MetaCart Sign in to MyCiteSeerX

Include Citations | Advanced Search | Help

Disambiguated Search | Include Citations | Advanced Search | Help

Evolving Learnable Languages (2000) [5 citations — 2 self]

by Bradley Tonkes ,  Alan Blair ,  Janet Wiles
In
Add To MetaCart

Abstract:

Traditional theories of child language acquisition center around the existence of a language acquisition device which is specifically tuned for learning a particular class of languages. More recent proposals suggest that language acquisition is assisted by the evolution of languages towards forms that are easily learnable. In this paper, we evolve combinatorial languages which can be learned by a simple recurrent network quickly and from relatively few examples. Additionally, we evolve languages for generalization in different "worlds", and for generalization from specific examples. We find that languages can be evolved to facilitate different forms of impressive generalization for a minimally biased learner. The results provide empirical support for the theory that the language itself, as well as the language environment of a learner, plays a substantial role in learning: that there is far more to language acquisition than the language acquisition device. 1 Introduction: Factors in la...

Citations

258 Rethinking innateness: A connectionist perspective on development – Elman, Bates, et al. - 1996
241 Learning and Development in Neural Networks: The Importance of Starting Small – Elman - 1993
70 Syntax without natural selection: how compositionality emerges from vocabulary in a population of learners – Kirby - 2000
55 Computational simulations of the emergence of grammar – Batali - 1998
49 Innate biases and critical periods: combining evolution and learning in the acquisition of syntax – Batali - 1994
42 The Symbolic Species: The Co-evolution of Language and the – Deacon - 1997
28 Fitness and the selective adaptation of language – Kirby - 1998
26 Learning and morphological change – Hare, Elman - 1995
5 A paradox of neural encoders and decoders, or, why don't we talk backwards – Tonkes, Blair, et al. - 1999
3 Language as an organism | implications for the evolution and acquisition of language. Unpublished manuscript – Christiansen - 1995