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Phonotactic Complexity and its Trade-offs

2020-05-07 · TACL 2020 1 · Tiago Pimentel, Brian Roark, Ryan Cotterell

We present methods for calculating a measure of phonotactic complexity---bits per phoneme---that permits a straightforward cross-linguistic comparison. When given a word, represented as a sequence of phonemic segments such as symbols in the international phonetic alphabet, and a statistical model trained on a sample of word types from the language, we can approximately measure bits per phoneme using the negative log-probability of that word under the model. This simple measure allows us to compare the entropy across languages, giving insight into how complex a language's phonotactics are. Using a collection of 1016 basic concept words across 106 languages, we demonstrate a very strong negative correlation of -0.74 between bits per phoneme and the average length of words.

📄 PDF Abstract BibTeX arXiv:2005.03774

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tpimentelms/phonotactic-complexity 공식 구현 pytorch

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