Dialogue Systems

Fine-Tuning Medium-Scale LLMs for Joint Intent Classification and Slot Filling: A Data-Efficient and Cost-Effective Solution for SMEs COLING 2025 First-AID: the first Annotation Interface for grounded Dialogues ACL 2025 First Impressions from Comparing Form-Based and Conversational Interfaces for Public Service Access in India EMNLP 2025 Flexibly Utilize Memory for Long-Term Conversation via a Fragment-then-Compose Framework EMNLP 2025 Flowchart-Based Decision Making with Large Language Models ACL 2025 FLUID QA: A Multilingual Benchmark for Figurative Language Usage in Dialogue across English, Chinese, and Korean EMNLP 2025 Follow-up Question Generation For Enhanced Patient-Provider Conversations ACL 2025 Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation EMNLP 2025 FQ-Eval: Building Evaluation Dataset for User-centered Follow-up Question Generation EMNLP 2025 Friends-MMC: A Dataset for Multi-modal Multi-party Conversation Understanding AAAI 2025 From Commands to Prompts: LLM-based Semantic File System for AIOS ICLR 2025 From Generic Empathy to Personalized Emotional Support: A Self-Evolution Framework for User Preference Alignment EMNLP 2025 From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs ICLR 2025 From Personas to Talks: Revisiting the Impact of Personas on LLM-Synthesized Emotional Support Conversations EMNLP 2025 From Recall to Creation: Generating Follow-Up Questions Using Bloom’s Taxonomy and Grice’s Maxims ACL 2025 From Schema to State: Zero-Shot Scheme-Only Dialogue State Tracking via Diverse Synthetic Dialogue and Step-by-Step Distillation EMNLP 2025 From Traits to Empathy: Personality-Aware Multimodal Empathetic Response Generation COLING 2025 GENTEEL-NEGOTIATOR: LLM-Enhanced Mixture-of-Expert-Based Reinforcement Learning Approach for Polite Negotiation Dialogue AAAI 2025 Goal-Driven Data Story, Narrations and Explanations NAACL 2025 Grahak-Nyay: Consumer Grievance Redressal through Large Language Models AACL 2025 Grammar Control in Dialogue Response Generation for Language Learning Chatbots NAACL 2025 Guideline Compliance in Task-Oriented Dialogue: The Chained Prior Approach NAACL 2025 GuideLLM: Exploring LLM-Guided Conversation with Applications in Autobiography Interviewing NAACL 2025 GuideQ: Framework for Guided Questioning for progressive informational collection and classification NAACL 2025 HalluDetect: Detecting, Mitigating, and Benchmarking Hallucinations in Conversational Systems in the Legal Domain EMNLP 2025