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muvon/octomind-tap/content-locale-humanize-ko
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PublishedNovember 5, 2026 at 09:22 AM
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name: content-locale-humanize-ko title: "Korean Native-Fluency Calibration" description: "Per-language calibration anchors for detecting AI-slop and translationese in Korean (ko) target text; auto-loads alongside content-locale-humanize when the target language is Korean." license: Apache-2.0 compatibility: "Calibration data only; no tools required. Network access helps for usage checks." domains: content rules:

  • content(korean)
  • match(\bko-KR\b)
  • match(\bKorean\b)
  • match(한국어)
  • semantic(check if this Korean translation sounds native)
  • semantic(eliminate translationese from this Korean text)

metadata: version: "1.0.0"


Overview

Calibration anchors and current norms for Korean (ko-KR), feeding content-locale-humanize's dimensions. A calibration aid, not the checklist; reason natively beyond it.

Rules

AI tells

Sourcing confidence: moderate.

  • Korean is a small share of typical LLM training data compared with English, so interference bleeds through more easily; weight interference and register findings slightly higher.
  • Connector pileup: 그리고, 하지만, 그래서 chaining sentences mechanically instead of letting the logic connect.
  • Adverb-modified generic verbs (-게, -이, -히) where a concrete verb would carry the meaning.
  • 중요한 / 중요하다 measured as disproportionately overused against native baselines.

Translationese (번역투)

  • "~에 의해" passives, "~을/를 가지다" for "have", "~에 있어서", "~하는 것이 필요하다", and "~를 통해" everywhere.
  • Pronouns 그/그녀 and plural -들 where Korean leaves them implicit; stacked -적 adjectives.

Current norms

  • Speech level: 합니다체 for formal documents and notices, 해요체 for most consumer apps and UI; pick one and hold it.
  • Word spacing (띄어쓰기) and loanword spelling (외래어 표기법: 콘텐츠, 메시지) follow the National Institute of Korean Language; spacing errors read as machine output immediately.

References

Reviewed 2026-10-12. AI tells: rebrandb.com, zdnet.co.kr, curious-500.com. Norms: 국립국어원.

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