Hermann Ackermann, Wolfram Ziegler
Audra Ames, Sara Wielandt, Dianne Cameron, Stan Kuczaj
David Ardell, Noelle Anderson, Bodo Winter
Rie Asano, Edward Ruoyang Shi
Mark Atkinson, Kenny Smith, Simon Kirby
Andreas Baumann, Christina Prömer, Kamil Kazmierski, Nikolaus Ritt
Christian Bentz
Aleksandrs Berdicevskis, Hanne Eckhoff
Richard A. Blythe, Alistair H. Jones, Jessica Renton
Cedric Boeckx, Constantina Theofanopoulou, Antonio Benítez-Burraco
Megan Broadway, Jamie Klaus, Billie Serafin, Heidi Lyn
Jon W. Carr, Kenny Smith, Hannah Cornish, Simon Kirby
Federica Cavicchio, Livnat Leemor, Simone Shamay-Tsoory, Wendy Sandler
Zanna Clay, Jahmaira Archbold, Klaus Zuberbuhler
Katie Collier, Andrew N. Radford, Balthasar Bickel, Marta B. Manser, Simon W. Townsend
Jennifer Culbertson, Simon Kirby, Marieke Schouwstra
Christine Cuskley, Vittorio Loreto
Christine Cuskley, Bernardo Monechi, Pietro Gravino, Vittorio Loreto
Dan Dediu, Scott Moisik
Sabrina Engesser, Amanda R. Ridley, Simon W. Townsend
Dankmar Enke, Roland Mühlenbernd, Igor Yanovich
Kerem Eryilmaz, Hannah Little, Bart de Boer
Nicolas Fay, Shane Rogers
Maryia Fedzechkina, Becky Chu, T. Florian Jaeger, John Trueswell
Olga Feher, Kenny Smith, Elizabeth Wonnacott, Nikolaus Ritt
Piera Filippi, Sebastian Ocklenburg, Daniel Liu Bowling, Larissa Heege, Albert Newen, Onur Güntürkün, Bart de Boer
Piera Filippi, Jenna V. Congdon, John Hoang, Daniel Liu Bowling, Stephan Reber, Andrius Pašukonis, Marisa Hoeschele, Sebastian Ocklenburg, Bart de Boer, Christopher B. Sturdy, Albert Newen, Onur GÜntÜrkÜn
Molly Flaherty, Katelyn Stangl, Susan Goldin-Meadow
Marlen Fröhlich, Paul H Kuchenbuch, Gudrun Müller, Barbara Fruth, Takeshi Furuichi, Roman M Wittig, Simone Pika
Victor Gay, Daniel Hicks, Estefania Santacreu-Vasut
Andreea Geambasu, Michelle J. Spierings, Carel ten Cate, Clara C. Levelt
Matt Hall, Russell Richie, Marie Coppola
Stefan Hartmann, Peeter Tinits, Jonas Nölle, Thomas Hartmann, Michael Pleyer
Wolfram Hinzen, Joana Rosselló
Rick Janssen, Bodo Winter, Dan Dediu, Scott Moisik, Sean Roberts
Rick Janssen, Dan Dediu, Scott Moisik
Jasmeen Kanwal, Kenny Smith, Jennifer Culbertson, Simon Kirby
Deborah Kerr, Kenny Smith
Buddhamas Kriengwatana, Paola Escudero, Anne Kerkhoven, Carel ten Cate
Adriano Lameira, Jeremy Kendal, Marco Gamba
Molly Lewis, Michael C. Frank
Casey Lister, Tiarn Burtenshaw, Nicolas Fay, Bradley Walker, Jeneva Ohan
Hannah Little, Kerem Eryılmaz, Bart de Boer
Hannah Little, Kerem Eryılmaz, Bart de Boer
Giuseppe Longobardi, Armin Buch, Andrea Ceolin, Aaron Ecay, Cristina Guardiano, Monica Irimia, Dimitris Michelioudakis, Nina Radkevich, Gerhard Jaeger
Heidi Lyn, Stephanie Jett, Megan Broadway, Mystera Samuelson
Michael Mcloughlin, Luca Lamoni, Ellen Garland, Simon Ingram, Alexis Kirke, Michael Noad, Luke Rendell, Eduardo Miranda
Adrien Meguerditchian, Damien Marie, Konstantina Margiotoudi, Scott A. Love, Alice Bertello, Romain Lacoste, Muriel Roth, Bruno Nazarian, Jean-Luc Anton, Olivier Coulon
Jérôme Michaud
Ashley Micklos
Marie Montant, Johannes Ziegler, Benny Briesemeister, Tila Brink, Bruno Wicker, Aurélie Ponz, Mireille Bonnard, Arthur Jacobs, Mario Braun
Yasamin Motamedi, Marieke Schouwstra, Kenny Smith, Simon Kirby
Roland Mühlenbernd, Johannes Wahle
Tomoya Nakai, Kazuo Okanoya
Savithry Namboodiripad, Daniel Lenzen, Ryan Lepic, Tessa Verhoef
Alan Nielsen, Dieuwke Hupkes, Simon Kirby, Kenny Smith
Bill Noble, Raquel Fernández
Irene M. Pepperberg, Katia Zilber-Izhar, Scott Smith
Lynn Perry, Marcus Perlman, Gary Lupyan, Bodo Winter, Dominic Massaro
Ljiljana Progovac
Andrea Ravignani, Tania Delgado, Simon Kirby
Terry Regier, Alexandra Carstensen, Charles Kemp
Lilia Rissman, Laura Horton, Molly Flaherty, Marie Coppola, Annie Senghas, Diane Brentari, Susan Goldin-Meadow
Gareth Roberts, Mariya Fedzechkina
Carmen Saldana, Simon Kirby, Kenny Smith
Carlos Santana
William Schueller, Pierre-Yves Oudeyer
Catriona Silvey, Christos Christodoulopoulos
Katie Slocombe, Stuart Watson, Anne Schel, Claudia Wilke, Emma Wallace, Leveda Cheng, Victoria West, Simon Townsend
Ruth Sonnweber, Andrea Ravignani
Michelle Spierings, Carel ten Cate
Kevin Stadler, Elyse Jamieson, Kenny Smith, Simon Kirby
Monica Tamariz, Joleana Shurley
Monica Tamariz, Jon W. Carr
Bill Thompson, Heikki Rasilo
Oksana Tkachman, Carla L. Hudson Kam
Simon Townsend, Andrew Russell, Sabrina Engesser
Francesca Tria, Vittorio Loreto, Vito Servedio, S. Mufwene Salikoko
Anu Vastenius, Jordan Zlatev, Joost Van de Weijer
Tessa Verhoef, Carol Padden, Simon Kirby
