PyraMathBench - Numeral Recognition: leaderboard
Metric: Score (0-100) on the 714 numeral recognition items: extract the numbers, variables and formulas a problem needs from an image, score (0-100) per item: numeric answers score 100 within 1e-4 and fall linearly to 0 at 1 percent relative error, expressions are matched with Math-Verify, text answers by MathBERT cosine similarity of at least 0.9 and choices by exact match; zero-shot chain of thought, median of three samples at temperature 0.7; higher is better. Source: arxiv.org. Saturation forecast: Around March 2028. 3 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-4o Mini (2024-07-18) | 14.6 |
| 2 | GPT-4o (2024-11-20) | 12.3 |
Interactive version: theaggregate.ai/benchmark?slug=pyramathbench-numeral-recognition · How It Works · Data refreshed daily, snapshot 2026-09-29.