IdeaAMBIG - Readiness Assessment - Real-World: 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 | 67.5 |
| 2 | Claude Sonnet 5 | 59.3 |
| 3 | Qwen 3.5 397B A17B | 57.5 |
| 4 | Gemma 4 31B (IT) | 47.1 |
| 5 | Gemini 3.1 Pro (Preview) | 45.8 |
| 6 | GLM-5.2 | 45.1 |
| 7 | DeepSeek V3.2 | 44.5 |
| 8 | DeepSeek R1 0528 | 44.3 |
| 9 | Qwen 3 8B | 40.1 |
| 10 | Qwen 3 32B | 34.5 |
| 11 | Qwen 3.5 9B | 33.3 |
| 12 | Kimi K3 | 32.7 |
| 13 | GPT-OSS-120B | 30 |
Interactive version: theaggregate.ai/benchmark?slug=ideaambig-readiness-assessment-real-world · How It Works · Data refreshed daily, snapshot 2026-09-19.