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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 13 of 13 1 Natural language statistical features of LSTM-generated texts Lippi, Marco; Montemurro, Marcelo A.; Esposti, Mirko Degli. - : Institute of Electrical and Electronics Engineers (IEEE), 2019 BASE Show details 2 Natural Language Statistical Features of LSTM-generated Texts ... Lippi, Marco; Montemurro, Marcelo A; Esposti, Mirko Degli; Cristadoro, Giampaolo. - : arXiv, 2018 Abstract: Long Short-Term Memory (LSTM) networks have recently shown remarkable performance in several tasks dealing with natural language generation, such as image captioning or poetry composition. Yet, only few works have analyzed text generated by LSTMs in order to quantitatively evaluate to which extent such artificial texts resemble those generated by humans. We compared the statistical structure of LSTM-generated language to that of written natural language, and to those produced by Markov models of various orders. In particular, we characterized the statistical structure of language by assessing word-frequency statistics, long-range correlations, and entropy measures. Our main finding is that while both LSTM and Markov-generated texts can exhibit features similar to real ones in their word-frequency statistics and entropy measures, LSTM-texts are shown to reproduce long-range correlations at scales comparable to those found in natural language. Moreover, for LSTM networks a temperature-like parameter ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG URL: https://dx.doi.org/10.48550/arxiv.1804.04087 https://arxiv.org/abs/1804.04087 BASE Hide details 3 Coherent oscillations in word-use data from 1700 to 2008 [<Journal>] Montemurro, Marcelo A. [Verfasser]; Zanette, Damián H. [Verfasser] DNB Subject Category Language Show details 4 Complexity and universality in the long-range order of words ... Montemurro, Marcelo A; Zanette, Damián H. - : arXiv, 2015 BASE Show details 5 Keywords and Co-Occurrence Patterns in the Voynich Manuscript: An Information-Theoretic Analysis Montemurro, Marcelo A.; Zanette, Damián H.. - : Public Library of Science, 2013 BASE Show details 6 Universal Entropy of Word Ordering Across Linguistic Families Montemurro, Marcelo A.; Zanette, Damián H.. - : Public Library of Science, 2011 BASE Show details 7 Dynamics of text generation with realistic Zipf's distribution Zanette, Damián H.; Montemurro, Marcelo A. In: Journal of quantitative linguistics. - London : Routledge 12 (2005) 1, 29-40 BLLDB Show details 8 New perspectives on Zipf's law in linguistics : from single texts to large corpora Montemurro, Marcelo A.; Zanette, Damián H. In: Glottometrics. - [Lüdenscheid] : RAM-Verl. 4 (2002), 87-99 BLLDB Show details 9 Dynamics of text generation with realistic Zipf distribution ... Zanette, Damián H.; Montemurro, Marcelo A.. - : arXiv, 2002 BASE Show details 10 Long-range fractal correlations in literary corpora ... Montemurro, Marcelo A.; Pury, Pedro A.. - : arXiv, 2002 BASE Show details 11 Beyond the Zipf-Mandelbrot law in quantitative linguistics ... Montemurro, Marcelo A.. - : arXiv, 2001 BASE Show details 12 Entropic analysis of the role of words in literary texts ... Montemurro, Marcelo A.; Zanette, Damian H.. - : arXiv, 2001 BASE Show details 13 Beyond the Zipf–Mandelbrot law in quantitative linguistics Montemurro, Marcelo A. BASE Show details

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