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NAACL
2010
15 years 4 months ago
Automatic Diacritization for Low-Resource Languages Using a Hybrid Word and Consonant CMM
We are interested in diacritizing Semitic languages, especially Syriac, using only diacritized texts. Previous methods have required the use of tools such as part-of-speech tagger...
Robbie Haertel, Peter McClanahan, Eric K. Ringger
ACL
2009
15 years 4 months ago
Efficient Inference of CRFs for Large-Scale Natural Language Data
This paper presents an efficient inference algorithm of conditional random fields (CRFs) for large-scale data. Our key idea is to decompose the output label state into an active s...
Minwoo Jeong, Chin-Yew Lin, Gary Geunbae Lee
COLING
2010
15 years 1 months ago
Machine Transliteration: Leveraging on Third Languages
This paper presents two pivot strategies for statistical machine transliteration, namely system-based pivot strategy and model-based pivot strategy. Given two independent source-p...
Min Zhang, Xiangyu Duan, Vladimir Pervouchine, Hai...
COLING
2010
15 years 1 months ago
Effective Constituent Projection across Languages
We describe an effective constituent projection strategy, where constituent projection is performed on the basis of dependency projection. Especially, a novel measurement is propo...
Wenbin Jiang, Yajuan Lv, Yang Liu, Qun Liu
ICASSP
2011
IEEE
14 years 10 months ago
Distributed training of large scale exponential language models
Shrinkage-based exponential language models, such as the recently introduced Model M, have provided significant gains over a range of tasks [1]. Training such models requires a l...
Abhinav Sethy, Stanley F. Chen, Bhuvana Ramabhadra...