Jon W. Carr
jon. ca rr @rh ul. ac.uk
GitHub: jwcarr
Google Scholar
I’m interested in how simple computational principles can explain the high-level complexity we observe in human behaviours and the cultural phenomena that arise from such behaviours. My current line of research explores how the learned capacity for reading adapts to the information structure of the writing system, and, likewise, how the writing system adapts to human cognitive biases. I address these questions using a mixture of computational models (mostly Bayesian in flavour) and behavioural experiments (typically involving artificial language learning).
I’m currently a postdoctoral research fellow at Royal Holloway in London, England, where I work with Kathy Rastle. Previously, I was a postdoc at SISSA in Trieste, Italy, where I worked with Davide Crepaldi. Before that, I completed my PhD at the University of Edinburgh, Scotland, where I was supervised by Simon Kirby, Kenny Smith, and Jenny Culbertson within the Centre for Language Evolution.
Key interests: learning and induction; communicative interaction; Bayesian modelling; reading behaviour; eye tracking; concepts and categorization; complexity and compression; language evolution; artificial language learning; statistical learning; writing systems
Publications
Preprints
Carr, J. W., & Rastle, K. (2024). Frequency-dependent selection in the English spelling system across 1000 years of history. PsyArXiv. Version 1. https://doi.org/10.31234/osf.io/kaqgf
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Journal articles
Carr, J. W., & Rastle, K. (2024). Why do languages tolerate heterography? An experimental investigation into the emergence of informative orthography. Cognition, 249, Article 105809. https://doi.org/10.1016/j.cognition.2024.105809
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Carr, J. W., Fantini, M., Perrotti, L., & Crepaldi, D. (2024). Readers target words where they expect to minimize uncertainty. Journal of Memory and Language, 138, Article 104530. https://doi.org/10.1016/j.jml.2024.104530
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Carr, J. W., Pescuma, V. N., Furlan, M., Ktori, M., & Crepaldi, D. (2022). Algorithms for the automated correction of vertical drift in eye-tracking data. Behavior Research Methods, 54(1), 287–310. https://doi.org/10.3758/s13428-021-01554-0
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Erben Johansson, N., Carr, J. W., & Kirby, S. (2021). Cultural evolution leads to vocal iconicity in an experimental iterated learning task. Journal of Language Evolution, 6(1), 1–25. https://doi.org/10.1093/jole/lzab001
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Carr, J. W., Smith, K., Culbertson, J., & Kirby, S. (2020). Simplicity and informativeness in semantic category systems. Cognition, 202, Article 104289. https://doi.org/10.1016/j.cognition.2020.104289
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Carr, J. W., Smith, K., Cornish, H., & Kirby, S. (2017). The cultural evolution of structured languages in an open-ended, continuous world. Cognitive Science, 41(4), 892–923. https://doi.org/10.1111/cogs.12371
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Proceedings papers
Tamariz, M., Kirby, S., & Carr, J. W. (2016). Cultural evolution across domains: Language, technology and art. In A. Papafragou, D. Grodner, D. Mirman, & J. C. Trueswell (Eds.), Proceedings of the 38th Annual Conference of the Cognitive Science Society (pp. 2759–2764). Cognitive Science Society.
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Book chapters
Carr, J. W., & Smith, K. (2021). Modeling language transmission. In T. K. Shackelford & V. A. Weekes-Shackelford (Eds.), Encyclopedia of evolutionary psychological science (pp. 5163–5168). Springer. https://doi.org/10.1007/978-3-319-19650-3_3353
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Theses
Carr, J. W. (2019). Induction and interaction in the evolution of language and conceptual structure. Doctoral thesis, University of Edinburgh. https://hdl.handle.net/1842/35648
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Carr, J. W. (2013). The cumulative cultural evolution of category structure in an infinite meaning space. Master’s thesis, University of Edinburgh. https://hdl.handle.net/1842/8608
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Presentations
Carr, J. W. (2024, July). Capturing and analyzing eyetracking data in Python for reading studies. Invited talk given to the Experimental Lab of the Department of Modern Languages, Literatures and Cultures, Bologna, Italy.
