Visual-Language Understanding A

AI benchmark · Multimodal

Publisher
Scale Labs Static RSC
Tier
A why
Snapshot

What is Visual-Language Understanding?

Scale’s SEAL Leaderboard evaluates top models’ visual-language understanding, testing perception, logic, calculation, and common sense.

Tier A

A

Widely used: a lab reports it, or 50 or more models are scored on it.

How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.

  • 53 models scored
  • in curated RL directories (2 pts)
How we got to tier A
  1. Adoption: 53 models scored. Tier A.
  2. On X: unclear, none buzz No move.
  3. In curated RL directories: 2 points, a floor of C.
  4. Not yet confirmed by a line from its own site or paper.

A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.

Not on the map yet: no line from its own site or paper places it in a domain.

Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-11 snapshot.