FeynmanBench - Full Amplitude: leaderboard
Metric: CP5 pass rate (%), the complete scattering amplitude with Dirac structures, signs, fermion-loop and symmetry factors, judged by a three-model LLM panel, 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: Around 2030. 19 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 7.8 |
| 2 | Claude Sonnet 4.6 | 3.3 |
| 3 | Qwen 3.6 Plus | 1.7 |
| 4 | Claude Opus 4.7 | 1.5 |
| 5 | Qwen 3.5 Plus | 1.5 |
| 6 | GLM-5V Turbo | 1.2 |
| 7 | Claude Opus 4.6 | 1 |
| 8 | GPT-5.4 | 0.9 |
| 9 | Seed 2.0 Pro | 0.9 |
| 10 | Qwen 3.6 Max | 0.2 |
| 11 | Claude Sonnet 4.5 | 0 |
| 12 | GPT-5.2 | 0 |
| 13 | Kimi K2.5 | 0 |
| 14 | Gemini 3 Flash | 0 |
| 15 | GPT-5.1 | 0 |
Interactive version: theaggregate.ai/benchmark?slug=feynmanbench-full-amplitude · How It Works · Data refreshed daily, snapshot 2026-10-07.