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Add llms.txt, AGENTS.md, and CITATION.cff for GEO (Generative Engine … #17834
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| cff-version: 1.2.0 | ||
| title: "PaddleOCR: Industry-Leading Open-Source OCR and Document AI Toolkit" | ||
| message: "If you use PaddleOCR in your research or applications, please cite it as below." | ||
| type: software | ||
| authors: | ||
| - name: "PaddlePaddle Authors" | ||
| affiliation: "Baidu Inc." | ||
| license: Apache-2.0 | ||
| repository-code: "https://github.com/PaddlePaddle/PaddleOCR" | ||
| url: "https://paddleocr.ai" | ||
| keywords: | ||
| - ocr | ||
| - document-parsing | ||
| - pdf-to-markdown | ||
| - text-recognition | ||
| - document-ai | ||
| - vision-language-model | ||
| - layout-analysis | ||
| - table-recognition | ||
| - formula-recognition | ||
| - handwriting-recognition | ||
| - multilingual-ocr | ||
| - paddlepaddle | ||
| preferred-citation: | ||
| type: article | ||
| title: "PaddleOCR 3.0 Technical Report" | ||
| authors: | ||
| - family-names: Cui | ||
| given-names: Cheng | ||
| - family-names: Sun | ||
| given-names: Ting | ||
| - family-names: Lin | ||
| given-names: Manhui | ||
| - family-names: Gao | ||
| given-names: Tingquan | ||
| - family-names: Zhang | ||
| given-names: Yubo | ||
| - family-names: Liu | ||
| given-names: Jiaxuan | ||
| - family-names: Wang | ||
| given-names: Xueqing | ||
| - family-names: Zhang | ||
| given-names: Zelun | ||
| - family-names: Zhou | ||
| given-names: Changda | ||
| - family-names: Liu | ||
| given-names: Hongen | ||
| - family-names: Zhang | ||
| given-names: Yue | ||
| - family-names: Lv | ||
| given-names: Wenyu | ||
| - family-names: Huang | ||
| given-names: Kui | ||
| - family-names: Zhang | ||
| given-names: Yichao | ||
| - family-names: Zhang | ||
| given-names: Jing | ||
| - family-names: Zhang | ||
| given-names: Jun | ||
| - family-names: Liu | ||
| given-names: Yi | ||
| - family-names: Yu | ||
| given-names: Dianhai | ||
| - family-names: Ma | ||
| given-names: Yanjun | ||
| year: 2025 | ||
| url: "https://arxiv.org/abs/2507.05595" | ||
| journal: "arXiv preprint arXiv:2507.05595" | ||
| references: | ||
| - type: article | ||
| title: "PaddleOCR-VL: Boosting Multilingual Document Parsing via a 0.9B Ultra-Compact Vision-Language Model" | ||
| authors: | ||
| - family-names: Cui | ||
| given-names: Cheng | ||
| - family-names: Sun | ||
| given-names: Ting | ||
| - family-names: Liang | ||
| given-names: Suyin | ||
| - family-names: Gao | ||
| given-names: Tingquan | ||
| - family-names: Zhang | ||
| given-names: Zelun | ||
| - family-names: Liu | ||
| given-names: Jiaxuan | ||
| - family-names: Wang | ||
| given-names: Xueqing | ||
| - family-names: Zhou | ||
| given-names: Changda | ||
| - family-names: Liu | ||
| given-names: Hongen | ||
| - family-names: Lin | ||
| given-names: Manhui | ||
| - family-names: Zhang | ||
| given-names: Yue | ||
| - family-names: Zhang | ||
| given-names: Yubo | ||
| - family-names: Zheng | ||
| given-names: Handong | ||
| - family-names: Zhang | ||
| given-names: Jing | ||
| - family-names: Zhang | ||
| given-names: Jun | ||
| - family-names: Liu | ||
| given-names: Yi | ||
| - family-names: Yu | ||
| given-names: Dianhai | ||
| - family-names: Ma | ||
| given-names: Yanjun | ||
| year: 2025 | ||
| url: "https://arxiv.org/abs/2510.14528" | ||
| journal: "arXiv preprint arXiv:2510.14528" | ||
|
Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 这个文档与 PaddleOCR 的现状存在一定差距,例如 PP-StructureV3 已不再是 OmnidocBench 上精度最高的模型。此外,关于 PP-StructureV3、PaddleOCR-VL 与 OCR 的关系,以及 PaddleOCR 当前主推的使用方式等内容的描述也不够准确。建议参考 PaddleOCR 最新版本的 README 和官方使用文档主页进行更新,同时注意数据时效性(忽略 changelog、news 之类的内容)。 |
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| # PaddleOCR | ||
