The estimator is the standard two-way ANOVA interaction-recovery operation under sum-to-zero contrasts; its contribution is its application as a label-free post-hoc calibrator for multilingual LLM judges, an explicit finite-sample concentration bound, and an unbiasedness result that holds even under task-language missp...
Alhasan Mahmood, Samir Abdaljalil, Hasan Kurban· 0 citations
Pulmonary nodule malignancy prediction typically depends on image-trained specialist deep learning (DL) models that require substantial annotated imaging data and task-specific training. We investigate whether a generalist large language model (LLM), reading only a faithful natural-language rendering of standard nodule...
Md. Rabiul Islam, Samir Abdaljalil, E. Serpedin et al.· 0 citations
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.