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1
Lexical triggers and latent semantic analysis for crosslingual language model adaptation
In: http://www.clsp.jhu.edu/~woosung/pdf/talip04.pdf (2004)
Abstract: In-domain texts for estimating statistical language models are not easily found for most languages of the world. We present two techniques to take advantage of in-domain text resources in other languages. First, we extend the notion of lexical triggers, which have been used monolingually for language model adaptation, to the cross-lingual problem, permitting the construction of sharper language models for a target-language document by drawing statistics from related documents in a resource-rich language. Next, we show that cross-lingual latent semantic analysis is similarly capable of extracting useful statistics for language modeling. Neither technique requires explicit translation capabilities between the two languages! We demonstrate significant reductions in both perplexity and word error rate on a Mandarin speech recognition task by using these techniques.
Keyword: Applications—Text processing General Terms; Automatic speech recognition; Experimentation; Human Factors; I.2.7 [Artificial Intelligence; I.5.4 [Pattern Recognition; language model adaptation; Languages Additional Key Words and Phrases; latent semantic analysis; models; Natural Language Processing—Speech recognition and synthesis
URL: http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.70.3301
http://www.clsp.jhu.edu/~woosung/pdf/talip04.pdf
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2
Contemporaneous Text as Side-Information in Statistical Language Modeling
In: http://www.clsp.jhu.edu/~woosung/pdf/csl04.pdf (2004)
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3
LANGUAGE MODEL ADAPTATION FOR AUTOMATIC SPEECH RECOGNITION AND STATISTICAL MACHINE TRANSLATION
In: http://www.clsp.jhu.edu/~woosung/pdf/thesis.pdf (2004)
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4
Cross-lingual latent semantic analysis for LM
In: http://www.clsp.jhu.edu/~woosung/pdf/icassp04.pdf (2004)
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5
Language Model Adaptation Using Cross-Lingual Information
In: http://www.clsp.jhu.edu/~woosung/pdf/euro03.pdf (2003)
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6
Cross-Lingual Lexical Triggers in Statistical Language Modeling
In: http://acl.ldc.upenn.edu/W/W03/W03-1003.pdf (2003)
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7
Cross-Lingual Lexical Triggers in Statistical Language Modeling
In: http://www.clsp.jhu.edu/~woosung/pdf/emnlp03.pdf (2003)
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8
Contemporaneous Text as Side-Information in Statistical Language Modeling
In: http://www.clsp.jhu.edu/~sanjeev/Pubs/CSL2003b.pdf (2003)
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9
Using Cross-Language Cues For Story-Specific Language Modeling
In: http://www.clsp.jhu.edu/~woosung/pdf/icslp02.pdf (2002)
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10
Smoothing Issues in the Structured Language Model
In: http://cs.jhu.edu/~junwu/eurospeech01.ps (2001)
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11
Smoothing Issues in the Structured Language Mode
In: http://www.clsp.jhu.edu/~woosung/pdf/euro01.pdf (2001)
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12
Statistical Corpus Analysis For Kt-Treasure : Korea Telecom Train Ticket Reservation Aid System Based Upon Speech Recognition
In: http://voice.kotel.co.kr/ps/icsp97_sung.ps (1997)
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13
Proceedings of the 2003 Conference on Emprical Methods in Natural Language Processing, pp. 17-24. Cross-Lingual Lexical Triggers in Statistical Language Modeling
In: http://acl.ldc.upenn.edu/acl2003/emnlp/pdfs/Kim.pdf
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14
A Multi-lingual Speech Translation System for Hotel Reservation
In: http://voice.kotel.co.kr/ps/kcolc96.ps
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15
A Korean Speech Corpus For Train Ticket Reservation Aid System Based On Speech Recognition
In: http://www.cs.jhu.edu/~woosung/ps/euro97.ps
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