Function word analysis

Also called: function words, stopword stylometry

Function word analysis measures how often an author uses grammatical words such as the, and, of and but, and it is the backbone of stylometric authorship attribution because those choices are made unconsciously and stay stable across topics.

Content words tell you the topic; function words tell you the author.

The counter-intuitive part is that the most informative words are the ones carrying the least meaning. Change the subject of an essay and its nouns change completely while its function-word distribution barely moves. That stability is exactly what an authorship signal needs.

The method's limit is its dependence on the list. Function words are language-specific and not translatable one to one, so a multilingual system needs a curated list per language, built from that language's own frequency data rather than from an English list run through a translator.

PropertyContent wordsFunction words
Varies with topicStronglyBarely
Chosen consciouslyYesRarely
Easy to imitate deliberatelyYesDifficult
Frequency in textLow per word typeHigh, so estimates are stable
Transfers across languagesPartly, via translationNo — needs a per-language list
Why function words outperform content words for authorship

Frequently asked questions

How many function words does an analysis need?
Classical stylometric work uses the most frequent words of a language, typically the top tens to hundreds. MyWritingTwin's published list carries 70 English function words alongside per-language lists for Japanese, French, Spanish and German.
Can an author change their function-word profile on purpose?
Sustained imitation is possible but hard, and it usually degrades on long texts where attention lapses. That difficulty is what makes the feature useful for attribution.
Do hedges and boosters count as function words?
They are usually treated as their own categories because they carry stance rather than syntax. Many systems, including MyWritingTwin's, measure function words, hedges, boosters and attitude markers separately.

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MyWritingTwin. “Function word analysis.” Last updated 2026-09-15. https://www.mywritingtwin.com/glossary/function-word-analysis