Slawomir Wacewicz, Przemyslaw Zywiczynski, Arkadiusz Jasinski
Bodo Winter, David Ardell
Bodo Winter, Lynn Perry, Marcus Perlman, Gary Lupyan
Marieke Woensdregt, Kenny Smith, Chris Cummins, Simon Kirby
Eva Zehentner, Andreas Baumann, Nikolaus Ritt, Christina Prömer
Keywords: categorization, communication, compositionality, continuous, cultural evolution, expressivity, iterated learning, meaning space, morphology, open-ended, shape bias, sound symbolism, structure
Short description: Iterated learning + communication in open-ended meaning space gives rise to languages with sublexical structure like that in real languages
Abstract:
Language maps signals onto meanings through two types of structure. Firstly, the space of meanings is structured into shared categories. Secondly, the signals employed by a language are structured such that the meaning of the whole is a function of the meanings of its parts and the way in which those parts are combined. Previous work has demonstrated that structured categories (e.g., Xu, Dowman, and Griffiths 2013) or structured signals (e.g., Kirby, Cornish, and Smith 2008) can arise through iterated learning. However, the simultaneous emergence of these two types of structure has not been shown experimentally, leading to concerns that one type of emergent structure is simply an artefact of the other.
To explore this issue, we conducted a series of iterated learning experiments using a vast, open-ended, continuous meaning space. The first participant in a transmission chain was trained on 48 randomly generated signals paired with 48 triangles generated by selecting three coordinates at random in a 480×480-pixel box, yielding a space of 6 × 10^15 possible stimuli. In a test phase, the participant was asked to label 96 novel triangles, none of which had been seen during training. The output from this test phase became the input to the next generation.
In the first experiment, we ran four chains, each with ten generations. Over time, the space of triangles was categorized into an increasingly small number of discrete regions, which consecutive participants increasingly align on. These emergent categories, labelled with holistic signals, typically discretized the space of triangles based on their shape and size, ignoring features such as location and orientation (cf., Landau, Smith, and Jones 1988). There was a cumulative increase in structure, showing that category systems can arise through iterated learning.
Our second experiment used the same experimental design, except at each generation a pair of participants were trained on the language separately and then entered a communication phase in which they took turns to communicate about triangles to each other. One participant was presented with a triangle and was asked to label it for their partner; the communicative partner then had to select the correct target triangle from a selection of six. The output from this communication phase became the input to the next generation in the chain.
The languages in this experiment, where there is a natural pressure for expressivity (Kirby et al. 2015), contained more unique signals. Despite these higher levels of expressivity, there was also a cumulative increase in structure in the languages. Furthermore, we found evidence that two of the four chains contained sublexical structure in addition to the categorical structure we observed in the non-communicative experiment. This sublexical structure was driven by shape-based sound symbolism and had morphological features similar to those found in natural languages (such as cranberry morphs; Aronoff 1976).
Whereas previous iterated learning experiments have been limited to two types of result — categorical structure in meanings or compositional structure in signals — these experiments demonstrate that an alternative is possible. When the space of meanings is open-ended, and lacks clear pre-existing boundaries, then more subtle morphological structure, lacking straightforward compositionality, may evolve as a solution to the joint pressures from learning and communication.
Citation:
Carr J. W., Smith K., Cornish H. and Kirby S. (2016). Cultural Evolution And Communication Yield Structured Languages In An Open-ended World. In S.G. Roberts, C. Cuskley, L. McCrohon, L. Barceló-Coblijn, O. Fehér & T. Verhoef (eds.) The Evolution of Language: Proceedings of the 11th International Conference (EVOLANG11). Available online: http://evolang.org/neworleans/papers/74.html