hallucination mitigation

Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception CVPR 2025 AQuAECHR: Attributed Question Answering for European Court of Human Rights ACL 2025 Atlas: Customizing Large Language Models for Reliable Bibliographic Retrieval and Verification AACL 2025 Atomic Consistency Preference Optimization for Long-Form Question Answering IJCNLP 2025 Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent ICLR 2025 Beyond Human Data: Aligning Multimodal Large Language Models by Iterative Self-Evolution AAAI 2025 Bridging External and Parametric Knowledge: Mitigating Hallucination of LLMs with Shared-Private Semantic Synergy in Dual-Stream Knowledge EMNLP 2025 Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering ACL 2025 Can We Trust AI Doctors? A Survey of Medical Hallucination in Large Language and Large Vision-Language Models ACL 2025 CAPR: Confidence-Aware Prompt Refinement in Large Language Models Interspeech 2025 Caption Generation in Cultural Heritage: Crowdsourced Data and Tuning Multimodal Large Language Models NAACL 2025 CCL-XCoT: An Efficient Cross-Lingual Knowledge Transfer Method for Mitigating Hallucination Generation EMNLP 2025 ChartLens: Fine-grained Visual Attribution in Charts ACL 2025 CLAIM: Mitigating Multilingual Object Hallucination in Large Vision-Language Models with Cross-Lingual Attention Intervention ACL 2025 CoCoLex: Confidence-guided Copy-based Decoding for Grounded Legal Text Generation ACL 2025 Combating Multimodal LLM Hallucination via Bottom-Up Holistic Reasoning AAAI 2025 CondAmbigQA: A Benchmark and Dataset for Conditional Ambiguous Question Answering EMNLP 2025 Context-Aware Hierarchical Merging for Long Document Summarization ACL 2025 ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Models AAAI 2025 Correcting Hallucinations in News Summaries: Exploration of Self-Correcting LLM Methods with External Knowledge ACL 2025 Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence ACL 2025 DAMO: Decoding by Accumulating Activations Momentum for Mitigating Hallucinations in Vision-Language Models ICLR 2025 DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations EMNLP 2025 Decoupling Metacognition from Cognition: A Framework for Quantifying Metacognitive Ability in LLMs AAAI 2025 Differential Transformer ICLR 2025