Glottobank Research Team

Quentin Atkinson, University of Auckland
Russell Gray, MPI for the Science of Human History

Wolfgang Barth
Hans-Jörg Bibiko, MPI for the Science of Human History
Bamián Blasi
, University of Zürich
Remco Bouckaert, University of Auckland
Thiago Chacon, University of Brasilia
Jeremy Collins, Radboud University, Nijmegen and MPI for Psycholinguistics
Luise Dorenbusch
Nick Evans,
Australian National University
Robert Forkel, MPI for the Science of Human History
Simon Greenhill,
MPI for the Science of Human History
Harald Hammarström,
MPI for the Science of Human History
Martin Haspelmath,
MPI for the Science of Human History
Hannah Haynie,
Colorade State University
Paul Heggarty,
MPI for the Science of Human History
Roberto Herrera,
Jessica Katiuscia Ivani,
University of Pavia
Olga Krasnoukhova
Jakob Lesage,
Ghent University
Stephen Levinson,
MPI for Psycholinguistics
Johann-Mattis List
Luke Maurits,
University of Auckland
Nataliia Neshcherret,
University of Kiel
Kyla Quinn,
Australian National University
Linda Raabe,
CAU Kiel
Martine Robbeets,
MPI for the Science of Human History
Hedvig Skirgård,
Australian National University
Jana Winkler,
CAU Kiel
Alena Witzlack-Makarevich,
University of Kiel

More information about the glottobank research team members you can find here:

Methods and Tools

The Glottobank team is developing a suite of methods and tools for analysing comparative linguistic data. For example, using the BEAST 2 software platform, we have created a Bayesian framework for phylogeographic inference of language expansion in space and time ( BEASTling ( is a program designed to help linguists easily prepare Bayesian phylogenetic analyses of linguistic data using the BEAST 2 platform. It automates many tedious data-preparation tasks, features close integration with the Glottolog database, and strives to follow established best practices for computational linguistic phylogenetics. LingPy ( is a Python library for quantitative tasks in historical linguistics. It offers state-of-the-art algorithms for pairwise and multiple phonetic alignment analyses, automatic cognate detection, and various tools to explore and curate lexical data. Finally, CLDF ( and associated standards are aimed at providing an interface between databases and tools which will enable easier sharing of data and code.


Glottobank is an international research consortium established to document and understand the world’s linguistic diversity. Glottobank team members are pursuing this goal on two fronts. First, we have established five global databases documenting variation in language structure (Grambank), lexicon (Lexibank), paradigm systems (Parabank), phonetic changes (Phonobank), and numerals (Numeralbank). In doing so, we seek to develop new methods in language documentation, compile data on the world’s languages and make this data accessible and useful. Second, we are developing methods to use this data to make inferences about human prehistory, relationships between languages and processes of language change.


Grambank is a database of structural (typological) features of language. It consists of 200 logically independent features (most of them binary) spanning all subdomains of morphosyntax. The Grambank feature questionnaire has been filled in, based on reference grammars, for over 500 languages. The aim is to eventually reach as many as 3,000 languages. The database can be used to investigate deep language prehistory, the geographical-distribution of features, language universals and the functional interaction of structural features.


Lexibank is a public database and repository for lexical data from the languages of the world. Currently, Lexibank contains lexemes and cognate judgments from ~2500 languages spanning Africa, Europe, Asia, the Pacific, and the Americas. The database will be used to refine cognate judgments, infer language relationships, construct language phylogenies, test hypotheses about deep language history, investigate factors that affect the mode and tempo of language evolution, model sound change, and facilitate quantitative comparisons with other types of linguistic data. The initial focus of Lexibank will be on compiling basic or core vocabulary, but ultimately the database will be expanded to include a full range of lexicon from all the world’s languages. 


Parabank is a large database of selected paradigmatic structures found in the world’s languages, focusing on the patterning of formal similarities and identities (or syncretisms) between cells in these paradigms (cf I vs me but you vs you). It is motivated by the observation that different languages and language families have significantly different patterns in their syncretisms and that at least some of these are stable through time. In addition, information arranged in matrices gains additional power because of the large number of values that can be calculated by comparing every cell with every other cell.

Because the paradigms we explore are ubiquitous across the world’s languages, our working hypothesis is that paradigmatic syncretisms can provide significant signal to linguistic relationships in deep time, and the database is designed to allow the systematic exploration of morphosyntactic features by linguistic typologists and evolutionary biologists. Additionally, Parabank will be an important resource to assist in the identification and quantification of some of the important mechanisms in how the design space of language evolves. Initially, the database will assemble paradigms of free pronouns, verb agreement, and a subset of kin terms, with subsequent plans to incorporate demonstratives/interrogatives/indefinite pronouns/negative pronouns, numeral systems, and other promising linguistic subsystems with paradigmatic structure.

Parabank will be led by Nick Evans, Simon Greenhill and Kyla Quinn, all based at the Australian Research Council Centre of Excellence for the Dynamics of Language (CoEDL), at the Australian National University (ANU), but welcomes the participation of any interested researcher. Funding will primarily come from the CoEDL.


Phonobank aims to establish a cross-linguistic comparative database of sound patterns, sound correspondences, and sound shifts. Our starting point is collections of multiple phonetic alignments of cognate sets in language families. All sounds are linked to a cross-linguistic phonetic alphabet that provides distinctive features and segment descriptions. The ultimate goals of the database are to support the computational linguistic comparison of word forms and to serve as a basis for improving the methods of computer assisted cognate detection, sound reconstruction and building linguistic phylogenies from sound correspondences.


Numeralbank is a public database and repository on numeral systems in the world’s languages. It is motivated by the idea that number words do not just form an important part of most languages, but constitute systems that serve as essential tools at the intersection of culture, language, and cognition. Numeralbank can be used to classify numeral systems according to their properties, to document the geographical distribution of system types, to investigate commonalities and differences in system properties across languages, to reconstruct the most likely ancestral states, and to explore possible limits to and constraints on the striking diversity in how people count. Initially, the database will allow for analyses within and across systems, but the ultimate goal is to support tests of hypotheses on linguistic, cognitive, and cultural factors that may drive the emergence and evolution of numeral systems.

Entries in Numeralbank are largely based on data collected by Eugene Chan as part of the long-running project "Numeral Systems of the World's Languages" that was hosted at the former Department of Linguistics at the MPI for Evolutionary Anthropology in Leipzig. The data is now hosted at the Department of Cultural and Linguistic Evolution at the MPI for the Science of Human History in Jena. The Numeralbank database is designed and maintained by Hans-Jörg Bibiko. The Numeralbank team consists of (in alphabetical order) Sieghard Beller, Andrea Bender, Hans-Jörg Bibiko, Robert Forkel, Simon Greenhill, Russell Gray, Harald Hammarström, Fiona Jordan, and Annemarie Verkerk.

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