Over three-thousand scientific article titles across disciplines have made use of Beatles song titles and lyrics, according to a study published September 9, 2026, in the open access journal PLOS One by Gabriel Budel of Delft University of Technology in The Netherlands, and colleagues. This analysis is an unprecedentedly large-scale, cross-disciplinary account of how the Beatles have left their mark on scientific writing.
Researchers routinely draw on cultural touchstones to frame their work, and popular music in particular has left a distinct mark on academic publishing. Of all musical artists to have influenced scientific communication in this way, the Beatles may be one of the most pervasive.
In the new study, Budel and colleagues examined how often Beatles song titles and lyrics appear in academic article titles. The researchers identified 2,237 exact references and 963 instances of creative wordplay in data from the academic database Scopus. Using a curated list of Beatles songs and lyrics, they combined automated title queries with state-of-the-art large language models to detect both exact references and wordplay across disciplines. The analysis revealed that the references are not confined to any single field. Medicine and the Social Sciences dominate, but the long tail reaches fields as varied as Computer Science, Economics, Environmental Science, and the Arts and Humanities.
In addition, the top ten Beatles song titles appear in 1,584 article titles, more than the equivalent top tens of Michael Jackson (65 articles) and Elvis Presley (196 articles), the two next best-selling artists. The most frequently referenced song titles—'The Long and Winding Road' (798 hits), 'With a Little Help from My Friends' (209 hits), and 'Here, There and Everywhere' (129 hits)—are apt metaphors for the scientific process, including the course of research, collaboration, and discovery. Many variations on 'All You Need Is Love' made their way into the academic literature, such as 'All you need is sleep.' The 2017 article 'Attention is all you need' is one of the most influential scientific publications of the 21st century to date. It was cited 89,737 times on Scopus.
As noted by the researchers, there is a clear practical lesson for authors: a well-chosen cultural reference can make a technical contribution more memorable, as long as the allusion fits the content without sacrificing clarity for readers or discoverability in literature searches. The same titles can help editors and science communicators reach past a specialist audience, since a shared cultural touchstone travels easily between fields. Overall, the study advances the understanding of how popular culture shapes academic communication.
Gabriel Budel adds: "We found more than 3,000 scientific papers whose titles borrow from the Beatles, and the most-cited one is 'Attention is all you need,' the 2017 paper that invented the architecture behind ChatGPT. Its title is a play on 'Love is all you need.' We then used exactly that technology to find the rest of the Beatles wordplay hiding in the literature."
"Some of these are genuinely brilliant. 'The lung and winding road' is a paper on Long COVID that changes one vowel. 'Here comes the SU(N)' turns 'Here Comes the Sun' into a quantum computing paper about mathematical groups. There's a patent law article called 'Everybody's got something to hide except me and my patented monkey.' Someone was having a very good day at their desk."
"The funniest part of the job was also the most tedious. The language model flagged thousands of candidate titles, and the three of us then read every single flagged title by hand to decide whether it was really a Beatles pun. We sat there arguing about whether 'You say you want a resolution' counts. It does."
"There's a nice irony in the timing. We used a small language model to hunt for Beatles wordplay, and its weak point was attribution: it knew a pun when it saw one, but couldn't reliably tell you which song it came from. Newer models handle that easily. The models born out of 'Attention is all you need' learned to hear 'Love is all you need' faster than we could finish the paper."
Michiel Tjepkema adds: "I teach law and I co-host a Beatles podcast, so I've spent years arguing that the band's reach goes far beyond music. This is the first time I've been able to put a number on it. What strikes me most is that scientists tend to invert the Beatles' optimism: 'With a little help from my enemies,' 'Although it helps, love is not all you need.' The songs are hopeful; the papers are skeptical."
Robert E. Kooij adds: "As network scientists we're used to seeing power laws in earthquakes, in social networks, in wealth. It turns out references to Beatles songs follow one too: a handful of songs are cited constantly and the bulk of them are used once or twice. The Beatles apparently obey the same statistics as the rest of nature."
In your coverage, please use this URL to provide access to the freely available article in PLOS One: https://plos.io/45PCZHq
Citation: Budel G, Kooij RE, Tjepkema M (2026) How science gets by with a little help from the Beatles: Detecting cultural wordplay in scientific literature using large language models. PLoS One 21(9): e0356147. https://doi.org/10.1371/journal.pone.0356147
Author countries: The Netherlands.
Funding: The author(s) received no specific funding for this work.
