most citedSycophancy in Vision-Language Models: A Systematic Analysis and an Inference-Time Mitigation Framework

2 citations · 2 across the 2 of their papers we have counts for

collaborators

2 papers

cs.CV2025

Object-Level Verbalized Confidence Calibration in Vision-Language Models via Semantic Perturbation

Yunpu Zhao, Rui Zhang, Junbin Xiao +5

Vision-language models (VLMs) excel in various multimodal tasks but frequently suffer from poor calibration, resulting in misalignment between their verbalized confidence and respo…

cs.AI2024★ 2 cited

Sycophancy in Vision-Language Models: A Systematic Analysis and an Inference-Time Mitigation Framework

Yunpu Zhao, Rui Zhang, Junbin Xiao +4

Large Vision-Language Models (LVLMs) have shown significant capability in vision-language understanding. However, one critical issue that persists in these models is sycophancy, wh…