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@DocAILab

DocAILab

DocAILab

DocAILab develops open-source research systems and benchmarks for Document AI, Retrieval-Augmented Generation, and intelligent document processing.

Our projects focus on making document-centered AI systems easier to evaluate, reproduce, and deploy. Current work includes modular RAG benchmarking, privacy-preserving federated embedding learning, document fingerprinting and similarity search, and end-to-end intelligent document processing pipelines.

Featured Projects

  • XRAG: A benchmarking framework for examining core modules in advanced Retrieval-Augmented Generation systems.
  • FedE4RAG: Privacy-preserving federated embedding learning for localized RAG retrievers.
  • Document-Fingerprints: H3D code and processed datasets for document fingerprinting, similarity search, and fine-grained deduplication.
  • IDP-system: An intelligent document processing system.

Research Themes

  • Retrieval-Augmented Generation evaluation
  • Document representation and fingerprinting
  • Privacy-preserving retrieval and federated learning
  • Intelligent document processing
  • Reproducible benchmarks and open research tools

Get Started

  • Try XRAG if you are evaluating RAG pipelines.
  • Try Document-Fingerprints if you are studying document similarity, deduplication, or fingerprint-based retrieval.
  • Try FedE4RAG if you are interested in localized RAG under privacy constraints.

Suggested Tasks

  • Add runnable quick-start examples for each public repository.
  • Add citation, license, and dataset notes to all research repositories.
  • Add benchmark tables and reproducibility checklists for released papers.
  • Add issue templates for bug reports, feature requests, and paper reproduction questions.
  • Pin the most active repositories: XRAG, FedE4RAG, Document-Fingerprints, and IDP-system.

Contributions, issues, and research discussions are welcome.

Popular repositories Loading

  1. XRAG XRAG Public

    XRAG: eXamining the Core - Benchmarking Foundational Component Modules in Advanced Retrieval-Augmented Generation

    Python 117 17

  2. IDP-system IDP-system Public

    Intelligent Document Processing System

    Python 69 2

  3. FedE4RAG FedE4RAG Public

    FedE4RAG

    Python 20 4

  4. Document-Fingerprints Document-Fingerprints Public

    Summarize of Document Fingerprint Algorithms

    Python 8

  5. .github .github Public

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