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metadata
license: apache-2.0
task_categories:
  - summarization
language:
  - en

This dataset was developed for the Generative AI for Agriculture (GAIA) project, supported by the Bill and Melinda Gates Foundation, in collaboration between CGIAR and SCiO

Data Sources and RAG Pipeline

The dataset is sourced from GARDIAN, a comprehensive hub for agri-food data and publications. Utilizing its robust API, the GAIA-CIGI pipeline has systematically discovered and gathered all open-access reports and publications from the various CGIAR centers.

Each document has been converted into a structured, machine-readable format using GROBID, a specialized tool for extracting the structure of scientific publications.

A complete description of the system architecture can be found here

Document Structure

{
  "metadata": {
    "id": "",
    "source": "",
    "url": ""
  },
  "pagecount": 1,
  "title": "",
  "abstract": "",
  "keywords":["keyowrds"]
  "chapters": [
    {
      "index": 1,
      "head": "",
      "paragraphs": [
        {
          "text": "",
          "size": 1,
          "index": 1
        },
        {
          "text": "",
          "size": 2,
          "index": 2
        }
      ]
    }
  ],
  "figures": [
    {
      "text": ""
    }
  ],
"sieverID":""
}

Property Description

  1. "metadata" (object, required): Contains information related to the document's metadata.
    1. "id" (string): the identifier for the document.
    2. "source" (string): the source or origin of the document.
    3. "url" (string): the url of the downloaded document.
  2. "pageCount" (integer, required): the number of pages of the document.
  3. "title" (string, required): the title of the document.
  4. "abstract" (string, required): the abstract of the document.
  5. "chapters" (array of objects, required): represents chapters or sections within the document.
    1. "index" (integer, required): the numerical order of the chapter.
    2. "head" (string, required): the heading of the chapter.
    3. "paragraphs" (array of objects, required): contains paragraphs within the chapter.
      1. "text" (string, required): the content of the paragraph.
      2. "size" (integer, required): represents the size of the paragraph (words separated by one space).
      3. "index" (integer, required): the numerical order of paragraph within the chapter.
  6. "figures" (array of objects, required): represents tables within the document.
    1. "text" (string, required): the content of the table.
  7. "sieverID" (string, required): Internal identifier of the document.

Each document carries a persistent GARDIAN id that allows the retrieval of the full metadata record of the associated publication

Number of documents: 45.235