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MLK research resources (#703)
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docs.json

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"examplecode/codesamples/oss/table-source-connector",
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"examplecode/codesamples/oss/multi-files-api-processing",
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"examplecode/codesamples/apioss/table-extraction-from-pdf",
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"examplecode/codesamples/api/huggingchat"
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"examplecode/codesamples/api/huggingchat",
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"examplecode/codesamples/api/mlk-research"
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]
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---
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title: Historical research about Dr. Martin Luther King, Jr.
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sidebarTitle: MLK research chatbot
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---
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The legacy of the [Reverend Dr. Martin Luther King, Jr.](https://thekingcenter.org/about-tkc/martin-luther-king-jr/)
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is one of courage, justice, and transformation. Historical records surrounding the assassination of Dr. King on
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April 4, 1968 were declassified on July 21, 2025 by the
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[U.S. National Archives and Records Administration](https://www.archives.gov/research/mlk). These documents provide
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important insights into a pivotal moment in American history and the civil rights movement.
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Unstructured has published several resources that allow you to use techniques such as retrieval-augmented generation (RAG) to
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explore these documents and use them in your own applications. These resources include:
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- The [MLK Archive Research Assistant](https://mlk-public.demo.unstructured.io/) website, hosted by Unstructured,
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which allows you to ask natural-language questions about these documents and get back answers in natural language, all in chatbot-style format.
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To support these answers, source citations are also provided, including confidence scores and page references.
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- A [notebook](https://colab.research.google.com/github/Unstructured-IO/unstructured-mlk-archive-public/blob/main/MLK_Archive_RAG_Application.ipynb),
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developed by Unstructured and hosted in [Google Colab](https://colab.google/), which demonstrates how to use a
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[Jupyter notebook](https://jupyter-notebook.readthedocs.io/en/latest/notebook.html#notebook-documents) to access the same
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resources as the preceding MLK Archive Research Assistant website.
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- A [GitHub repository](https://github.com/Unstructured-IO/unstructured-mlk-archive-public) that contains additional details and
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source code for the preceding resources.
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- A [raw dataset](http://example-transformations-mlk-archive.s3-website-us-east-1.amazonaws.com/) website, also hosted by Unstructured,
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that contains links to all of the released 6,301 PDF source files spanning 243,496 pages of content, and 1 MP3 audio source file, for your own use. Additionally,
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Unstructured has processed these PDF source files and made the processed output available as a single, downloadable 12.9 GB
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[JSON Lines](https://jsonlines.org/) file through this website.
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For questions, feedback, or bug reports about any of the Unstructured-provided resources,
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[post an issue](https://github.com/Unstructured-IO/unstructured-mlk-archive-public/issues/new) on GitHub. You can also
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[view and track open issues](https://github.com/Unstructured-IO/unstructured-mlk-archive-public/issues).
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For questions or feedback about the historical records themselves,
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[contact the National Archives](https://www.archives.gov/research/mlk#contact).

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