arXiv Open Access 2018

Random Language Model

E. DeGiuli

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Abstrak

Many complex generative systems use languages to create structured objects. We consider a model of random languages, defined by weighted context-free grammars. As the distribution of grammar weights broadens, a transition is found from a random phase, in which sentences are indistinguishable from noise, to an organized phase in which nontrivial information is carried. This marks the emergence of deep structure in the language, and can be understood by a competition between energy and entropy.

Topik & Kata Kunci

cond-mat.dis-nn cs.CL cs.FL

Penulis (1)

E. DeGiuli

Format Sitasi

APA MLA BibTeX

DeGiuli, E. (2018). Random Language Model. https://arxiv.org/abs/1809.01201

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Informasi Jurnal

Tahun Terbit: 2018
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