BabyHemingway D2+D3: entities, base-rate gender resolver, rename preset, leak gate passes
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{
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"corpus": "BabyHemingway",
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"why": "The unigram entity scan structurally CANNOT reach a coined proper noun whose every component is an ordinary word -- the same class as Yarros's `Riders Quadrant` and `Fourth Wing`. The cap/lowercase detector correctly refuses to call `Gran` or `Maestro` a name, so the phrase survives a gate reading zero. It needs a MAP, not a detector: substituting a coined title is a choice about register, not a measurement.",
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"how_applied": "rename.py runs this AFTER the entity substitution; leak_gate.py audits every recurring capitalised 2-3gram against `allow` and flags anything neither mapped nor allowed.",
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"scale_note": "⭐ Hemingway needs THREE mapped phrases where Yarros needed 48, and that gap is the whole difference between the corpora: Yarros invented a world, Hemingway named the real one. Correspondingly the allow list here is long and hers was short.",
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"phrases": {
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"Gran Maestro": "Primo Servitore",
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"Unknown Tongue": "Borrowed Speech",
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"Sin House": "Gladness House"
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},
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"phrases_why": {
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"Gran Maestro": "The narrator's coined honorific for the head waiter at Harry's Bar in Across the River and Into the Trees -- an invented title for one specific character, not an Italian idiom. `Primo Servitore` holds the register: Italian, mock-formal, a title one man awards another in a private joke.",
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"Unknown Tongue": "A running invention in True at First Light -- the narrator's private made-up language, capitalised and named ('you put up with Unknown Tongue for a long time'). A named thing he invented, so it renames.",
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"Sin House": "Henry's brothel in Islands in the Stream, a named place ('Do you want the key to Sin House'). Invented proper noun built from two ordinary words."
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},
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"tokens": {},
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"allow": [
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"New York", "San Sebastian", "San Dona", "South America", "East Africa",
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"Gulf Stream", "Sand Key", "Coast Guard", "Civil War", "General Staff",
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"Mau Mau", "Signor Tenente", "Thank God", "For Christ", "For God",
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"Our Lord", "Our Lady", "Happy Hunting Grounds", "The Colonel", "The Lieutenant",
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"The Queen", "The American", "The Italians", "The Austrians", "The Germans",
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"The German", "The French", "The Indians", "The Basque", "The Masai",
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"The Wakamba", "North Americans", "White Man", "White Hunters", "Kamba Shamba",
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"Royal Game", "Big Picture", "White Heather", "Bwana Game", "Game Scouts",
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"Game Scout", "Roman Soldier", "Wine Seller", "The Interpreter", "Comrade General"
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],
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"allow_why": [
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"Real-world referents and generic English. Every entry was READ IN CONTEXT before being",
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"allowed rather than classified by shape, which is how the three mapped coinages above were",
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"separated from these. Some were not obvious:",
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"",
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" Royal Game a real colonial-Kenyan legal category for protected species, not a coinage",
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" White Heather a real Scotch whisky brand, handed over in a square squat bottle",
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" Bwana Game Swahili-English address for the Game Ranger -- a job, not a character name",
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" Roman Soldier stage-direction labels (1st/2nd/3rd) in `Today is Friday`, a one-act play",
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" Wine Seller the same play's `Hebrew Wine Seller` -- a generic role label",
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" Big Picture an English idiom, used as one by the Colonel",
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" The Interpreter a character named by role, same class as The Colonel and The Lieutenant",
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"",
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"⚠ SENSITIVITY FLOOR: phrases recurring fewer than 5 times were never audited, and are",
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"therefore neither mapped nor allowed nor reported."
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]
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}
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