From Knowing to Doing — leaderboard
Metric: Total ret. (self-reported). Source: benchmarklist.com. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.6 Plus | 85.29 |
| 2 | GPT-5.5 | 61.26 |
| 3 | Claude Opus 4.7 | 58.8 |
| 4 | MiniMax-M2.7 | 56.31 |
| 5 | Step 3.5 Flash | 21.86 |
| 6 | Gemini 3.1 Pro (Preview) | 8.25 |
| 7 | DeepSeek V4 Pro | 1.39 |
| 8 | GLM-5.1 | -3.55 |
Interactive version: theaggregate.ai/benchmark?slug=from-knowing-to-doing · How the rankings work · Data refreshed daily, snapshot 2026-07-22.