Type-Token Ratio (TTR) – A Measure of Lexical Diversity

The Type-Token Ratio (TTR) is a key metric in linguistic analysis used to assess lexical diversity within a text. It reflects vocabulary richness by comparing unique words to total words. This article explores TTR’s significance in language development, authorship attribution, and genre analysis. Using sliding windows on Shakespeare’s and Austen’s works, it visualises lexical variation and addresses limitations of traditional TTR. Ethical and technical implications are examined within the 3D framework—Data, Dharma, and Decisions—for more meaningful NLP evaluations.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-30
DOI
https://doi.org/10.5281/zenodo.15770102
Primary Topic
Authorship Attribution and Profiling
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Type-Token Ratio (TTR) – A Measure of Lexical Diversity

Zenodo (CERN European Organization for Nuclear Research)
Authorship Attribution and Profiling
article

Type-Token Ratio (TTR) – A Measure of Lexical Diversity

article en

Abstract

The Type-Token Ratio (TTR) is a key metric in linguistic analysis used to assess lexical diversity within a text. It reflects vocabulary richness by comparing unique words to total words. This article explores TTR’s significance in language development, authorship attribution, and genre analysis. Using sliding windows on Shakespeare’s and Austen’s works, it visualises lexical variation and addresses limitations of traditional TTR. Ethical and technical implications are examined within the 3D framework—Data, Dharma, and Decisions—for more meaningful NLP evaluations.

Zenodo (CERN European Organization for Nuclear Research)
Swiss School of Public Health (CH)
Quality Education
Openalex Percentile: Top 74%
Authorship Attribution and Profiling
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Type-Token Ratio (TTR) – A Measure of Lexical Diversity · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS