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1
What do RNN Language Models Learn about Filler–Gap Dependencies?
In: Association for Computational Linguistics (2021)
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2
Measuring context dependency in birdsong using artificial neural networks
In: PLoS Comput Biol (2021)
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3
Exploring TTS without T Using Biologically/Psychologically Motivated Neural Network Modules (ZeroSpeech 2020) ...
Morita, Takashi; Koda, Hiroki. - : arXiv, 2020
Abstract: In this study, we reported our exploration of Text-To-Speech without Text (TTS without T) in the Zero Resource Speech Challenge 2020, in which participants proposed an end-to-end, unsupervised system that learned speech recognition and TTS together. We addressed the challenge using biologically/psychologically motivated modules of Artificial Neural Networks (ANN), with a particular interest in unsupervised learning of human language as a biological/psychological problem. The system first processes Mel Frequency Cepstral Coefficient (MFCC) frames with an Echo-State Network (ESN), and simulates computations in cortical microcircuits. The outcome is discretized by our original Variational Autoencoder (VAE) that implements the Dirichlet-based Bayesian clustering widely accepted in computational linguistics and cognitive science. The discretized signal is then reverted into sound waveform via a neural-network implementation of the source-filter model for speech production. ... : Accepted in INTERSPEECH 2020 ...
Keyword: Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Machine Learning cs.LG; Sound cs.SD
URL: https://arxiv.org/abs/2005.05487
https://dx.doi.org/10.48550/arxiv.2005.05487
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4
Unsupervised learning of lexical subclasses from phonotactics
Morita, Takashi, Ph. D. Massachusetts Institute of Technology. - : Massachusetts Institute of Technology, 2018
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5
RNNs as psycholinguistic subjects: Syntactic state and grammatical dependency ...
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6
Scalar implicatures in non-monotonic environments
In: Semantics and Linguistic Theory; Proceedings of SALT 26; 205-223 ; 2163-5951 (2016)
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