RefereeBench: leaderboard
Metric: Overall accuracy (%) of multiple-choice sports-refereeing questions over 925 officiating videos in 11 sports (6,475 QA pairs), averaged across sports, full video at 720p; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Seed 1.8 | 61.1 |
| 2 | Gemini 3 Flash | 60.6 |
| 3 | Gemini 3 Pro | 60 |
| 4 | GPT-5 | 54.8 |
| 5 | Claude Sonnet 4.5 | 47.6 |
| 6 | GPT-4o | 47.1 |
| 7 | Claude Haiku 4.5 | 45.6 |
Interactive version: theaggregate.ai/benchmark?slug=refereebench · How It Works · Data refreshed daily, snapshot 2026-10-07.