hallucination reduction

Developing Multimodal Healthcare Foundation Model: From Data-driven to Knowledge-enhanced AAAI 2025 Don’t Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models ACL 2025 DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding CVPR 2025 Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation EMNLP 2025 From Complex Word Identification to Substitution: Instruction-Tuned Language Models for Lexical Simplification EMNLP 2025 Generating Grounded Responses to Counter Misinformation via Learning Efficient Fine-Grained Critiques IJCAI 2025 GraphRAG: Leveraging Graph-Based Efficiency to Minimize Hallucinations in LLM-Driven RAG for Finance Data COLING 2025 Hallucination Reduction in Video-Language Models via Hierarchical Multimodal Consistency IJCAI 2025 Hierarchical Memory Organization for Wikipedia Generation ACL 2025 Improving Alignment in LVLMs with Debiased Self-Judgment EMNLP 2025 InstanceCap: Improving Text-to-Video Generation via Instance-aware Structured Caption CVPR 2025 Leveraging Knowledge Graph-Enhanced LLMs for Context-Aware Medical Consultation EMNLP 2025 Listen to the Context: Towards Faithful Large Language Models for Retrieval Augmented Generation on Climate Questions ACL 2025 Looking Beyond Text: Reducing Language Bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image Guidance EMNLP 2025 LPOI: Listwise Preference Optimization for Vision Language Models ACL 2025 MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search EMNLP 2025 Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression EMNLP 2025 MoLE:Decoding by Mixture of Layer Experts Alleviates Hallucination in Large Vision-Language Models AAAI 2025 Multimodal Knowledge Retrieval-Augmented Iterative Alignment for Satellite Commonsense Conversation IJCAI 2025 Neutralizing Bias in LLM Reasoning using Entailment Graphs ACL 2025 On Reducing Factual Hallucinations in Graph-to-Text Generation Using Large Language Models COLING 2025 Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning ICLR 2025 PlanGPT-VL: Enhancing Urban Planning with Domain-Specific Vision-Language Models EMNLP 2025 RAED: Retrieval-Augmented Entity Description Generation for Emerging Entity Linking and Disambiguation EMNLP 2025 RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness CVPR 2025