Add full Citation section matching the dataset README

Remove em dashes and the PhD-benchmark comparison bullet

Fix stale dataset link (HassanB4->Sarab-MLLMs), remove university affiliations, drop shipped-results claim, add license badge

Richer organization card with banner, mode table, and status

Add logo image for the org card

Remove default template placeholder

Remove default template placeholder

Add organization card

initial commit