Croatian Language N-Gram System

被引:0
作者
Dembitz, Sandor [1 ]
Blaskovic, Bruno [1 ]
Gledec, Gordan [1 ]
机构
[1] Univ Zagreb, Fac Elect Engn & Comp, HR-10000 Zagreb, Croatia
来源
ADVANCES IN KNOWLEDGE-BASED AND INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS | 2012年 / 243卷
关键词
Croatian; lexical n-gram; language modeling; Heaps' law;
D O I
10.3233/978-1-61499-105-2-696
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Large-scale n-gram models are available for a small number of languages. So far, Croatian was not one of them. The research presented in this paper describes the development of n-gram database system suitable for large-scale language modeling in Croatian. The process of n-gram collection relies on Croatian academic online spellchecker Hascheck, which has been publicly available since 1993, and is today a popular language service, with average daily traffic exceeding million tokens. The approach demonstrated in this paper eliminated the need of n-gram data cleaning in the post-processing phase, which is a serious issue in other languages. The spellchecker dynamics allowed Heaps' law modeling to be applied to Croatian n-grams, which enabled the prediction of n-gram count growth.
引用
收藏
页码:696 / 705
页数:10
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