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Once the MAICOL AGENTS have ended thinking for each document, three labels are predicted with confidence scores. These labels, along with the file names, are then sent to a human validator for review, ensuring minimal errors through a "Human in the Loop" approach. Once all documents are classified and evaluated by specialists, two options will be available: FIRST OPTION is to download Tagged XML Files: The tool will add the classification labels to the metadata of the original XML files. A zip file will be created, allowing users to download all tagged XML files at once. The SECOND OPTION is to Download CSV: If users do not want to download all tagged XML files, they can download a CSV file containing the file names with the classified tags.