hallucination reduction

CAAC: Confidence-Aware Attention Calibration to Reduce Hallucinations in Large Vision-Language Models WACV 2026 Crafting Descriptive Information for a Zero-shot Method to Improve Knowledge-Based Visual Question Answering Performance WACV 2026 CURE: Curriculum-guided Multi-task Training for Reliable Anatomy Grounded Report Generation CVPR 2026 Dawn at SemEval-2026 Task 8: Structured Control Decomposition for Faithful Multi-Turn Retrieval-Augmented Generation SemEval 2026 Draft and Refine with Visual Experts CVPR 2026 Granulon: Awakening Pixel-Level Visual Encoders with Adaptive Multi-Granularity Semantics for MLLM CVPR 2026 Guaranteeing Knowledge Integration with Joint Decoding for Retrieval-Augmented Generation ACL 2026 Listen like a Teacher: Mitigating Whisper Hallucinations Using Adaptive Layer Attention and Knowledge Distillation AAAI 2026 Negative Entity Suppression for Zero-Shot Captioning with Synthetic Images AAAI 2026 SmartEyes: Plug-and-Play Event Detection for Retail Loss Prevention AAAI 2026 VisPlay: Self-Evolving Vision-Language Models CVPR 2026 YNU-HPCC at SemEval-2026 Task 8: Parallel Generation and Multi-Metric Reranking for Faithful Extractive RAG SemEval 2026 3D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination CVPR 2025 Aligning Large Language Models to Follow Instructions and Hallucinate Less via Effective Data Filtering ACL 2025 Alleviating Hallucinations in Large Language Models via Truthfulness-driven Rank-adaptive LoRA ACL 2025 Analyzing LLMs’ Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations ACL 2025 Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations EMNLP 2025 CalliReader: Contextualizing Chinese Calligraphy via an Embedding-Aligned Vision-Language Model ICCV 2025 Calm-Whisper: Reduce Whisper Hallucination On Non-Speech By Calming Crazy Heads Down Interspeech 2025 ChartCap: Mitigating Hallucination of Dense Chart Captioning ICCV 2025 CHiP: Cross-modal Hierarchical Direct Preference Optimization for Multimodal LLMs ICLR 2025 ClinicalRAG: Automating Pharmaceutical Label Quality Control with Hierarchical RAG and Large Language Models AAAI 2025 Concept-Based RAG Models: A High-Accuracy Fact Retrieval Approach COLING 2025 Constraining Sequential Model Editing with Editing Anchor Compression NAACL 2025 Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization CVPR 2025