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Updated: Apr 5, 2026

Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications
Published on: February 23, 2019
Zipf's law holds for phrases, not words
Jake Ryland Williams1, Paul R Lessard2, Suma Desu3
1Department of Mathematics &Statistics, Vermont Complex Systems Center, Computational Story Lab, &the Vermont Advanced Computing Core, The University of Vermont, Burlington, VT 05401.
Abstract:
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.
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