PRL-Bench - High-Energy Physics: leaderboard
Metric: Score (0-100) on the high-energy physics (HEP) tasks, research tasks built from 100 Physical Review Letters papers; a GPT-5 judge awards pre-assigned points for final answers and intermediate rubric checkpoints, summed and normalized to 0-100, mean of five runs; code interpreter allowed, search disabled; higher is better. Source: arxiv.org. Saturation forecast: Around August 2027. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 47.52 |
| 2 | Claude Opus 4.6 | 40.46 |
| 3 | Qwen 3.5 Plus | 37.16 |
| 4 | Seed 2.0 Pro | 35.55 |
| 5 | Kimi K2.5 | 31.82 |
| 6 | GPT-5.4 | 30.99 |
Interactive version: theaggregate.ai/benchmark?slug=prl-bench-high-energy-physics · How It Works · Data refreshed daily, snapshot 2026-10-07.