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OCRBench

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Progress Over Time

Interactive timeline showing model performance evolution on OCRBench

State-of-the-art frontier
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OCRBench Leaderboard

24 models
ContextCostLicense
1
Moonshot AI
Moonshot AI
1.0T
2
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
122B
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
236B
4
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
35B
5
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
31B
6
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
9B
7
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
33B
8
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
27B262K$0.30 / $2.40
8
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
28B262K$0.60 / $3.60
10
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
72B
11
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
4B262K$0.10 / $0.60
12
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
73B
13
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
236B
14
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
8B
15
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
33B
166B
17
Liquid AI
Liquid AI
3B
18
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
31B
1916B
20
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
9B
21
DeepSeek
DeepSeek
27B
223B
23
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
4B262K$0.10 / $1.00
242B
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About this benchmark

What is OCRBench?

OCRBench: Comprehensive evaluation benchmark for assessing Optical Character Recognition (OCR) capabilities in Large Multimodal Models across text recognition, scene text VQA, and document understanding tasks

OCRBench is a multimodal benchmark evaluating models on image to text and vision tasks. LLM Stats tracks 24 models on this benchmark, scored on a 0–1 scale. The current average is 0.9, with the leader at 0.9.

Compare leaders on the best AI for image to text and best AI for vision leaderboards.

Current leaders

Kimi K2.5 from Moonshot AI currently leads the OCRBench leaderboard with a score of 0.923 across 24 evaluated AI models.

1Kimi K2.5Moonshot AI92.3%
2Qwen3.5-122B-A10BAlibaba Cloud / Qwen Team92.1%
3Qwen3 VL 235B A22B InstructAlibaba Cloud / Qwen Team92.0%

FAQ

Common questions about the OCRBench benchmark and leaderboard.

What is the OCRBench benchmark?

OCRBench: Comprehensive evaluation benchmark for assessing Optical Character Recognition (OCR) capabilities in Large Multimodal Models across text recognition, scene text VQA, and document understanding tasks

What is the OCRBench leaderboard?

The OCRBench leaderboard ranks 24 AI models based on their performance on this benchmark. Currently, Kimi K2.5 by Moonshot AI leads with a score of 0.923. The average score across all models is 0.866.

What is the highest OCRBench score?

The highest OCRBench score is 0.923, achieved by Kimi K2.5 from Moonshot AI.

How many models are evaluated on OCRBench?

24 models have been evaluated on the OCRBench benchmark, with 0 verified results and 24 self-reported results.

Where can I find the OCRBench paper?

The OCRBench paper is available at https://arxiv.org/abs/2305.07895. The paper details the methodology, dataset construction, and evaluation criteria.

What categories does OCRBench cover?

OCRBench is categorized under image to text and vision. The benchmark evaluates multimodal models.

What is the best open-source model on OCRBench?

Kimi K2.5 by Moonshot AI is the top-ranked open-source model on OCRBench, with a score of 0.923 (rank #1).

Which model offers the best value on OCRBench?

Among models scoring within 10% of the leader, Qwen3 VL 4B Instruct from Alibaba Cloud / Qwen Team is the cheapest, at $0.10 per million input tokens with a score of 0.881.

How recent are the OCRBench leaderboard results?

The OCRBench leaderboard was last updated in August 2026 and currently includes 24 evaluated models.