ColBERT

NeoMME runs document retrieval through one from-scratch encoder at 51 pages a second

The 260M NeoMME sends raw image patches and text down the same bidirectional path, with no vision tower and no causal decoder, and reports a 6 kB late-interaction index per page. The conditions behind both numbers are checkable.