Era-aware AI vocabulary breakdown + speculative gap-filling pattern#111
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philippdubach wants to merge 1 commit intoblader:mainfrom
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Era-aware AI vocabulary breakdown + speculative gap-filling pattern#111philippdubach wants to merge 1 commit intoblader:mainfrom
philippdubach wants to merge 1 commit intoblader:mainfrom
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…tern Two changes sourced from Wikipedia: Signs of AI writing (revision fetched 2026-05-01). §7 (AI Vocabulary): replace the flat high-frequency word list with the era-specific clusters now documented on the wiki page (GPT-4 / GPT-4o / GPT-5 eras). Add 'bolstered' and 'meticulous/meticulously' to the master list, and a one-line caveat about literal vs figurative usage. §21 (renamed to "Knowledge-Cutoff Disclaimers and Speculative Gap-Filling"): cover the newer retrieval-augmented pattern where the model, having failed to find a source, writes a paragraph about not having found one and then speculates that the subject "maintains a low profile" or "keeps personal details private." Adds a second before/after example for the gap-filling case. README: tighten the §21 row label to reflect both subpatterns. No version bump (leaving that to the maintainer to coordinate with the open v2.6.0 PRs). No new patterns; pattern count stays at 29.
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Brings the fork's main branch in line with the maintained local v2.6.0, consolidating the changes that are also opened as focused PRs against blader/humanizer (blader#111, blader#112, blader#113): - §7 expanded with era-specific AI vocabulary clusters (GPT-4 / GPT-4o / GPT-5 eras), plus 'bolstered' and 'meticulous' added to the master list and a literal-vs-figurative caveat. - §21 renamed to "Knowledge-Cutoff Disclaimers and Speculative Gap-Filling"; covers the retrieval-augmented "maintains a low profile" / "keeps personal details private" speculation pattern. - New patterns §30-34: reference-markup artifacts (turn0search0, oaicite, utm_source=chatgpt.com, etc.), placeholder leftovers, Markdown/wikitext contamination, formal "Conclusion" closers, didactic disclaimers. - New Detection Guidance group: what NOT to flag (false positives), signs of human writing to preserve, and per-model LLM idiolects. Frontmatter version bumped to 2.6.0. README pattern table updated (29 → 34 patterns) with a new Artifacts and Contamination section and a pointer to Detection Guidance. WARP.md count corrected from the stale "25 patterns" to 34. Sourced from Wikipedia: Signs of AI writing (revision fetched 2026-05-01).
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Summary
Two narrowly scoped updates sourced from the current revision of Wikipedia: Signs of AI writing (revision fetched 2026-05-01).
bolsteredandmeticulous/meticulouslyto the master list, plus a one-line caveat about literal vs figurative usage (e.g., underscore as a literal underline, delve in geology).No new patterns; pattern count stays at 29. No version bump — happy to defer that to whatever coordination you do with the open v2.6.0 PRs (#85, #98).
Test plan
Source: Wikipedia:Signs of AI writing — see "High density of AI vocabulary words" and "Knowledge-cutoff disclaimers and speculation about gaps in sources" sections.