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docs: reframe repo positioning + add StoryScope research notes - #45

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docs/reposition-lynote-and-storyscope
Sep 9, 2026
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molly554 merged 1 commit into
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docs/reposition-lynote-and-storyscope

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@molly554 molly554 commented Sep 9, 2026

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What & why

Repositions the repo as our honest open exploration from early 2026, and points "latest/best" to Lynote.ai's proprietary models. Adds a research note grounding the detection stance in current literature.

Changes

  • README.md / README-zh.md
    • New "Where this repo fits" callout: repo = early-2026 exploration; Lynote.ai now runs proprietary detect + humanize models.
    • +30% bypass / +50% quality framed as relative gains vs this repo's chain, explicitly distinct from the 9.1/10 static expert score.
    • Fix stale "5-step" to "4-step" references.
    • Tone down absolute/comparative boasts; scope-note showcase + metrics.
    • Grammar fixes; add research-notes + missing entries to docs index.
  • docs/research-notes.md (new)
    • Plain-language summary of StoryScope (COLM 2026, UMD & Google DeepMind) with primary-source links. PDF itself not committed (copyright).

Notes

  • Docs only, no code changes.
  • All figures are relative-to-this-repo or clearly scoped — no absolute pass-rate claims.

- README (EN+zh): add positioning callout — repo = early-2026 exploration;
  Lynote.ai now runs proprietary detect + humanize models
- Frame +30% bypass / +50% quality as relative gains vs this chain,
  measured separately from the 9.1/10 static expert score
- Fix stale 5-step -> 4-step chain references
- Tone down absolute/comparative boasts to match the new positioning
- Fix grammar (higher broader -> broader; zh 更高绕过率 -> 更广覆盖)
- Add docs/research-notes.md summarizing StoryScope (COLM 2026) with
  primary-source links (PDF itself not committed — copyright)
- Add research-notes + missing entries to the documentation index

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
@molly554
molly554 merged commit 59f64a5 into main Sep 9, 2026
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@molly554
molly554 deleted the docs/reposition-lynote-and-storyscope branch September 9, 2026 08:03
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