OmniHandwritingOCR - Easy Multi-Line Formulas: leaderboard

Metric: 1-NED (%; one minus the normalized Levenshtein distance between the transcription and the ground truth, averaged over 9,601 easy multi-line handwritten formula images (MLHME and newly collected solutions); zero-shot Markdown transcription from one image with one task-neutral instruction for every system; task-specific normalization and tokenization, no semantic correction). Source: arxiv.org. Saturation forecast: Estimated already saturated. 13 models tracked.

Top models

#ModelScore
1InternVL3-78B75.81
2GPT-4o71.17
3Gemma 3 27B (IT)64.16

Interactive version: theaggregate.ai/benchmark?slug=omnihandwritingocr-easy-multi-line-formulas · How It Works · Data refreshed daily, snapshot 2026-09-29.