InduOCRBench - Text: leaderboard
Metric: Text edit-distance similarity (0-100): one minus the normalized edit distance between the recognized and the reference text, times 100, on 570 industrial documents (3,402 pages) in 11 challenge types (complex background, high pixel count, ultra-long, multi-column, ultra-wide, historical books, handwriting, multi-font, visual style, watermark, cross-page tables) plus normal documents, each OCR method converting pages to structured Markdown (general VLMs with a standardized prompt, pipeline tools at default configuration, closed solutions through their official APIs); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 VL 235B A22B Instruct | 83.3 |
| 2 | Gemini 2.5 Pro | 83.1 |
| 3 | GPT-4o | 60.8 |
Interactive version: theaggregate.ai/benchmark?slug=induocrbench-text · How It Works · Data refreshed daily, snapshot 2026-10-07.