FeynmanBench - Propagator Inventory: leaderboard

Metric: CP2 pass rate (%), the complete list of internal lines with particle types and multiplicities, checked by rule-based scripts, on FeynmanBench's Feynman-diagram tasks (a rendered diagram plus minimal conventions; Standard Model QED, electroweak and QCD diagrams from tree level to two loops), API models at temperature 0, mean of five runs; four models ran on subsets of 165 to 742 items, the others on about 2,000; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 19 models tracked.

Top models

#ModelScore
1Gemini 3 Flash84.5
2Gemini 3.1 Pro (Preview)70.5
3Qwen 3.6 Plus49
4Qwen 3.5 Plus45
5Seed 2.0 Pro44.3
6Claude Sonnet 4.642.5
7GLM-5V Turbo30.1
8Claude Opus 4.716.6
9GPT-5.211.2
10GPT-5.110.7
11Claude Opus 4.59.6
12Claude Opus 4.69.4
13GPT-5.47.7
14Kimi K2.53.4
15Claude Sonnet 4.52

Interactive version: theaggregate.ai/benchmark?slug=feynmanbench-propagator-inventory · How It Works · Data refreshed daily, snapshot 2026-10-07.