Dialogue Systems

MultiChallenge: A Realistic Multi-Turn Conversation Evaluation Benchmark Challenging to Frontier LLMs ACL 2025 Multilingual Datasets for Custom Input Extraction and Explanation Requests Parsing in Conversational XAI Systems EMNLP 2025 Multilingual Dialogue Generation and Localization with Dialogue Act Scripting EMNLP 2025 Multilingual, Not Multicultural: Uncovering the Cultural Empathy Gap in LLMs through a Comparative Empathetic Dialogue Benchmark IJCNLP 2025 Multimodal Knowledge Retrieval-Augmented Iterative Alignment for Satellite Commonsense Conversation IJCAI 2025 MultiVerse: A Multi-Turn Conversation Benchmark for Evaluating Large Vision and Language Models ICCV 2025 MULTIVOX: A Benchmark for Evaluating Voice Assistants for Multimodal Interactions EMNLP 2025 MUSE: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles ACL 2025 MUSE: MCTS-Driven Red Teaming Framework for Enhanced Multi-Turn Dialogue Safety in Large Language Models EMNLP 2025 My AI Agent Feels Gray on Her Period NeurIPS 2025 My Climate CoPilot: A Question Answering System for Climate Adaptation in Agriculture ACL 2025 Navigating Rifts in Human-LLM Grounding: Study and Benchmark ACL 2025 NewsInterview: a Dataset and a Playground to Evaluate LLMs’ Grounding Gap via Informational Interviews ACL 2025 ‘No’ Matters: Out-of-Distribution Detection in Multimodality Multi-Turn Interactive Dialogue Download PDF ACL 2025 Non-Emotion-Centric Empathetic Dialogue Generation COLING 2025 NormGenesis: Multicultural Dialogue Generation via Exemplar-Guided Social Norm Modeling and Violation Recovery EMNLP 2025 NTPP: Generative Speech Language Modeling for Dual-Channel Spoken Dialogue via Next-Token-Pair Prediction ICML 2025 NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025 OmniCharacter: Towards Immersive Role-Playing Agents with Seamless Speech-Language Personality Interaction ACL 2025 OmniFlatten: An End-to-end GPT Model for Seamless Voice Conversation ACL 2025 On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation NAACL 2025 Open-domain Arabic Conversational Question Answering with Question Rewriting EMNLP 2025 OpenS2S: Advancing Fully Open-Source End-to-End Empathetic Large Speech Language Model EMNLP 2025 PACHAT: Persona-Aware Speech Assistant for Multi-party Dialogue EMNLP 2025 PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants ACL 2025