# Optical Character Recognition on OCRBench English v2 Source: [Optical Character Recognition on OCRBench English v2]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:43.881Z Evaluation of Optical Character Recognition performance on the OCRBench English v2 dataset, reporting detailed sub-task scores including Recognition, Extraction, Understanding, and the overall Average. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Optical Character Recognition | | Dataset (including any stated split) | OCRBench English v2 | | Metric | Recognition | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Recognition](): Higher is better; unit: PERCENT. - [Referring](): Higher is better; unit: PERCENT. - [Spotting](): Higher is better; unit: PERCENT. - [Extraction](): Higher is better; unit: PERCENT. - [Parsing](): Higher is better; unit: PERCENT. - [Calculation](): Higher is better; unit: PERCENT. - [Understanding](): Higher is better; unit: PERCENT. - [Reasoning](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recognition | Result date | Report paper | | --- | --- | --- | --- | | Ovis2-8B | 73.2 | Not recorded | 699e82176017c4460ffacfde | | OCR-Agent-7B | 71.8 | Not recorded | 699e82176017c4460ffacfde | | InternVL3-8B | 68.6 | Not recorded | 699e82176017c4460ffacfde | | Step-1V | 67.8 | Not recorded | 699e82176017c4460ffacfde | | MiniCPM-V-2.6-7B | 66.9 | Not recorded | 699e82176017c4460ffacfde | | RolmOCR-7B | 63.3 | Not recorded | 699e82176017c4460ffacfde | | Deepseek-vl-2-Small-16B | 62.7 | Not recorded | 699e82176017c4460ffacfde | | Claude3.5-sonnet | 62.2 | Not recorded | 699e82176017c4460ffacfde | | GLM-4V-9B | 61.8 | Not recorded | 699e82176017c4460ffacfde | | GPT-4o | 61.2 | Not recorded | 699e82176017c4460ffacfde | | Gemini-Pro | 61.2 | Not recorded | 699e82176017c4460ffacfde | | GPT-4o-mini | 57.9 | Not recorded | 699e82176017c4460ffacfde | | Molmo-7B | 52.4 | Not recorded | 699e82176017c4460ffacfde | | Pixtran-12B | 48.9 | Not recorded | 699e82176017c4460ffacfde | | LLaVA-OV-7B | 46 | Not recorded | 699e82176017c4460ffacfde | | Cambrian-1-8B | 45.3 | Not recorded | 699e82176017c4460ffacfde | | LLaVA-Next-8B | 41.3 | Not recorded | 699e82176017c4460ffacfde | | TextMonkey-8B | 39.1 | Not recorded | 699e82176017c4460ffacfde | | Monkey-8B | 35.2 | Not recorded | 699e82176017c4460ffacfde | ### Ovis2-8B Recognition: 73.2. Result ID: 699ebee45698665ec48e6e92. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### OCR-Agent-7B Recognition: 71.8. Result ID: 699ebee45698665ec48e6e99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Ours"}. This record does not assert independent reproduction. ### InternVL3-8B Recognition: 68.6. Result ID: 699ebee45698665ec48e6e8e. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### Step-1V Recognition: 67.8. Result ID: 699ebee45698665ec48e6e98. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Closed-source VLMs"}. This record does not assert independent reproduction. ### MiniCPM-V-2.6-7B Recognition: 66.9. Result ID: 699ebee45698665ec48e6e90. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### RolmOCR-7B Recognition: 63.3. Result ID: 699ebee45698665ec48e6e93. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### Deepseek-vl-2-Small-16B Recognition: 62.7. Result ID: 699ebee45698665ec48e6e8f. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### Claude3.5-sonnet Recognition: 62.2. Result ID: 699ebee45698665ec48e6e97. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Closed-source VLMs"}. This record does not assert independent reproduction. ### GLM-4V-9B Recognition: 61.8. Result ID: 699ebee45698665ec48e6e91. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### GPT-4o Recognition: 61.2. Result ID: 699ebee45698665ec48e6e94. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Closed-source VLMs"}. This record does not assert independent reproduction. ### Gemini-Pro Recognition: 61.2. Result ID: 699ebee45698665ec48e6e96. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Closed-source VLMs"}. This record does not assert independent reproduction. ### GPT-4o-mini Recognition: 57.9. Result ID: 699ebee45698665ec48e6e95. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Closed-source VLMs"}. This record does not assert independent reproduction. ### Molmo-7B Recognition: 52.4. Result ID: 699ebee45698665ec48e6e8b. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### Pixtran-12B Recognition: 48.9. Result ID: 699ebee45698665ec48e6e8d. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### LLaVA-OV-7B Recognition: 46. Result ID: 699ebee45698665ec48e6e88. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### Cambrian-1-8B Recognition: 45.3. Result ID: 699ebee45698665ec48e6e8c. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### LLaVA-Next-8B Recognition: 41.3. Result ID: 699ebee45698665ec48e6e87. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### TextMonkey-8B Recognition: 39.1. Result ID: 699ebee45698665ec48e6e8a. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. ### Monkey-8B Recognition: 35.2. Result ID: 699ebee45698665ec48e6e89. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Open-source VLMs"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.