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Carr, J. W., & Rastle, K. (2024, May). The cultural evolution of informative writing systems. Talk presented at the 15th International Conference on the Evolution of Language (Evolang), Madison, WI, USA.
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Carr, J. W., & Rastle, K. (2024, January). An experimental investigation of the cultural evolution of informative writing systems. Talk presented to the Experimental Psychology Society (EPS), London, England.
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Carr, J. W., Fantini, M., Perrotti, L., & Crepaldi, D. (2023, November). Readers target words where they expect to find maximal information based on the structure of the lexicon. Poster presented at the 14th meeting of the Association of Written Language and Literacy (AWLL), Rome, Italy.
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poster
Carr, J. W., & Rastle, K. (2023, November). Why do languages tolerate heterography? An experimental investigation of the cultural evolution of informative orthographies. Talk presented at the 14th meeting of the Association of Written Language and Literacy (AWLL), Rome, Italy.
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Carr, J. W., Fantini, M., & Crepaldi, D. (2023, September). Efficient eye movements in visual word recognition: Sensitivity to the structure of the lexicon. Talk presented at the 23rd conference of the European Society for Cognitive Psychology (ESCoP), Porto, Portugal.
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Carr, J. W., & Crepaldi, D. (2022, August). Reader targeting of words is guided by the distribution of information in the lexicon. Talk presented at the 21st European Conference on Eye Movements (ECEM), Leicester, England.
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Carr, J. W., Pescuma, V. N., & Crepaldi, D. (2022, August). Algorithms for assigning fixations to lines of text in multiline passage reading. Talk presented at the 21st European Conference on Eye Movements (ECEM), Leicester, England.
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Carr, J. W., & Crepaldi, D. (2022, July). Minimizing expected uncertainty in visual word recognition: Are readers sensitive to the distribution of information across word forms? Flash talk presented at the 44th Annual Conference of the Cognitive Science Society (Cogsci), Toronto, Canada.
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Carr, J. W., & Crepaldi, D. (2022, June). Reader targeting of words is guided by the statistical structure of the lexicon. Talk presented at Interdisciplinary Advances in Statistical Learning, San Sebastián, Spain.
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Carr, J. W. (2021, July). Bayesian models of cognition: From individual biases to emergent cultural phenomena. Invited talk given at the Laboratoire Parole et Langage, Aix-en-Provence, France.
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Carr, J. W., Pescuma, V. N., Furlan, M., Ktori, M., & Crepaldi, D. (2020, November). Algorithms for the automated correction of vertical drift in eye tracking data. Talk presented at the 61st Meeting of the Psychonomics Society.
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video
Carr, J. W. (2018, November). Induction and interaction in the evolution of language and conceptual structure. Pre-viva talk, Edinburgh, Scotland.
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Carr, J. W., Smith, K., Culbertson, J., & Kirby, S. (2018, April). Conceptual structure is shaped by competing pressures for simplicity and informativeness. Talk presented at the 12th International Conference on the Evolution of Language (Evolang), Toruń, Poland. https://doi.org/10.12775/3991-1.013
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Carr, J. W. (2018, March). Simplicity and informativeness in conceptual structure. Invited talk given to the Cognitive Neuroscience department at SISSA, Trieste, Italy.
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Carr, J. W., Smith, K., Culbertson, J., & Kirby, S. (2017, October). Convexity and expressivity in the simplicity–informativeness tradeoff. Talk presented at Conceptual Learning and Reasoning in Conceptual Spaces, Bochum, Germany.
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Carr, J. W., Smith, K., Culbertson, J., & Kirby, S. (2017, September). Convexity and expressivity in the simplicity–informativeness tradeoff. Poster presented at Minds, Mechanisms and Interaction in the Evolution of Language, Nijmegen, Netherlands.
