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Papers
5ting at SemEval-2026 Task 8: Strong End-to-End Multi-Turn RAG via LLM-Based Reranking and Faithfulness Control
SemEval 2026
CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty
ACL 2026
CHASE: Contextual History for Adaptive and Simple Exploitation in Large Language Model Jailbreaking
AAAI 2026
Conversational Learning Diagnosis via Reasoning Multi-Turn Interactive Learning
AAAI 2026
Dawn at SemEval-2026 Task 8: Structured Control Decomposition for Faithful Multi-Turn Retrieval-Augmented Generation
SemEval 2026
EthicMind: A Risk-Aware Framework for Ethical-Emotional Alignment in Multi-Turn Dialogue
ACL 2026
Evolutionary Guided Decoding: Iterative Value Refinement for LLMs
ACL 2026
GraphIF: Enhancing Multi-Turn Instruction Following for Large Language Models with Relation Graph Prompt
AAAI 2026
Harmonizing Dense and Sparse Signals in Multi-turn RL: Dual-Horizon Credit Assignment for Industrial Sales Agents
ACL 2026
IEvoAgent: Evolving Conversational Agent based on User Implicit Feedback
ACL 2026
LeCoDe: A Benchmark Dataset for Interactive Legal Consultation Dialogue Evaluation
ACL 2026
LLaVAShield: Safeguarding Multimodal Multi-Turn Dialogues in Vision-Language Models
CVPR 2026
MCTSr-Zero: Self-Reflective Psychological Counseling Dialogues Generation via Principles and Adaptive Exploration
AAAI 2026
Omni IIE Bench: Benchmarking the Practical Capabilities of Image Editing Models
CVPR 2026
One Battle After Another: Probing LLMs’ Limits on Multi-Turn Instruction Following with a Benchmark Evolving Framework
ACL 2026
Polito Team at SemEval-2026 Task 8: Scaling Multi-Turn RAG: High-Performance Parallelized Pipeline for the MTRAG Benchmark
SemEval 2026
PsyPARSE: Retrieval-Augmented Slow Thinking for Personalized Empathetic Counseling
AAAI 2026
RAGTUM at SemEval-2026 Task 8: Contextual Query Rewriting and Dense Retrieval for Multi-Turn RAG
SemEval 2026
Reasoning Gets Harder for LLMs Inside A Dialogue
ACL 2026
SafeMT: Multi-turn Safety for Multimodal Language Models
ACL 2026
ShopSimulator: Evaluating and Exploring RL-Driven LLM Agent for Shopping Assistants
ACL 2026
SpeakerSleuth: Can Large Audio-Language Models Judge Speaker Consistency across Multi-turn Dialogues?
ACL 2026
Talk2Code: A Multi-Turn Interaction Benchmark with Dual-Track Evaluation for Code Generation
AAAI 2026
Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals distinct Multi-Turn Behavior in LLMs
ACL 2026
Toward Scalable Verifiable Reward: Proxy State-Based Evaluation for Multi-turn Tool-Calling LLM Agents
ACL 2026