knowledge conflict

KnowPO: Knowledge-Aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models AAAI 2025 LLMs Trust Humans More, That’s a Problem! Unveiling and Mitigating the Authority Bias in Retrieval-Augmented Generation ACL 2025 MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation EMNLP 2025 Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-Reasoning ACL 2025 Multilingual Knowledge Editing with Language-Agnostic Factual Neurons COLING 2025 Multi-Stage LLM Fine-Tuning with a Continual Learning Setting NAACL 2025 RPO: Retrieval Preference Optimization for Robust Retrieval-Augmented Generation ACL 2025 Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering NAACL 2025 Taming Knowledge Conflicts in Language Models ICML 2025 To Trust or Not to Trust? Enhancing Large Language Models' Situated Faithfulness to External Contexts ICLR 2025 ConflictBank: A Benchmark for Evaluating the Influence of Knowledge Conflicts in LLMs NeurIPS 2024 Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts ICLR 2024 Adaptive Question Answering: Enhancing Language Model Proficiency for Addressing Knowledge Conflicts with Source Citations EMNLP 2024 Blinded by Generated Contexts: How Language Models Merge Generated and Retrieved Contexts When Knowledge Conflicts? ACL 2024 Cutting Off the Head Ends the Conflict: A Mechanism for Interpreting and Mitigating Knowledge Conflicts in Language Models ACL 2024 Defending Against Disinformation Attacks in Open-Domain Question Answering EACL 2024 Discerning and Resolving Knowledge Conflicts through Adaptive Decoding with Contextual Information-Entropy Constraint ACL 2024 DYNAMICQA: Tracing Internal Knowledge Conflicts in Language Models EMNLP 2024 Entity-level Factual Adaptiveness of Fine-tuning based Abstractive Summarization Models EACL 2024 Getting Sick After Seeing a Doctor? Diagnosing and Mitigating Knowledge Conflicts in Event Temporal Reasoning NAACL 2024 IRCAN: Mitigating Knowledge Conflicts in LLM Generation via Identifying and Reweighting Context-Aware Neurons NeurIPS 2024 Knowledge Conflicts for LLMs: A Survey EMNLP 2024 Probing Language Models on Their Knowledge Source EMNLP 2024 Tug-of-War between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models COLING 2024 Untangle the KNOT: Interweaving Conflicting Knowledge and Reasoning Skills in Large Language Models COLING 2024