Benchmark checker Vision and generation

Is GenEval 2 still meaningful?

Status:New / unproven Checked against the report, 5 November 2026

Verdict

Yes, tentatively. The best model reaches only 35.8%, but outside use is still thin.

Why new / unproven: GenEval 2 appeared in December 2025 and has little outside use so far.[1][1] GenEval 2, arXiv 2512.16853 Primary[2][2] alphaXiv overview of GenEval 2 Single source Its best score comes from one secondary source.

What “New / unproven” means

Known problems

  • The 35.8% figure comes from one secondary overview of the paper.[2][2] alphaXiv overview of GenEval 2 Single source
  • Its scale differs from GenEval's, so the drop from 96.7% marks a reset, not a model regression.[2][2] alphaXiv overview of GenEval 2 Single source

What to look at instead

Arena and Artificial Analysis agree on the image leader: GPT-Image-2.5 Sunburst tops both boards.[3][3] Arena, text-to-image leaderboard Primary[4][4] Artificial Analysis, text-to-image leaderboard Primary

  • Chatbot Arena (LMArena) Status:Contested Partly. It still shows crowd preference, but private testing and unequal data access distort the ranking.

Where it appears in the report

Chapter 7, Multimodal, voice and embodied

Sources

Copied from the chapter source lists. Each number links back to the source in its chapter.

  1. [1]
    GenEval 2, arXiv 2512.16853. Primary arxiv.org Chapter 7, source 5
  2. [2]
    alphaXiv overview of GenEval 2. Single source alphaxiv.org Chapter 7, source 37
  3. [3]
    Arena, text-to-image leaderboard. Primary arena.ai Chapter 7, source 45
  4. [4]
    Artificial Analysis, text-to-image leaderboard. Primary artificialanalysis.ai Chapter 7, source 46