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Large-Margin Training of Dependency Parsers Using Pegasos Algorithm
- Lee, Changki;
- Lim, Soojong;
- Jang, Myung-Gil
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7초록
This letter presents a modified Pegasos algorithm for graph-based dependency parsing. We show that the modified Pegasos algorithm outperforms the margin infused relaxed and passive aggressive algorithms in three languages.
키워드
Dependency parsing; stochastic gradient descent; Pegasos
- 제목
- Large-Margin Training of Dependency Parsers Using Pegasos Algorithm
- 저자
- Lee, Changki; Lim, Soojong; Jang, Myung-Gil
- 발행일
- 2010-06
- 유형
- Article
- 저널명
- ETRI Journal
- 권
- 32
- 호
- 3
- 페이지
- 486 ~ 489