Author

Md Arid Hasan

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Preprint Oct 2026

Teaching Vision-Language Models to Decline: Support Completion Against Mirage

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 difference matters wherever a model's output is checked by someone who did not see its input. We locate the failure in the training objectiv...

Alfaj Uddin Ahmed, Md. Shawon Miah, Md Arid Hasan et al. · 0 citations

#artificial intelligence Review Aug 2026

ImageEval 2026: Culturally Grounded Arabic Multimodal Evaluation

An overview of the ImageEval 2026 shared task on culturally grounded Arabic multimodal evaluation is presented, covering spoken visual question answering and image-grounded hallucination detection in English and Modern Standard Arabic, and CRAI-Bench, evaluating the cultural accuracy of text-to-image generation.

Samir Abdaljalil, Hunzalah Hassan Bhatti, Ahlam Bashiti et al. · 0 citations