trust? Explicit Confidence-Focused Multimodal Intent Recognition AAAI 2026
Scaling Intent Understanding: A Framework for Classification with Clarification using Lightweight LLMs EACL 2026
Beyond Musical Descriptors: Extracting Preference-Bearing Intent in Music Queries EACL 2026
GraphIF: Enhancing Multi-Turn Instruction Following for Large Language Models with Relation Graph Prompt 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
Ellipsoid-Based Decision Boundaries for Open Intent Classification AAAI 2026
Introducing Visual Scenes and Reasoning: A More Realistic Benchmark for Spoken Language Understanding AAAI 2026
ICL-Router: In-Context Learned Model Representations for LLM Routing AAAI 2026
Intention Knowledge Graph Construction for User Intention Relation Modeling EACL 2026
How DDAIR you? Disambiguated Data Augmentation for Intent Recognition EACL 2026
RECAP: REwriting Conversations for Intent Understanding in Agentic Planning EACL 2026
Hierarchical User Intent Inference with Knowledge Graph Grounding EACL 2026
LTG at VarDial 2025 NorSID: More and Better Training Data for Slot and Intent Detection COLING 2025
Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues ACL 2025
HiTZ at VarDial 2025 NorSID: Overcoming Data Scarcity with Language Transfer and Automatic Data Annotation COLING 2025
LLM ContextBridge: A Hybrid Approach for Intent and Dialogue Understanding in IVSR COLING 2025
Do LLMs Understand Dialogues? A Case Study on Dialogue Acts ACL 2025
INJONGO: A Multicultural Intent Detection and Slot-filling Dataset for 16 African Languages ACL 2025
Add Noise, Tasks, or Layers? MaiNLP at the VarDial 2025 Shared Task on Norwegian Dialectal Slot and Intent Detection COLING 2025