Mathematicians predict the future of the past tense

October 10, 2007

Verbs evolve and homogenize at a rate inversely proportional to their prevalence in the English language, according to a formula developed by Harvard University mathematicians who've invoked evolutionary principles to study our language over the past 1,200 years, from "Beowulf" to "Canterbury Tales" to "Harry Potter."

Writing this week in the journal Nature, Erez Lieberman, Jean-Baptiste Michel, and colleagues in Harvard's Program for Evolutionary Dynamics, led by Martin A. Nowak, conceive of linguistic development as an essentially evolutionary scheme: Just as genes and organisms undergo natural selection, words -- specifically, irregular verbs that do not take an "-ed" ending in the past tense -- are subject to powerful pressure to "regularize" as the language develops.

"Mathematical analysis of this linguistic evolution reveals that irregular verb conjugations behave in an extremely regular way -- one that can yield predictions and insights into the future stages of a verb's evolutionary trajectory," says Lieberman, a graduate student in applied mathematics in Harvard's School of Engineering and Applied Sciences and in the Harvard-MIT Division of Health Sciences and Technology, and an affiliate of Harvard's Program for Evolutionary Dynamics. "We measured something no one really thought could be measured, and got a striking and beautiful result."

"We're really on the front lines of developing the mathematical tools to study evolutionary dynamics," says Michel, a graduate student in systems biology at Harvard Medical School and an affiliate of the Program for Evolutionary Dynamics. "Before, language was considered too messy and difficult a system for mathematical study, but now we're able to successfully quantify an aspect of how language changes and develops."

Lieberman, Michel, and colleagues built upon previous study of seven competing rules for verb conjugation in Old English, six of which have gradually faded from use over time. They found that the one surviving rule, which adds an "-ed" suffix to simple past and past participle forms, contributes to the evolutionary decay of irregular English verbs according to a specific mathematical function: It regularizes them at a rate that is inversely proportional to the square root of their usage frequency.

In other words, a verb used 100 times less frequently will evolve 10 times as fast.

To develop this formula, the researchers tracked the status of 177 irregular verbs in Old English through linguistic changes in Middle English and then modern English. Of these 177 verbs that were irregular 1,200 years ago, 145 stayed irregular in Middle English and just 98 remain irregular today, following the regularization over the centuries of such verbs as help, laugh, reach, walk, and work.

Lieberman and Michel's group computed the "half-lives" of the surviving irregular verbs to predict how long they will take to regularize. The most common ones, such as "be" and "think," have such long half-lives (38,800 years and 14,400 years, respectively) that they will effectively never become regular. Irregular verbs with lower frequencies of use -- such as "shrive" and "smite," with half-lives of 300 and 700 years, respectively -- are much more likely to succumb to regularization.

Lieberman, Michel, and their co-authors project that the next word to regularize will likely be "wed."

"Now may be your last chance to be a 'newly wed'," they quip in the Nature paper. "The married couples of the future can only hope for 'wedded' bliss."

Extant irregular verbs represent the vestiges of long-abandoned rules of conjugation; new verbs entering English, such as "google," are universally regular. Although fewer than 3 percent of modern English verbs are irregular, this number includes the 10 most common verbs: be, have, do, go, say, can, will, see, take, and get. Lieberman, Michel, and colleagues expect that some 15 of the 98 modern irregular verbs they studied -- although likely none of these top 10 -- will regularize in the next 500 years.

The group's Nature paper makes a quantitative, astonishingly precise description of something linguists have suspected for a long time: The most frequently used irregular verbs are repeated so often that they are unlikely to ever go extinct.

"Irregular verbs are fossils that reveal how linguistic rules, and perhaps social rules, are born and die," Michel says.

"If you apply the right mathematical structure to your data, you find that the math also organizes your thinking about the entire process," says Lieberman, whose unorthodox projects as a graduate student have ranged from genomics to bioastronautics. "The data hasn't changed, but suddenly you're able to make powerful predictions about the future."

