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1
AUTOLEX: An Automatic Framework for Linguistic Exploration ...
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2
Evaluating the Morphosyntactic Well-formedness of Generated Texts ...
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3
Evaluating the Morphosyntactic Well-formedness of Generated Texts ...
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4
AlloVera: A Multilingual Allophone Database ...
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5
Automatic Extraction of Rules Governing Morphological Agreement ...
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6
Universal Phone Recognition with a Multilingual Allophone System ...
Abstract: Multilingual models can improve language processing, particularly for low resource situations, by sharing parameters across languages. Multilingual acoustic models, however, generally ignore the difference between phonemes (sounds that can support lexical contrasts in a particular language) and their corresponding phones (the sounds that are actually spoken, which are language independent). This can lead to performance degradation when combining a variety of training languages, as identically annotated phonemes can actually correspond to several different underlying phonetic realizations. In this work, we propose a joint model of both language-independent phone and language-dependent phoneme distributions. In multilingual ASR experiments over 11 languages, we find that this model improves testing performance by 2% phoneme error rate absolute in low-resource conditions. Additionally, because we are explicitly modeling language-independent phones, we can build a (nearly-)universal phone recognizer that, when ... : ICASSP 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; Sound cs.SD
URL: https://arxiv.org/abs/2002.11800
https://dx.doi.org/10.48550/arxiv.2002.11800
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7
Adapting Word Embeddings to New Languages with Morphological and Phonological Subword Representations ...
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