Remove maximilian_II/ (replaced by maximilian_II_5000_english)
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maximilian_II/README.md
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# maximilian_II
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- **Cipher:** Letters of Maximilian II (1575)
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- **Key source:** DECODE IDs 1471, 1412, 1407
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- **Transcription format:** single characters separated by spaces (convert one-character-per-symbol files with keybridge convert)
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- **Plaintext language of the cipher:** de
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- **Training plaintext:** built-in English (HistCiph), 5,000 examples × 50 symbols, rare-unit insertion 0.02
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- **Contributed by:** Micaella Bruton
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- **Licence:** CC BY 4.0
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See `maximilian_II_training_report.txt` for all settings and the accuracy on unseen synthetic text.
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maximilian_II/maximilian_II_key.tsv
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# Key of three letters by Maximilian II (DECODE IDs 1471, 1412, 1407). Standard format: symbols separated by spaces; the word divider (a blank in the manuscript transcription) is written as "_".
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plaintext ciphertext whole_word
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<SPACE> "_"
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"." "."
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<NULL> "w" "7" "u" "v" "s" "i" "l" "Ä" "3" "B" "k" "#" "ä" "€"
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"?" "y" "f" "x"
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"ENCLITICA" "t"
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"A" "J" "/"
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"B" "T" "4"
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"C" "Z"
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"D" "M"
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"E" "W" "P" "q"
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"F" "L"
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"G" "9"
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"H" "X"
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"I" "C" "K"
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"K" "6"
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"L" "S"
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"M" "H"
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"N" "D" "+"
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"O" "I" "*"
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"P" "Ü"
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"Q" "m"
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"R" "F" "1"
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"S" "Q"
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"T" "b" "U"
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"U" "2" "G"
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"W" "V"
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"X" "ü"
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"Y" "h"
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"Z" "0"
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"FF" "a"
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"LL" "5"
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"MM" "n"
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"NN" "Ö"
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"SS" "-"
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"TT" "e"
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"ST" "E"
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"CT" "d"
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"Ä" "g" "8"
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"Ö" "Ø"
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"Ü" "r"
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"SCH" "Y"
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"UND" "R"
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"AUSTRIA" "z" yes
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"HUNGARIA" "O" yes
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"GERMANIA" "&" yes
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maximilian_II/maximilian_II_model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:330b4836f1eabbd31328b8ec5baa63ce33acf96997375b080574680a888212be
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size 10336731
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maximilian_II/maximilian_II_training_report.txt
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Training report for 'maximilian_II_5k_english_rares'
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Settings
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{
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"project": "maximilian_II_5k_english_rares",
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"symbol_format": "symbols separated by spaces",
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"plaintext_source": "English",
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"plaintext_files": [],
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"letter_replacements": "J=I, V=U",
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"word_spaces": "insert at random",
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"training_examples": 5000,
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"sequence_length": 50,
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"null_rate": 0.05,
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"double_rate": 0.5,
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"rare_unit_rate": 0.02,
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"search_trials": 20,
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"seed": 9,
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"max_epochs": 100,
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"package_version": "1.0.0",
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"created": "2026-10-13T18:49:46",
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"key_file": "maximilian_II_key.tsv"
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}
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Key
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45 plaintext units written with 71 distinct cipher symbols (characters).
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Special units: <SPACE>, <NULL>
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Multi-letter units / nomenclature (14): AUSTRIA, CT, ENCLITICA, FF, GERMANIA, HUNGARIA, LL, MM, NN, SCH, SS, ST, TT, UND
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Whole-word only: AUSTRIA, GERMANIA, HUNGARIA
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Training data notes
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Key units that occur fewer than 20 times: '.', '?', 'AUSTRIA', 'ENCLITICA', 'HUNGARIA', 'Ä', 'Ö', 'Ü'
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Model settings
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{
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"embedding_dim": 64,
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"hidden_size": 320,
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"num_layers": 2,
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"num_heads": 1,
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"dropout": 0.240148858687783,
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"learning_rate": 0.00013871105837933085,
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"batch_size": 32
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}
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Results
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{
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"synthetic_test_accuracy": 0.9999599823922526,
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"synthetic_test_f1": 0.9999399828047787,
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"uncertain_share_in_key_reference": 0.00016007043098963545,
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"uncertain_share_scrambled_key_reference": 0.15785612336094548,
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"units_not_in_training": [],
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"training_minutes": 1.1000991304715475,
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"epochs": 24
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}
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Validation accuracy per round
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1 0.9648
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2 0.9940
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3 0.9976
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4 0.9986
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5 0.9990
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6 0.9993
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7 0.9995
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8 0.9997
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9 0.9997
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10 0.9997
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11 0.9997
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12 0.9998
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13 0.9998
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14 0.9998
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15 0.9998
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16 0.9998
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17 0.9998
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18 0.9998
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19 0.9998
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20 0.9999
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21 0.9999
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22 0.9999
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23 1.0000
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24 1.0000
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