Natural language processing for Nepali text: a review

被引:0
|
作者
Shahi, Tej Bahadur [1 ,2 ]
Sitaula, Chiranjibi [3 ,4 ]
机构
[1] Cent Queensland Univ, Sch Engn & Technol, Rockhampton, Qld 4701, Australia
[2] Tribhuvan Univ, Cent Dept Comp Sci & Informat Technol CDCSIT, TU Rd, Kathmandu 44618, Nepal
[3] Deakin Univ, Sch Informat Technol, 75 Pigdons Rd, Waurn Ponds, Vic 3216, Australia
[4] Monash Univ, Dept Elect & Comp Syst Engn, Wellington Rd, Clayton, Vic 3800, Australia
关键词
Devanagari; Machine learning; Nepali language; Nepali linguistics; Natural language processing; Classification; Sentiment analysis;
D O I
10.1007/s10462-021-10093-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Because of the proliferation of Nepali textual documents online, researchers in Nepal and overseas have started working towards its automated analysis for quick inferences, using different machine learning (ML) algorithms, ranging from traditional ML-based algorithms to recent deep learning (DL)-based algorithms. However, researchers are still unaware about the recent trends of NLP research direction in the Nepali language. In this paper, we survey different natural language processing (NLP) research works with associated resources in Nepali language. Furthermore, we organize the NLP approaches, techniques, and application tasks used in the Nepali language processing using the comprehensive taxonomy for each of them. Finally, we discuss and analyze based on such assimilated information for further improvement in NLP research works in the Nepali language. Our thorough survey bestows the detailed backgrounds and motivations to researchers, which not only opens up new potential avenues but also ushers towards further progress of NLP research works in the Nepali language.
引用
收藏
页码:3401 / 3429
页数:29
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