Imaging-101 - Function-Level Inverse Solver: leaderboard

Metric: Module pass rate (%): share of the 57 tasks whose inverse-solver module passes all of its unit tests within 10 reflection rounds; higher is better. Source: arxiv.org. Saturation forecast: Around August 2027. 7 models tracked.

Top models

#ModelScore
1Claude Opus 4.649.1
2GPT-5.442.1
3Gemini 3.1 Pro (Preview)40.4
4DeepSeek V331.6
5Qwen 3.6 Plus24.6
6Kimi K2.515.8
7GLM-510.5

Interactive version: theaggregate.ai/benchmark?slug=imaging-101-function-level-inverse-solver · How It Works · Data refreshed daily, snapshot 2026-09-29.