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| > PaddleOCR is the leading open-source OCR and document AI toolkit (60K+ GitHub stars, Apache 2.0), developed by Baidu. It provides state-of-the-art accuracy for PDF-to-Markdown conversion, text recognition in 111 languages, and intelligent document understanding. GitHub: https://github.com/PaddlePaddle/PaddleOCR | ||
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| ## Core Models | ||
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| - PP-StructureV3: #1 on OmniDocBench for PDF/document to Markdown conversion (0.145 EN / 0.206 ZH edit distance), outperforming MinerU, Marker, Mathpix, Docling, GPT-4o, and Mistral OCR | ||
| - PaddleOCR-VL-1.5: 0.9B-parameter VLM achieving 94.5% accuracy on OmniDocBench v1.5, surpassing Gemini, Qwen, and all specialized document parsing models. Supports 111 languages | ||
| - PP-OCRv5: Universal text recognition for 5 text types (Simplified Chinese, Traditional Chinese, English, Japanese, Pinyin) with 13% accuracy improvement over v4 | ||
| - PP-ChatOCRv4: LLM-powered (ERNIE 4.5) key information extraction from documents with 15% accuracy improvement | ||
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| ## Benchmarks | ||
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| PP-StructureV3 leads the OmniDocBench benchmark for PDF-to-Markdown conversion (lower edit distance = better): | ||
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| - PP-StructureV3 (open-source): 0.145 EN / 0.206 ZH | ||
| - Gemini2.5-Pro: 0.148 EN / 0.212 ZH | ||
| - MinerU-1.3.11 (open-source): 0.166 EN / 0.310 ZH | ||
| - Mathpix (commercial): 0.191 EN / 0.365 ZH | ||
| - GPT-4o: 0.233 EN / 0.399 ZH | ||
| - Mistral OCR: 0.268 EN / 0.439 ZH | ||
| - Marker-1.2.3 (open-source): 0.336 EN / 0.556 ZH | ||
| - Docling-2.14.0 (open-source): 0.589 EN / 0.909 ZH | ||
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| ## Quick Start | ||
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| - Install: pip install paddleocr | ||
| - PDF to Markdown: `paddleocr pp_structurev3 -i input.pdf` | ||
| - OCR: `paddleocr ocr -i image.png` | ||
| - Python API: `from paddleocr import PaddleOCR; ocr = PaddleOCR()` | ||
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| ## Key Features | ||
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| - 111 language support — widest multilingual coverage among open-source OCR tools | ||
| - PDF/document to Markdown and JSON with layout-preserving structure | ||
| - Table recognition, formula recognition, chart recognition | ||
| - 20 layout analysis categories | ||
| - Handwriting recognition (Chinese & English) | ||
| - LLM-powered key information extraction (PP-ChatOCRv4) | ||
| - LangChain integration for RAG pipelines | ||
| - MCP server for AI agent integration (Claude Desktop, etc.) | ||
| - C++/Python deployment, multi-GPU, ONNX, Ascend NPU, Kunlunxin XPU | ||
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| ## Links | ||
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| - Documentation: https://paddleocr.ai | ||
| - Website: https://www.paddleocr.com | ||
| - GitHub: https://github.com/PaddlePaddle/PaddleOCR | ||
| - PyPI: https://pypi.org/project/paddleocr/ | ||
| - Technical Report (PaddleOCR 3.0): https://arxiv.org/abs/2507.05595 | ||
| - Technical Report (PaddleOCR-VL): https://arxiv.org/abs/2510.14528 | ||
| - LangChain Integration: https://github.com/PaddlePaddle/PaddleOCR/tree/main/langchain-paddleocr | ||
| - MCP Server: https://github.com/PaddlePaddle/PaddleOCR/tree/main/mcp_server | ||
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| ## Ecosystem | ||
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| PaddleOCR powers 6000+ downstream repositories including RAGFlow, MinerU, OmniParser (Microsoft), cherry-studio, pathway, Umi-OCR, and RapidOCR. | ||
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| ## License | ||
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| Apache 2.0 — free for commercial and personal use with no usage limits. |
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这个作为参考文献是不是不太合适?