Select, Compress, Reinvest: A Controlled Study of Visual-Token Allocation in Long-Video MLLMs
Along the way, an implementation bug in the own AKS baseline and a 0.74 point gap between two harnesses running the same published rules at the same budget show why these comparisons need to happen inside one controlled harness rather than across papers.