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” meansKnown problems
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
- Figure 1. Tests Beyond Text Fill Up in Months, Too
- Table 1. Each modality has one number that tells its story
- Figure 4. A harder test drops the best image score from 97% to 36%
- Table 6. Automatic metrics and learned scorers for image, video and music generation, read November 2026 in “Go deeper: Automated generation metrics”
- Figure 11. Robotics, GUI agents and deepfake detection have the weakest independent checks
Sources
Copied from the chapter source lists. Each number links back to the source in its chapter.
- [1]
- [2]
- [3]
- [4]