IdeaAMBIG - Defect Localization - Real-World: leaderboard

Metric: Macro Defect Recovery Rate (%). Source: arxiv.org. 13 models tracked.

Top models

#ModelScore
1GPT-5.6 Sol9.6
2Claude Sonnet 56.8
3Kimi K36.6
4DeepSeek V3.25.9
5GLM-5.25.7
6Qwen 3.5 9B5.3
7Gemma 4 31B (IT)4.7
8Qwen 3 32B3.6
9Gemini 3.1 Pro (Preview)3.4
10Qwen 3.5 397B A17B3.3
11Qwen 3 8B3.2
12GPT-OSS-120B2.5
13DeepSeek R1 05281.8

Interactive version: theaggregate.ai/benchmark?slug=ideaambig-defect-localization-real-world · How It Works · Data refreshed daily, snapshot 2026-09-19.