# Punctuation patterns in "Finnegans Wake" by James Joyce are largely translation-invariant

arXiv: https://arxiv.org/abs/2501.12954 · HTML: https://mlsanity.com/paper/2501.12954/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- Builds on 10 of its 51 references that are in the map.
- First posted on arXiv 22 Jan 2025.

## Builds on (most cited first, 10 of 10)

- [A Survey of Large Language Models](https://mlsanity.com/paper/2303.18223/) (2023)
- [Role-Play with Large Language Models](https://mlsanity.com/paper/2305.16367/) (2023)
- [Complex systems approach to natural language](https://mlsanity.com/paper/2401.02772/) (2024)
- [In narrative texts punctuation marks obey the same statistics as words](https://mlsanity.com/paper/1604.00834/) (2016)
- [Linguistic data mining with complex networks: a stylometric-oriented approach](https://mlsanity.com/paper/1808.05439/) (2018)
- [Universal versus system-specific features of punctuation usage patterns in~major Western~languages](https://mlsanity.com/paper/2212.11182/) (2022)
- [Ordinal analysis of lexical patterns](https://mlsanity.com/paper/2208.11175/) (2022)
- [Statistics of punctuation in experimental literature -- the remarkable case of "Finnegans Wake" by James Joyce](https://mlsanity.com/paper/2409.00483/) (2024)
- [Text authorship identified using the dynamics of word co-occurrence networks](https://mlsanity.com/paper/1608.01965/) (2016)
- [Predicting language diversity with complex network](https://mlsanity.com/paper/1704.08359/) (2017)

## Built on by (most cited first, 1 of 1)

- [Average shortest-path length in word-adjacency networks: Chinese versus English](https://mlsanity.com/paper/2601.06361/) (2026)

## Abstract (arXiv)

The complexity characteristics of texts written in natural languages are significantly related to the rules of punctuation. In particular, the distances between punctuation marks measured by the number of words quite universally follow the family of Weibull distributions known from survival analyses. However, the values of two parameters marking specific forms of these distributions distinguish specific languages. This is such a strong constraint that the punctuation distributions of texts translated from the original language into another adopt quantitative characteristics of the target language. All these changes take place within Weibull distributions such that the corresponding hazard functions are always increasing. Recent previous research shows that James Joyce's famous "Finnegans Wake" is subject to such extreme distribution from the Weibull family that the corresponding hazard function is clearly decreasing. At the same time, the distances of sentence ending punctuation marks, determining the variability of sentence length, have an almost perfect multifractal organization, so far to such an extent found nowhere else in the literature. In the present contribution based on several available translations (Dutch, French, German, Polish, Russian) of "Finnegans Wake", it is shown that the punctuation characteristics of this work remain largely translation invariant, contrary to the common cases. These observations may constitute further evidence that "Finnegans Wake" is a translinguistic work in this respect as well, in line with Joyce's original intention.