JOURNAL ARTICLE

Improving Basic Natural Language Processing Tools for the Ainu Language

Karol NowakowskiMichał PtaszyńskiFumito MasuiYoshio Momouchi

Year: 2019 Journal:   Information Vol: 10 (11)Pages: 329-329   Publisher: Multidisciplinary Digital Publishing Institute

Abstract

Ainu is a critically endangered language spoken by the native inhabitants of northern Japan. This paper describes our research aimed at the development of technology for automatic processing of text in Ainu. In particular, we improved the existing tools for normalizing old transcriptions, word segmentation, and part-of-speech tagging. In the experiments we applied two Ainu language dictionaries from different domains (literary and colloquial) and created a new data set by combining them. The experiments revealed that expanding the lexicon had a positive impact on the overall performance of our tools, especially with test data unrelated to any of the training sets used.

Keywords:
Lexicon Computer science Natural language processing Linguistics Set (abstract data type) Artificial intelligence Word (group theory) Test (biology) Text segmentation Natural language Segmentation Programming language

Metrics

5
Cited By
0.46
FWCI (Field Weighted Citation Impact)
27
Refs
0.72
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Natural Language Processing Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Topic Modeling
Physical Sciences →  Computer Science →  Artificial Intelligence
Speech and dialogue systems
Physical Sciences →  Computer Science →  Artificial Intelligence

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