hallucination mitigation

Hierarchical Memory Organization for Wikipedia Generation ACL 2025 HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models ACL 2025 ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models CVPR 2025 Identifying and Answering Questions with False Assumptions: An Interpretable Approach EMNLP 2025 Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models NAACL 2025 Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators AAAI 2025 Improving Retrieval Augmented Language Model with Self-Reasoning AAAI 2025 InfoGain-RAG: Boosting Retrieval-Augmented Generation through Document Information Gain-based Reranking and Filtering EMNLP 2025 InImageTrans: Multimodal LLM-based Text Image Machine Translation ACL 2025 Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs ICCV 2025 Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations ICLR 2025 Intervening Anchor Token: Decoding Strategy in Alleviating Hallucinations for MLLMs ICLR 2025 Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation NAACL 2025 IterGen: Iterative Semantic-aware Structured LLM Generation with Backtracking ICLR 2025 Knowledge Decoupling via Orthogonal Projection for Lifelong Editing of Large Language Models ACL 2025 Knowledge-Grounded Detection of Cryptocurrency Scams with Retrieval-Augmented LMs ACL 2025 Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning ACL 2025 Large-Scale Corpus Construction and Retrieval-Augmented Generation for Ancient Chinese Poetry: New Method and Data Insights NAACL 2025 Learning from Hallucinations: Mitigating Hallucinations in LLMs via Internal Representation Intervention IJCNLP 2025 LexKeyPlan: Planning with Keyphrases and Retrieval Augmentation for Legal Text Generation: A Case Study on European Court of Human Rights Cases ACL 2025 Lightweight Query Checkpoint: Classifying Faulty User Queries to Mitigate Hallucinations in Large Language Model Question Answering ACL 2025 LIRA: Inferring Segmentation in Large Multi-modal Models with Local Interleaved Region Assistance ICCV 2025 Listen to the Context: Towards Faithful Large Language Models for Retrieval Augmented Generation on Climate Questions ACL 2025 LLM-Driven Completeness and Consistency Evaluation for Cultural Heritage Data Augmentation in Cross-Modal Retrieval EMNLP 2025 LLM-Independent Adaptive RAG: Let the Question Speak for Itself EMNLP 2025