MemeBench - Knowledge Units: leaderboard
Metric: Knowledge-unit coverage (%) on 1,253 Chinese and English memes centred on anime, comics, games and online subcultures, explained closed-book from the image; scored against VIKR checklists under the intersection of Gemini-3.1-Pro and GPT-5.1 judges, unscored responses counted as failures. Source: arxiv.org. Saturation forecast: Around December 2026. 26 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 69.7 |
| 2 | Gemini 3 Flash | 65.5 |
| 3 | GPT-5.6 Sol | 55.1 |
| 4 | Kimi K2.5 | 54.5 |
| 5 | Claude Opus 5 | 50.9 |
| 6 | Qwen 3.6 Plus | 42.8 |
| 7 | GPT-5.6 Terra | 42 |
| 8 | GPT-5.6 Luna | 31.3 |
| 9 | Claude Sonnet 5 | 30.2 |
| 10 | MiMo-V2.5 | 26.9 |
| 11 | MiMo-V2-Omni | 26.4 |
| 12 | Qwen 3 VL 235B A22B Instruct | 26.1 |
| 13 | Qwen 3.6 Flash | 25.7 |
| 14 | Qwen 3 VL 235B A22B (Thinking) | 22.9 |
| 15 | Qwen 3 VL 32B Instruct | 19.1 |
Interactive version: theaggregate.ai/benchmark?slug=memebench-knowledge-units · How It Works · Data refreshed daily, snapshot 2026-09-29.