{
  "schema": 1,
  "scope": "Controlled tests of the Esperanto and Swahili labels visibly written on Defango's 2019 community Solver key; not an author-selected Vumarii decryption.",
  "sources": {
    "word_classes": "archive/gaps/tr1-00-files/vumarii2019-words.json",
    "word_classes_sha256": "81262c1ca605c686da3acba6b4ac1ea2f11196cf74e530a9c71f607d0c5c76f8",
    "transcription": "archive/gaps/tr1-00-files/vumarii-2019-TRANSCRIPTION.txt",
    "transcription_sha256": "2c6eb4492a3975c034e9fb4ba75ae676acad0fc979b76e7a0463bd77170ad6b3",
    "solver_key_image": "archive/gaps/tr1-00-files/defango-solverkey1.0-lXuPPcN.jpeg",
    "solver_key_sha256": "e5f59aa67ef674364e87969a8ab1fd35b873e26d750643748b79dcf075b28e9d",
    "solver_key_visible_language_labels": [
      "Esperanto",
      "swahili"
    ],
    "solver_key_provenance_boundary": "Contemporary community artifact, not author-signed evidence; handwritten labels transcribed by visual inspection.",
    "tatoeba_download_page": "https://tatoeba.org/en/downloads"
  },
  "mapping_boundary": {
    "primary_red_legend": {
      "C00": "T",
      "C01": "V",
      "C02": "I",
      "C04": "U",
      "C08": "A",
      "C09": "M",
      "C10": "R",
      "C12": "E",
      "C14": "N",
      "C15": "G",
      "C22": "B"
    },
    "secondary_2019_readings_accepted_for_test": {
      "C05": "L",
      "C06": "O",
      "C07": "D",
      "C11": "C",
      "C13": "P",
      "C19": "Q",
      "C23": "F"
    },
    "unassigned_classes_enumerated": [
      "C16",
      "C17",
      "C18",
      "C20",
      "C21"
    ],
    "unused_latin_letters": [
      "H",
      "J",
      "K",
      "S",
      "W",
      "X",
      "Y",
      "Z"
    ]
  },
  "method": {
    "enumeration": "all 8P5 injective assignments in deterministic lexicographic order",
    "language_surface": "Unicode NFKD folded A-Z, all spacing and punctuation removed",
    "model": "character 5-gram Witten-Bell interpolation; contexts occurring fewer than 20 times back off",
    "heldout": "Tatoeba sentence-id modulo 5 split; 154-character chunks match the Vumarii body length",
    "controls": "position shuffles and permutation of the seven community readings, with full completion enumeration for each control"
  },
  "result": {
    "languages": {
      "esperanto": {
        "display_name": "Esperanto",
        "corpus": {
          "language_code": "epo",
          "source_url": "https://downloads.tatoeba.org/exports/per_language/epo/epo_sentences.tsv.bz2",
          "archive_path": "archive/recon/external-corpora/tatoeba-epo-sentences-2026-07-25.tsv.bz2",
          "archive_sha256": "2bb2ad216e22c9fda0086b784915d312e2061e5dd6cac348fbd9e5acd25d6459",
          "archive_size_bytes": 11485974,
          "export_listing_date": "2026-07-25",
          "license": "Tatoeba download exports: CC BY 2.0 FR (see https://tatoeba.org/en/downloads)",
          "normalization": "Unicode NFKD, uppercase, retain A-Z only; whitespace and punctuation removed",
          "train_heldout_split": "sentence_id modulo 5; IDs divisible by 5 held out, all others training",
          "source_rows": 818624,
          "accepted_rows": 818623,
          "empty_after_normalization": 1,
          "unexpected_language_rows": 0,
          "train_rows": 654566,
          "heldout_rows": 164057,
          "train_characters": 21393606,
          "heldout_characters": 5353125
        },
        "model": {
          "alphabet": "ABCDEFGHIJKLMNOPQRSTUVWXYZ",
          "order": 5,
          "smoothing": "Witten-Bell interpolation with minimum context count 20",
          "candidate_length": 154,
          "heldout_chunk_count": 2048,
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  },
  "conclusion": "The tests measure only whether the accepted community monoalphabetic surface can be made statistically like each named language. They do not create a source-selected key or solve Vumarii.",
  "limits": [
    "The source fixes the red legend; all seven other readings and both language labels have weaker community provenance.",
    "A character model is evidence about a restricted language surface, not a translation or proof of intended language.",
    "The test excludes neither other languages nor non-Latin, keyed, polygraphic, or diagrammatic layers."
  ]
}