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poster
Carr, J. W., Smith, K., Culbertson, J., & Kirby, S. (2017, September). Simplicity and informativeness in the cultural evolution of language. Talk presented at the Inaugural Conference of the Cultural Evolution Society (CES), Jena, Germany.
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Carr, J. W. (2017, May). Iterated learning optimizes for simplicity. Talk presented at the 2017 Linguistics and English Language Postgraduate Conference, Edinburgh, Scotland.
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Carr, J. W. (2016, June). Using iterated learning to reveal biases for well-structured meanings in language. Talk presented at the 2016 Linguistics and English Language Postgraduate Conference, Edinburgh, Scotland.
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Carr, J. W., Smith, K., Cornish, H., & Kirby, S. (2016, March). Cultural evolution and communication yield structured languages in an open-ended world. Talk presented at the 11th International Conference on the Evolution of Language (Evolang), New Orleans, LA, USA.
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Tamariz, M., & Carr, J. W. (2016, March). What is unique about the evolution of language compared to other cultural domains? An experimental study of language, technology and art. Talk presented at the 11th International Conference on the Evolution of Language (Evolang), New Orleans, LA, USA.
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Carr, J. W. (2015, June). Iterated learning in an open-ended meaning space. Talk presented at the 2015 Linguistics and English Language Postgraduate Conference, Edinburgh, Scotland.
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Carr, J. W., Cornish, H., Smith, K., & Kirby, S. (2015, April). Communication increases the expressivity of emergent languages in an open-ended meaning space. Poster presented at the Tokyo Lectures in Language Evolution, Tokyo, Japan.
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Carr, J. W., Cornish, H., & Kirby, S. (2014, April). The cumulative cultural evolution of category structure in an open-ended meaning space. Talk presented at the 10th International Conference on the Evolution of Language (Evolang), Vienna, Austria. https://doi.org/10.1142/9789814603638_0066
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Carr, J. W. (2014, April). The emergence of combinatoriality in the cultural transmission of pop songs in a children’s gameshow. Poster presented at the 10th International Conference on the Evolution of Language (Evolang), Vienna, Austria. https://doi.org/10.1142/9789814603638_0065
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Carr, J. W. (2013, May). Using a children's gameshow to study iterated learning and the emergence of combinatoriality. Talk presented at the 2013 Linguistics and English Language Postgraduate Conference, Edinburgh, Scotland.
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Carr, J. W. (2012, September). Measuring the optimization of vowel-spaces: A method for cross-linguistic analysis. Poster presented at the 2012 Advances in Visual Methods for Linguistics (AVML) conference, York, England.
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Carr, J. W. (2012, May). Towards a measure of the optimization of natural vowel systems. Talk presented at the 2012 Linguistics and English Language Postgraduate Conference, Edinburgh, Scotland.
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Carr, J. W. (2012, April). Towards a measure of optimization in natural vowel systems. Poster presented at the 32nd Language at Edinburgh Lunch, Edinburgh, Scotland.
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Carr, J. W. (2012, March). The effects of modified variables on an iterated learning model of linguistic evolution by cultural transmission. Poster accepted to the 9th International Conference on the Evolution of Language (Evolang), Kyoto, Japan. https://doi.org/10.1142/9789814401500_0058
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Carr, J. W. (2011, October). The adaptation of language toward increasingly faithful replication during its cultural transmission. Poster presented at the 1st Interdisciplinary Linguistics Conference (ILinC), Belfast, Ireland.
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Carr, J. W. (2011, March). Language evolution on Stella Fructa: The effects of novel variables on an iterated learning model of linguistic evolution by cultural transmission. Talk presented at the 2011 conference of the Undergraduate Linguistics Association of Britain (ULAB), Edinburgh, Scotland.
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Teaching
Scientific Programming: A Crash Course – An intensive introductory course to programming (in Python) with a special emphasis on practices in the scientific context.
Software
eyekit – A Python package for handling, analyzing, and visualizing eyetracking data.
mantel – A Python implementation of the Mantel test.
bibfish – Extract entries from a .bib file that are cited in a .tex file.