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Hierarchical Softmax for End-to-End Low-resource Multilingual Speech Recognition ...
Abstract: Low resource speech recognition has been long-suffering from insufficient training data. While neighbour languages are often used as assistant training data, it would be difficult for the model to induct similar units (character, subword, etc.) across the languages. In this paper, we assume similar units in neighbour language share similar term frequency and form a Huffman tree to perform multi-lingual hierarchical Softmax decoding. During decoding, the hierarchical structure can benefit the training of low-resource languages. Experimental results show the effectiveness of our method. ... : 5 pages, Interspeech submission ...
Keyword: Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering
URL: https://arxiv.org/abs/2204.03855
https://dx.doi.org/10.48550/arxiv.2204.03855
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2
Exploiting Auxiliary Data for Offensive Language Detection with Bidirectional Transformers ...
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3
Developing a Socioculturally Nuanced Systems Model of Childhood Obesity in Manhattan's Chinese American Community via Group Model Building
In: J Obes (2020)
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4
Improving the sentiment classification of stock tweets
Li, Sheng. - 2014
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5
Notes on “Bipolar fuzzy graphs”
In: Information sciences. - New York, NY : Elsevier Science Inc. 242 (2013), 113-121
OLC Linguistik
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6
Source of Transfer in the Acquisition of French as a Third Language from the Generative Perspective
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7
Phoneme-level articulatory animation in pronunciation training
In: Speech communication. - Amsterdam [u.a.] : Elsevier 54 (2012) 7, 845-856
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8
The effect of entrance radii on intraglottal pressure distributions in the divergent glottis
Li, Sheng; Scherer, Ronald C.; Wan, MingXi. - : Acoustical Society of America, 2012
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9
Learning shapes the representation of visual categories in the aging human brain
In: Journal of cognitive neuroscience. - Cambridge, Mass. : MIT Press Journals 22 (2010) 12, 2899-2912
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10
Improving statistical machine translation with monolingual collocation
In: Association for Computational Linguistics. Proceedings of the conference. - Stroudsburg, Penn. : ACL 48 (2010) 2, 825-833
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11
Extracting paraphrase patterns from bilingual parallel corpora
In: Natural language engineering. - Cambridge : Cambridge University Press 15 (2009) 4, 503-526
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12
Semantic role labeling using a grammar-driven convolution tree kernel
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 16 (2008) 7, 1315-1329
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13
Lexical Access and Semantic Organization in Children with Specific Language Impairment ...
Li, Sheng. - : Unknown, 2007
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14
Sleep Education in College: A Preliminary Study
In: Perceptual & motor skills. - Thousand Oaks, CA : SAGE Publications 99 (2004) 3, 837-848
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15
On the harmonious mating strategy through tabu search
In: Information sciences. - New York, NY : Elsevier Science Inc. 156 (2003) 3, 189-214
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16
Selected papers from ICPLA 2002
McLeod, Sharynne (Hrsg.); Lee, Alice S. Y. (Hrsg.); Ciocca, Valter (Mitarb.)...
In: Clinical linguistics & phonetics. - London : Informa Healthcare 17 (2003) 4-5, 257-426
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17
A platform-neutral live IP-TV presentation system
In: Information sciences. - New York, NY : Elsevier Science Inc. 140 (2002) 1, 33-52
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18
Characterizations of minimal T3 L-fuzzy topological spaces
In: Information sciences. - New York, NY : Elsevier Science Inc. 128 (2000) 1, 119-126
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19
Context-Dependent Lexical Paraphrasing Based on Web Mining
In: http://ir.hit.edu.cn/~zhaosq/paper/JOSc.pdf
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20
Paraphrase Collocation Extraction based on Binary Classification *
In: http://ir.hit.edu.cn/~zhaosq/paper/JOSa.pdf
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