Source: Harvard University


print this article email this article download pdf blog this article bookmark this article     Stumble it Digg this share on Facebook retweet share on Reddit add to delicious
Rate this story - 4.3 /5 (47 votes)

Rank Filter

Move the slider to adjust rank threshold, so that you can hide some of the comments.


Display comments: newest first

  • Pogsquog - May 21, 2008
    • Rank: not rated yet
    This article makes the mistake of suggesting that just because something has a low chance of happening each year, it will never happen. If you do the maths, it actually works out as a >10% chance of at least one of the top 10 regularizing over the next 500 years, probably much higher (they don't give enough information in the article).

    In addition, I would point out that within certain dialects, 'had\have' has already largely been replaced by 'got\get' for example, so it seems entirely possible that it could generally become extinct, if this were to spread slowly to the general population, as it might.

October 10, 2007 all stories

Comments: 1

4.3 /5 (47 votes)
  • Stumble this up

  • Digg this

  • share this

  • hide
  • Related Stories

  • Chinese herbs for endometriosis
    created Jul 08, 2009 | popularity not rated yet | comments 0
  • Big men more susceptible to atrial fibrillation
    created Apr 03, 2009 | popularity not rated yet | comments 0
  • Receptor could halt blinding diseases, stop tumor growth, preserve neurons after trauma
    created Oct 06, 2008 | popularity not rated yet | comments 0
  • Scientists Watch As Listener's Brain Predicts Speaker's Words
    created Sep 11, 2008 | popularity not rated yet | comments 0
  • It’s The Way It’s Written...
    created Sep 18, 2007 | popularity not rated yet | comments 0



  • hide
  • Relevant PhysicsForums posts

  • Unbiased
    created 7 hours ago
  • unitary operators
    created 8 hours ago
  • -3^2
    created 10 hours ago
  • question
    created 10 hours ago
  • Analytic equation of elliptic-like figure..
    created 12 hours ago
  • I can't connect my mathematics with "reality"
    created 13 hours ago
  • More from Physics Forums - General Math

Other News

The skyline of Tokyo in Japan, where scientists have criticised the new government for plans to slash research budgets

Japan scientists attack govt research cut plans

Other Sciences / Other

created 8 hours ago | popularity 5 / 5 (1) | comments 0

Top Japanese scientists, including four Nobel laureates, have criticised the new government for plans to slash research budgets, warning the country will loose its high-tech edge.


Message gone viral? Blame it on altruistic, yet image-conscious Internet  'e-mavens'

Message gone viral? Blame it on altruistic, yet image-conscious Internet 'e-mavens'

Other Sciences / Economics

created 15 hours ago | popularity 3.5 / 5 (2) | comments 0

(PhysOrg.com) -- Why do some online ad campaigns go viral while other online marketing messages gather "cyber-dust" on the information superhighway? The key may lie in the motivation of Internet users to email ...


Researcher: Faint writing seen on Shroud of Turin (AP)

Researcher: Faint writing seen on Shroud of Turin (Update)

Other Sciences / Archaeology & Fossils

created Nov 20, 2009 | popularity 2.3 / 5 (31) | comments 44

(AP) -- A Vatican researcher has rekindled the age-old debate over the Shroud of Turin, saying that faint writing on the linen proves it was the burial cloth of Jesus. Experts say the historian may be reading ...


Explained: The Discrete Fourier Transform

Explained: The Discrete Fourier Transform

Other Sciences / Mathematics

created Nov 25, 2009 | popularity 4.3 / 5 (26) | comments 8

(PhysOrg.com) -- In 1811, Joseph Fourier, the 43-year-old prefect of the French district of Isčre, entered a competition in heat research sponsored by the French Academy of Sciences. The paper he submitted ...


Climate change could boost incidence of civil war in Africa

Other Sciences / Social Sciences

created Nov 23, 2009 | popularity 2.4 / 5 (16) | comments 9

Climate change could increase the likelihood of civil war in sub-Saharan Africa by over 50 percent within the next two decades, according to a new study led by a team of researchers at University of California, Berkeley, ...