MMMU Pro A

AI benchmark · Knowledge

Publisher
Vals AI
Domains
Knowledge
On X
@ValsAI ↗
Tier
A why
Snapshot

Latest from Vals AI on X

@ValsAI ↗

What is MMMU Pro?

Multimodal Multi-task Benchmark

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.

  • 89 models scored
  • in curated RL directories (2 pts)

On X · well regarded, low buzz, from 4 posts about MMMU Pro in the last month

MMMU-Pro is cited as a standard visual reasoning benchmark in model comparisons and leaderboards, though one preprint frames it as a response to saturation.

@TeksEdge ↗ · @mohammad2012191 ↗ · @Angaisb_ ↗

How we got to tier A
  1. Adoption: 89 models scored. Tier A.
  2. On X: well regarded, low buzz. “MMMU-Pro is cited as a standard visual reasoning benchmark in model comparisons and leaderboards, though one preprint frames it as a response to saturation.” 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.