Title | ||
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Cost-benefit analysis of two-stage conditional random fields based English-to-Chinese machine transliteration |
Abstract | ||
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This work presents an English-to-Chinese (E2C) machine transliteration system based on two-stage conditional random fields (CRF) models with accessor variety (AV) as an additional feature to approximate local context of the source language. Experiment results show that two-stage CRF method outperforms the one-stage opponent since the former costs less to encode more features and finer grained labels than the latter. |
Year | Venue | Keywords |
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2012 | NEWS@ACL | cost-benefit analysis,two-stage crf method,english-to-chinese machine transliteration,experiment result,machine transliteration system,finer grained label,two-stage conditional random field,former cost,approximate local context,one-stage opponent,additional feature,accessor variety |
Field | DocType | Citations |
Conditional random field,ENCODE,Computer science,Speech recognition,Artificial intelligence,Natural language processing,Machine learning,Transliteration | Conference | 1 |
PageRank | References | Authors |
0.38 | 16 | 5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Chan-Hung Kuo | 1 | 5 | 1.81 |
Shih-Hung Liu | 2 | 66 | 14.53 |
MikeTian-Jian Jiang | 3 | 1 | 0.38 |
Cheng-Wei Lee | 4 | 140 | 14.45 |
Wen-Lian Hsu | 5 | 1701 | 198.40 |