Evidence map›Paper›PMID 23401532›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2013

Automated reconstruction of ancient languages using probabilistic models of sound change.

Alexandre Bouchard-Côté, David Hall, Thomas L Griffiths, Dan Klein

Abstract readHistorical Article
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

12 citing papers in PubMed.

  1. One's Actions "Aging Poorly": An Integrative Egocentric Framework for Understanding Impression Management Errors and the Challenge of Temporal Impression Management.Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc · 2026
    Review
  2. Article
  3. Evolution and Trade-Off Dynamics of Functional Load.Entropy (Basel, Switzerland) · 2022
    Article
  4. Article
  5. Article
  6. Article
  7. Review
  8. Article
  9. Support for linguistic macrofamilies from weighted sequence alignment.Proceedings of the National Academy of Sciences of the United States of America · 2015
    Article
  10. Article
  11. Tracing the roots of syntax with Bayesian phylogenetics.Proceedings of the National Academy of Sciences of the United States of America · 2014
    Article
  12. The descent of words.Proceedings of the National Academy of Sciences of the United States of America · 2013
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Alexandre Bouchard-CôtéDepartment of Statistics, University of British Columbia, Vancouver, BC V6T 1Z4, Canada. bouchard@stat.ubc.ca
David Hall
Thomas L Griffiths
Dan Klein

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

One of the oldest problems in linguistics is reconstructing the words that appeared in the protolanguages from which modern languages evolved. Identifying the forms of these ancient languages makes it possible to evaluate proposals about the nature of language change and to draw inferences about human history. Protolanguages are typically reconstructed using a painstaking manual process known as the comparative method. We present a family of probabilistic models of sound change as well as algorithms for performing inference in these models. The resulting system automatically and accurately reconstructs protolanguages from modern languages. We apply this system to 637 Austronesian languages, providing an accurate, large-scale automatic reconstruction of a set of protolanguages. Over 85% of the system's reconstructions are within one character of the manual reconstruction provided by a linguist specializing in Austronesian languages. Being able to automatically reconstruct large numbers of languages provides a useful way to quantitatively explore hypotheses about the factors determining which sounds in a language are likely to change over time. We demonstrate this by showing that the reconstructed Austronesian protolanguages provide compelling support for a hypothesis about the relationship between the function of a sound and its probability of changing that was first proposed in 1955.

Indexed as

LanguageModels, TheoreticalHistory, AncientHumans

Identifiers

PMID23401532
PMCPMC3600485

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.