作者位次 #2/3ACL 2026Poster· Natural Language Processing
VL -Calibration: Decoupled Confidence Calibration for Large Vision-Language Models Reasoning
Wenyi Xiao · Xinchi XU · Leilei Gan
摘要
Large Vision Language Models (LVLMs) achieve strong multimodal reasoning but frequently exhibit hallucinations and incorrect responses with high certainty, which hinders their usage in high-stakes domains. Existing verbalized confidence calibration methods, largely developed for text-only LLMs, t...