knowledge conflict

Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Robust Response Generation in the Wild AAAI 2026 Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models AAAI 2026 Debate-of-Thoughts: Resolving Knowledge Conflicts in LLMs Through Internal Deliberation ACL 2026 Enhancing Retrieval-Augmented Large Vision Language Models via Knowledge Conflict Mitigation AAAI 2026 Hallucinate Less by Thinking More: Aspect-Based Causal Abstention for Large Language Models AAAI 2026 On the Superimposed Noise Accumulation Problem in Sequential Knowledge Editing of Large Language Models AAAI 2026 Seeing through the Conflict: Transparent Knowledge Conflict Handling in Retrieval-Augmented Generation AAAI 2026 Tracking the Limits of Knowledge Propagation: How LLMs Fail at Multi-Step Reasoning with Conflicting Knowledge EACL 2026 Whose Facts Win? LLM Source Preferences under Knowledge Conflicts ACL 2026 AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric Knowledge NAACL 2025 Assessing and Mitigating Medical Knowledge Drift and Conflicts in Large Language Models EMNLP 2025 Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models ACL 2025 CAT Merging: A Training-Free Approach for Resolving Conflicts in Model Merging ICML 2025 CoCoA: Confidence- and Context-Aware Adaptive Decoding for Resolving Knowledge Conflicts in Large Language Models EMNLP 2025 CoME: An Unlearning-based Approach to Conflict-free Model Editing NAACL 2025 Conflicts in Texts: Data, Implications and Challenges EMNLP 2025 Context Copying Modulation: The Role of Entropy Neurons in Managing Parametric and Contextual Knowledge Conflicts EMNLP 2025 Context-DPO: Aligning Language Models for Context-Faithfulness ACL 2025 Continuously Steering LLMs Sensitivity to Contextual Knowledge with Proxy Models EMNLP 2025 FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented Generation ACL 2025 How does Misinformation Affect Large Language Model Behaviors and Preferences? ACL 2025 Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations EMNLP 2025 Is Cognition Consistent with Perception? Assessing and Mitigating Multimodal Knowledge Conflicts in Document Understanding EMNLP 2025 KaFT: Knowledge-aware Fine-tuning for Boosting LLMs’ Domain-specific Question-Answering Performance ACL 2025 Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question Answering AAAI 2025