This model makes calibrated, typed decisions about an image plus optional text. It answers choice, score and noul (yes/no probability) questions in one forward pass, with no text generation. It adds image input to Laya by replacing Laya's ModernBERT encoder with SmolVLM-256M-Instruct. Laya's predict(state, questions) API, proper-scoring-rule training and temperature calibration are unchanged. check out the live demo at https://huggingface.co/spaces/thaitea/laya-vision-demo and the source - https://huggingface.co/thaitea/laya-vision-smolvlm-256m - https://github.com/r33drichards/laya-vision Co…

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