IdeaAMBIG - Readiness Assessment - Controlled Synthetic: leaderboard
Metric: Macro-F1 (%; 100 Ready and 100 NotReady specifications per subset). Source: arxiv.org. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.6 Sol | 86.4 |
| 2 | Claude Sonnet 5 | 76.2 |
| 3 | Gemini 3.1 Pro (Preview) | 67.3 |
| 4 | DeepSeek V3.2 | 67.2 |
| 5 | GLM-5.2 | 65.9 |
| 6 | DeepSeek R1 0528 | 59.9 |
| 7 | Gemma 4 31B (IT) | 56.9 |
| 8 | Qwen 3.5 397B A17B | 55.9 |
| 9 | Qwen 3.5 9B | 54.3 |
| 10 | Qwen 3 8B | 48.7 |
| 11 | GPT-OSS-120B | 44.4 |
| 12 | Kimi K3 | 43.1 |
| 13 | Qwen 3 32B | 37 |
Interactive version: theaggregate.ai/benchmark?slug=ideaambig-readiness-assessment-controlled-synthetic · How It Works · Data refreshed daily, snapshot 2026-09-19.