Paper-wide rename: the pop-gen construct is "the biological model"; "(exact)" dropped
"Model" now means an AI model everywhere; the Wright-Fisher construct is "the
biological model" throughout (19 occurrences): tier header, section title (now
"The biological model, and where trained learners depart from it"), Table 1
support column ("Exact" -> "Closed form"; "Analytic model" -> "Biological
model"), Results, Discussion, Methods ("Biological-model tier"), and all
figure captions. "Exact" survives only in technical noun phrases (exact-match
verifier, exact oracle, exact equilibrium, exact recovery); the abstract's
"exactly Wright-Fisher" is now "literally Wright-Fisher".
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BkRLcc18rwT2Lysu6PbG7v
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@ -32,8 +32,10 @@ statement about the literature or the result. Confident papers situate; they do
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reader-facing prose in every project.)
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## Terminology: "model" is overloaded in this project (2026-09-07)
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In the PNAS manuscript and figures, "model" must mean an AI model. The theory tier is
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"population genetics" / "the Wright–Fisher simulator" / "the minimal inheritance model"
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(with the disambiguating adjective), never a bare "model" label — GG flagged Fig. 1's
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"Exact model" header as confusing for exactly this reason. When naming tiers, panels, or
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headers, reserve the bare word for trained AI systems.
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In the PNAS manuscript and figures, "model" must mean an AI model. The settled term for the
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pop-gen construct is **"the biological model"** (GG decision, 2026-09-07) — used everywhere
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("the multi-locus biological model", "Biological-model tier"), never "minimal model",
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"analytic model", or "exact model"; GG also vetoed "(exact)" as a tier label (the guarantee
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line "closed forms · bitwise-reproducible" carries that content). Support level formerly
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"Exact" is now "Closed form". Keep "exact" only in technical noun phrases (exact-match
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verifier, exact oracle, exact equilibrium, exact recovery).
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