IdeaAMBIG - Defect Localization - Controlled Synthetic: leaderboard
Metric: Macro Defect Recovery Rate (%). Source: arxiv.org. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.6 Sol | 12.2 |
| 2 | Claude Sonnet 5 | 11.4 |
| 3 | Kimi K3 | 8.2 |
| 4 | DeepSeek V3.2 | 8 |
| 5 | Gemini 3.1 Pro (Preview) | 7.6 |
| 6 | Gemma 4 31B (IT) | 7 |
| 7 | GLM-5.2 | 7 |
| 8 | Qwen 3 32B | 5.8 |
| 9 | Qwen 3.5 9B | 5.5 |
| 10 | Qwen 3 8B | 4.6 |
| 11 | Qwen 3.5 397B A17B | 4.6 |
| 12 | GPT-OSS-120B | 3.3 |
| 13 | DeepSeek R1 0528 | 2.2 |
Interactive version: theaggregate.ai/benchmark?slug=ideaambig-defect-localization-controlled-synthetic · How It Works · Data refreshed daily, snapshot 2026-09-19.