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wassname 3d5c8345f2 add humanizer A/B test: minimal vs full vs baseline
Three-way comparison on 8 held-out writing scenarios:
- baseline (no humanizer) vs minimal (strongest tells + personality)
- baseline vs full (all 29 patterns + banned words + structural slop)
- minimal vs full (key comparison)

Results: minimal beats full on held-out outcomes (voice -0.3,
ai_suspicion -0.2 when adding full pattern catalog). The 48KB skill
hurts compared to the 2KB minimal version. More AI writing involvement
= more detectable, as the skill itself warns.

Rubric uses outcome-level dimensions (ai_suspicion, voice, density,
concreteness) not pattern compliance, to avoid testing the training set.

- Moltark
2026-07-06 05:02:46 +00:00
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