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Papers
From Solver to Tutor: Evaluating the Pedagogical Intelligence of LLMs with KMP-Bench
AAAI 2026
From Standard Transformers to Modern LLMs: Bringing Dialogue Models, RAG, and Agents to the Classroom
EACL 2026
Full-Duplex-Bench-v2: A Multi-Turn Evaluation Framework for Duplex Dialogue Systems with an Automated Examiner
ACL 2026
I Know, but I Don’t Know! How Persona Conflict Undermines Instruction Adherence in Large Language Models
EACL 2026
I know you are different! Towards Persona Driven Knowledge-infused Dialogue Assistant
EACL 2026
Is He Extroverted? Identifying Missing Relevant Personas for Faithful User Simulation
EACL 2026
Know Your Place: Diagnosing Implicit Social Adaptation Failures in Chinese Large Language Models
ACL 2026
LeCoDe: A Benchmark Dataset for Interactive Legal Consultation Dialogue Evaluation
ACL 2026
Locomo-Plus: Beyond-Factual Cognitive Memory Evaluation Framework for LLM Agents
ACL 2026
MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents
AAAI 2026
Mem-PAL: Towards Memory-based Personalized Dialogue Assistants for Long-term User-Agent Interaction
AAAI 2026
METRO: Towards Strategy Induction from Expert Dialogue Transcripts for Non-collaborative Dialogues
ACL 2026
Note2Chat: Improving LLMs for Multi-Turn Clinical History Taking Using Medical Notes
AAAI 2026
PatientVLM Meets DocVLM: Pre-Consultation Dialogue Between Vision-Language Models for Efficient Diagnosis
AAAI 2026
Plug-and-Play Clarifier: A Zero-Shot Multimodal Framework for Egocentric Intent Disambiguation
AAAI 2026
PsyProbe: Proactive and Interpretable Dialogue through User State Modeling for Exploratory Counseling
EACL 2026
RECAP: REwriting Conversations for Intent Understanding in Agentic Planning
EACL 2026
Router-Suggest: Dynamic Routing for Multimodal Auto-Completion in Visually-Grounded Dialogs
EACL 2026
S^4: Operationalizing Speech Act Theory for Strategic Semi-Structured Psychiatric Interview
ACL 2026
SDialog: A Python Toolkit for End-to-End Agent Building, User Simulation, Dialog Generation, and Evaluation
EACL 2026
Tailored Emotional LLM-Supporter: Enhancing Cultural Sensitivity
EACL 2026
Talk2Code: A Multi-Turn Interaction Benchmark with Dual-Track Evaluation for Code Generation
AAAI 2026
Teaching LLM to be Persuasive: Reward-Enhanced Policy Optimization for Alignment from Heterogeneous Rewards
ACL 2026
TO-GATE: Clarifying Questions and Summarizing Responses with Trajectory Optimization for Eliciting Human Preference
AAAI 2026
U-Mind: A Unified Framework for Real-Time Multimodal Interaction with Audiovisual Generation
CVPR 2026