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Mahmoud Jabarin

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#artificial intelligence Preprint Oct 2026

Generalization Is Stability, Not Accuracy: Multi-Axis Evaluation of LLMs

Generalization in large language models (LLMs) is the ability to produce consistent and semantically stable outputs when the same input is expressed in different ways. Existing work typically evaluates generalization through aggregate accuracy on a single prompt format, task, or set of variations, which conflates robus...

Nagham Omar, Mahmoud Jabarin, M. Rozenshteĭn et al. · 0 citations
#artificial intelligence Preprint Sep 2026

It's Not What the Image Shows: Irrelevant Context Destabilises VLM Judges Without Informing Them

MIST, the Misleading-Image Stress Test: 200 English sentences, each built around a phrase readable either figuratively or literally and shown with an aligned image depicting its reading, a misleading image depicting the opposite, or no image at all is introduced.

Nagham Omar, Mahmoud Jabarin, Kinan Ibraheem et al. · 0 citations

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