Zipf's law holds for phrases, not words
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Abstract (arXiv)
With Zipf's law being originally and most famously observed for word frequency, it is surprisingly limited in its applicability to human language, holding over no more than three to four orders of magnitude before hitting a clear break in scaling. Here, building on the simple observation that phrases of one or more words comprise the most coherent units of meaning in language, we show empirically that Zipf's law for phrases extends over as many as nine orders of rank magnitude. In doing so, we develop a principled and scalable statistical mechanical method of random text partitioning, which opens up a rich frontier of rigorous text analysis via a rank ordering of mixed length phrases.
Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Jun 2014.
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Citing papers per year: 2021: 4; 2022: 3; 2023: 1; 2024: 3; 2025: 1.
12 papers.
- 2024Heavy-Tailed Class Imbalance and Why Adam Outperforms Gradient Descent on Language Modelscited by 78
- 2021UCPhrase: Unsupervised Context-aware Quality Phrase Taggingcited by 14
- 2024Complex systems approach to natural languagecited by 12
- 2021Sentiment and structure in word co-occurrence networks on Twittercited by 2
- 2022A decomposition of book structure through ousiometric fluctuations in cumulative word-timecited by 2
- 2025Zipf-Gramming: Scaling Byte N-Grams Up to Production Sized Malware Corporacited by 2
- 2024Scaling Efficient LLMscited by 1
- 2021Computational Paremiology: Charting the temporal, ecological dynamics of proverb use in books, news articles, and tweetscited by 0
- 2021Ousiometrics: The essence of meaning aligns with a power-danger-structure framework instead of valence-arousal-dominancecited by 0
- 2022Approaches to the classification of complex systems: Words, texts, and morecited by 0
- 2022Subdiffusive semantic evolution in Indo-European languagescited by 0
- 2023Big Data and Large Numbers. Interpreting Zipf's Lawcited by 0
- 2025Zipf-Gramming: Scaling Byte N-Grams Up to Production Sized Malware Corpora17 Nov 2025
- 2024Heavy-Tailed Class Imbalance and Why Adam Outperforms Gradient Descent on Language Models29 Feb 2024
- 2024Scaling Efficient LLMs22 Feb 2024
- 2024Complex systems approach to natural language5 Jan 2024
- 2023Big Data and Large Numbers. Interpreting Zipf's Law4 May 2023
- 2022Subdiffusive semantic evolution in Indo-European languages10 Sep 2022
- 2022A decomposition of book structure through ousiometric fluctuations in cumulative word-time19 Aug 2022
- 2022Approaches to the classification of complex systems: Words, texts, and more9 May 2022
- 2021Ousiometrics: The essence of meaning aligns with a power-danger-structure framework instead of valence-arousal-dominance13 Oct 2021
- 2021Sentiment and structure in word co-occurrence networks on Twitter1 Oct 2021
- 2021Computational Paremiology: Charting the temporal, ecological dynamics of proverb use in books, news articles, and tweets10 Jul 2021
- 2021UCPhrase: Unsupervised Context-aware Quality Phrase Tagging28 May 2021