2 papers
cs.CV2026
Teaching Vision-Language Models to Decline: Support Completion Against Mirage
Alfaj Uddin Ahmed, Md. Shaown Miah, Md Arid Hasan +2
Vision-language models answer questions about images they were never shown, a failure called mirage. Such an answer can be correct without being justified by the evidence, and the…
cs.CV2026
Detect Before You Leap: Mirage Detection in Vision-Language Models
Sayeed Shafayet Chowdhury, Md. Shaown Miah, S. M. Taiabul Haque +1
Vision-language models (VLMs) can produce confident answers without relevant visual evidence, a failure mode known as mirage (Asadi et al., 2026). We study pre-release mirage detec…