Codesota · Computer Vision · General OCR Capabilities · CC-OCRTasks/Computer Vision/General OCR Capabilities
General OCR Capabilities · benchmark dataset · 2024 · MULTILINGUAL

Comprehensive Challenge OCR.

Multi-scene text reading, key information extraction, multilingual text, and document parsing benchmark.

Paper Submit a result
§ 01 · Leaderboard

Best published scores.

28 results indexed across 4 metrics. Shaded row marks current SOTA; ties broken by submission date.


Primary
multi-scene-f1 · higher is better
All metrics
document-parsing, kie-f1, multi-scene-f1, multilingual-f1
document-parsing
6 rows
#ModelOrgSubmittedPaper / codedocument-parsing
01Gemini 1.5 ProAPIGoogleDec 2025alphaxiv-leaderboard62.37
02Qwen2-VL 72BOSSAlibabaDec 2024cc-ocr-paper53.78
03GPT-4oAPIOpenAIDec 2024cc-ocr-paper53.30
04Claude 3.5 SonnetAPIAnthropicDec 2024cc-ocr-paper47.79
05GOT-OCR2.0AlibabaDec 2024cc-ocr-paper39.18
06InternVL2-76BOSSShanghai AI LabDec 2024cc-ocr-paper35.33
kie-f1
5 rows
#ModelOrgSubmittedPaper / codekie-f1
01Qwen2-VL 72BOSSAlibabaDec 2025alphaxiv-leaderboard71.76
02Gemini 1.5 ProAPIGoogleDec 2025alphaxiv-leaderboard67.28
03Claude 3.5 SonnetAPIAnthropicDec 2025alphaxiv-leaderboard64.58
04GPT-4oAPIOpenAIDec 2025alphaxiv-leaderboard63.45
05InternVL2-76BOSSShanghai AI LabDec 2024cc-ocr-paper61.60
multi-scene-f1· primary
9 rows
#ModelOrgSubmittedPaper / codemulti-scene-f1
01Gemini 1.5 ProAPIGoogleDec 2025alphaxiv-leaderboard83.25
02Qwen2-VL 72BOSSAlibabaDec 2025alphaxiv-leaderboard77.95
03InternVL2-76BOSSShanghai AI LabDec 2025alphaxiv-leaderboard76.92
04GPT-4oAPIOpenAIDec 2025alphaxiv-leaderboard76.40
05Claude 3.5 SonnetAPIAnthropicDec 2025alphaxiv-leaderboard72.87
06GOT-OCR2.0AlibabaDec 2024cc-ocr-paper61
07TextMonkeyHuaweiDec 2024cc-ocr-paper56.88
08Florence-2-LargeMicrosoftDec 2024cc-ocr-paper49.24
09KOSMOS-2.5MicrosoftDec 2024cc-ocr-paper47.55
multilingual-f1
8 rows
#ModelOrgSubmittedPaper / codemultilingual-f1
01Gemini 1.5 ProAPIGoogleDec 2025alphaxiv-leaderboard78.97
02GPT-4oAPIOpenAIDec 2025alphaxiv-leaderboard73.44
03Qwen2-VL 72BOSSAlibabaDec 2024cc-ocr-paper71.14
04Claude 3.5 SonnetAPIAnthropicDec 2024cc-ocr-paper65.68
05Florence-2-LargeMicrosoftDec 2024cc-ocr-paper49.70
06InternVL2-76BOSSShanghai AI LabDec 2024cc-ocr-paper46.57
07KOSMOS-2.5MicrosoftDec 2024cc-ocr-paper36.23
08GOT-OCR2.0AlibabaDec 2024cc-ocr-paper24.95
Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.
§ 03 · Progress

2 steps
of state of the art.

Each row below marks a model that broke the previous record on multi-scene-f1. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

SOTA line · multi-scene-f1
  1. Dec 15, 2024GOT-OCR2.0Alibaba61
  2. Dec 16, 2025Gemini 1.5 ProGoogle83.25
Fig 3 · SOTA-setting models only. 2 entries span Dec 2024 Dec 2025.
§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result Read submission guide
What a submission needs
  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies
CC-OCR — General OCR Capabilities benchmark · Codesota | CodeSOTA