Showing 2026Show all
2 papers · 1 filter
cs.CV2026
TruthLens: Object Hallucination Detection via Self-Evaluating Truthfulness Scores in LVLMs
Yanqi Wu, Runhe Lai, Xinhua Lu +5
Despite the remarkable progress of large vision language models (LVLMs), object hallucination remains a fundamental challenge that hinders their trustworthy deployment. A key findi…
cs.LG2026
Instruction Lens Score: Your Instruction Contributes a Powerful Object Hallucination Detector for Multimodal Large Language Models
Runhe Lai, Xinhua Lu, Yanqi Wu +3
Multimodal large language models (MLLMs) have achieved remarkable progress, yet the object hallucination remains a critical challenge for reliable deployment. In this paper, we pre…