user intent

Beyond Musical Descriptors: Extracting Preference-Bearing Intent in Music Queries EACL 2026 Beyond Single Images: A Comprehensive Benchmark for Album-Level Vision-Language Understanding CVPR 2026 DFRec: Dual Fluctuation Modeling of Multi-level Intent Evolution for Next-Item Recommendation AAAI 2026 Hierarchical User Intent Inference with Knowledge Graph Grounding EACL 2026 Multi-granularity Intent Modeling with Adversarial Robustness for Sequential Recommendation AAAI 2026 A Survey on LLM-powered Agents for Recommender Systems EMNLP 2025 Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs NAACL 2025 CollabLLM: From Passive Responders to Active Collaborators ICML 2025 DisCo: Graph-Based Disentangled Contrastive Learning for Cold-Start Cross-Domain Recommendation AAAI 2025 Exploring Conversational Adaptability: Assessing the Proficiency of Large Language Models in Dynamic Alignment with Updated User Intent AAAI 2025 Identifying & Interactively Refining Ambiguous User Goals for Data Visualization Code Generation EMNLP 2025 Intent Oriented Contrastive Learning for Sequential Recommendation AAAI 2025 Learning Contextual Retrieval for Robust Conversational Search EMNLP 2025 Leveraging Large Vision-Language Model as User Intent-Aware Encoder for Composed Image Retrieval AAAI 2025 LLMs can be easily Confused by Instructional Distractions ACL 2025 ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions EMNLP 2025 Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild EMNLP 2025 Small Models, Big Results: Achieving Superior Intent Extraction through Decomposition EMNLP 2025 Token-level Proximal Policy Optimization for Query Generation EMNLP 2025 User Willingness-aware Sales Talk Dataset COLING 2025 A User-Centric Multi-Intent Benchmark for Evaluating Large Language Models EMNLP 2024 Centrality-aware Product Retrieval and Ranking EMNLP 2024 Controllable Text Summarization: Unraveling Challenges, Approaches, and Prospects - A Survey ACL 2024 Towards Enhancing Coherence in Extractive Summarization: Dataset and Experiments with LLMs EMNLP 2024 A Survey on Asking Clarification Questions Datasets in Conversational Systems ACL 2023