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  1. Features Overview | GroupDocs

    Key features of GroupDocs.Metadata for Python via .NET — read, edit, remove, and export metadata; EXIF, IPTC, and XMP standards; ID3 audio tags; document inspection; and AI-pipeline integration.... AI and LLM Integration GroupDocs.Metadata...to enrich search indexes and LLM context. The groupdocs-metadata-net...

    docs.groupdocs.com/metadata/python-net/features...
  2. GroupDocs.Markdown for Python via .NET | GroupDocs

    Convert PDF, Word, Excel, and other documents to clean Markdown using Python.... Built for AI/LLM pipelines, static site generators...

    docs.groupdocs.com/markdown/python-net/
  3. GroupDocs.Markdown for .NET Documentation | Gro...

    Convert PDF, Word, Excel, and other documents to clean Markdown with full control over output flavor, image handling, and formatting.... Built for AI/LLM pipelines, static site generators...

    docs.groupdocs.com/markdown/net/
  4. Convert documents for RAG pipelines | GroupDocs

    Prepare PDF, Word, and Excel documents as Markdown for retrieval-augmented generation with Llms...Chunking"] E["Vector Embeddings"] F["LLM Query"] A --> B --> C --> D -->...

    docs.groupdocs.com/markdown/net/convert-for-rag/
  5. GroupDocs.Markdown for .NET — 将文档导出为 Markdown —...

    使用本地部署的 .NET API 将 PDF、Word、Excel、HTML 等导出为 Markdown。首次公开发布已发布。...虽然 LLM(大语言模型)在 HTML 或纯文本上表现良好,但这些原生文档格式在用于 LLM + RAG 流程...流程(例如与单个文档或文档集合进行对话)之前,需要先进行转换。 LLM(Large Language Model) — 通过大规模文本语料库预训练的...

    blog.groupdocs.com/zh/markdown/groupdocs-markdo...
  6. GroupDocs.Markdown for .NET — Export Documents ...

    Export PDF, Word, Excel, HTML, and more to Markdown with an on‑premises .NET API. First public release is published.... While LLMs (large language models) work...they can be used effectively in LLM + RAG pipelines where we want...

    blog.groupdocs.com/markdown/groupdocs-markdown-...
  7. GroupDocs.Comparison for Python via .NET | Grou...

    GroupDocs.Comparison for Python via .NET developer documentation. Learn how to diff DOCX, PPTX, XLSX, and PDF files using the Python API....Comparison examples AI agents and LLM integration USEFUL RESOURCES...

    docs.groupdocs.com/comparison/python-net/
  8. Convert documents for RAG pipelines | GroupDocs

    Prepare PDF, Word, and Excel documents as Markdown for retrieval-augmented generation with Llms...Chunking"] E["Vector Embeddings"] F["LLM Query"] A --> B --> C --> D -->...

    docs.groupdocs.com/markdown/python-net/convert-...
  9. GroupDocs.Redaction for Python via .NET | Group...

    Native Python library that permanently redacts sensitive content — text, metadata, annotations, and image areas — from PDF, Word, Excel, PowerPoint, and image files on Windows, Linux, and macOS. No Microsoft Office or Adobe Acrobat required.... AI Agents & LLM Integration Using an AI coding...

    docs.groupdocs.com/redaction/python-net/
  10. GroupDocs

    Central documentation index for GroupDocs on-premise document processing SDKs. Explore developer documentation and guides for all product families....NET Agents and LLMs GroupDocs products are built...plug straight into AI agents, LLMs, and automated document pipelines...

    docs.groupdocs.com/