Improving Basic Natural Language Processing Tools for the Ainu Language

被引:3
作者
Nowakowski, Karol [1 ]
Ptaszynski, Michal [1 ]
Masui, Fumito [1 ]
Momouchi, Yoshio [2 ]
机构
[1] Kitami Inst Technol, Dept Comp Sci, 165 Koen Cho, Kitami, Hokkaido 0908507, Japan
[2] Hokkai Gakuen Univ, Fac Engn, Dept Elect & Informat Engn, Chuo Ku, 1-1,Nishi 11 Chome,Minami 26 Jo, Sapporo, Hokkaido 0640926, Japan
关键词
Ainu language; endangered languages; normalization; word segmentation; part-of-speech tagging;
D O I
10.3390/info10110329
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页数:21
相关论文
共 50 条
[41]   Talking to Children Matters: Early Language Experience Strengthens Processing and Builds Vocabulary [J].
Weisleder, Adriana ;
Fernald, Anne .
PSYCHOLOGICAL SCIENCE, 2013, 24 (11) :2143-2152
[42]   Zero-resource Multi-dialectal Arabic Natural Language Understanding [J].
Khalifa, Muhammad ;
Hassan, Hesham ;
Fahmy, Aly .
INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (03) :577-591
[43]   Zero-resource Multi-dialectal Arabic Natural Language Understanding [J].
Khalifa M. ;
Hassan H. ;
Fahmy A. .
International Journal of Advanced Computer Science and Applications, 2021, 12 (03) :577-591
[44]   Natural Language Requirements Specification Analysis Using Part-of-Speech Tagging [J].
Fatwanto, Agung .
2013 SECOND INTERNATIONAL CONFERENCE ON FUTURE GENERATION COMMUNICATION TECHNOLOGY (FGCT 2013), 2013, :98-102
[45]   How infants adapt speech-processing capacities to native-language structure [J].
Jusczyk, PW .
CURRENT DIRECTIONS IN PSYCHOLOGICAL SCIENCE, 2002, 11 (01) :15-18
[46]   Auditory Processing in Specific Language Impairment (SLI): Relations With the Perception of Lexical and Phrasal Stress [J].
Richards, Susan ;
Goswami, Usha .
JOURNAL OF SPEECH LANGUAGE AND HEARING RESEARCH, 2015, 58 (04) :1292-1305
[47]   A Natural Language Sentence Analysis Algorithm Based on Word Order Modifier Syntax Rules [J].
Jia, Ji Kang ;
Shao, Yu Bin ;
Long, Hua ;
Du, Qing Zhi .
PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON MECHATRONICS AND INTELLIGENT ROBOTICS (ICMIR-2019), 2020, 166 :496-500
[48]   Processing Language Resources of Less Resourced and Endangered Languages for the Generation of Augmentative Alternative Communication Boards [J].
Ferger, Anne .
PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION (LREC 2020), 2020, :2644-2648
[49]   Subatomic Natural Deduction for a Naturalistic First-Order Language with Non-Primitive Identity [J].
Wieckowski, Bartosz .
JOURNAL OF LOGIC LANGUAGE AND INFORMATION, 2016, 25 (02) :215-268
[50]   Subatomic Natural Deduction for a Naturalistic First-Order Language with Non-Primitive Identity [J].
Bartosz Więckowski .
Journal of Logic, Language and Information, 2016, 25 :215-268