Exemplar anchoring
The best way to make a manuscript feel human and specific is often to anchor it to writing the user already owns or genuinely admires. Use exemplars carefully.
Best exemplars
Prefer, in order:
- the user's own accepted papers
- lab or group style guides
- internal documents the user authorises as tone anchors
- recent papers from the target journal used only for calibration, not imitation
Avoid using a named outside author's paper as a phrasing model.
What to learn from exemplars
Extract habits, not sentences:
- average sentence length and variation
- how often paragraphs begin with explicit signposts
- whether the prose tolerates long synthesis sentences
- how dense the technical detail is before explanation arrives
- how aggressively claims are hedged
- how titles are shaped
- whether conclusions end narrowly or expansively
What not to copy
Do not transplant:
- distinctive metaphors
- signature turns of phrase
- unusual clause patterns repeated from the exemplar
- uncommon title formulas
The point is to align texture and discipline, not to ventriloquise another writer.
Suggested workflow
- Read the exemplar(s).
- Build a short style card in plain language.
- Draft the manuscript.
- Compare draft and exemplars with:
python3 scripts/prose_fingerprint.py --candidate draft.md --reference exemplar1.md exemplar2.md --format text - Revise only the dimensions that are clearly misaligned and matter for readability.
When not to anchor heavily
Do not anchor too strongly when:
- the exemplar is from a different article type
- the exemplar is older and the journal has changed style
- the exemplar is exceptionally idiosyncratic
- the current paper needs more explanatory scaffolding than the exemplar did
Productive framing
Good:
- "Match the restraint and sentence movement of these two accepted papers."
Less good:
- "Make this sound exactly like Author X."
Useful style-card fields
- title texture
- opening strategy
- paragraph density
- mean sentence length
- sentence-length variation
- tolerance for explicit signposting
- main sources of emphasis
- common ending shapes
- hedge density
- acronym density