The Role of Morphology in Natural Language Processing: A Comparative Study of Agglutinative and Fusional Languages

Authors

  • Dr Gajraj Singh Rathore

DOI:

https://doi.org/10.24113/ijohmn.v10i5.359

Keywords:

morphology, NLP, agglutinative languages, fusional languages, Turkish, Spanish, machine translation

Abstract

This study investigates how morphological typology affects the performance of Natural Language Processing (NLP) systems. By comparing Turkish (agglutinative) and Spanish (fusional), we analyze tokenization, part-of-speech tagging, dependency parsing, and machine translation accuracy. The findings reveal that morphological richness introduces challenges for NLP algorithms, particularly in agglutinative languages, and underscore the need for typology-aware model design. This research contributes to computational linguistics by highlighting the importance of morphological structure in language technology development.

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Author Biography

Dr Gajraj Singh Rathore


Associate Professor (English)

Shri Guru Sandipani Institute Of Technology & Science

Ujjain, Madhya Pradesh, India

References

Gibson, E. (1998). Linguistic complexity: Locality of syntactic dependencies. Cognition, 68(1), 1–76.

Levy, R. (2008). Expectation-based syntactic comprehension. Cognition, 106(3), 1126–1177.

Vasishth, S., & Lewis, R. L. (2006). Argument-head distance and processing complexity: Explaining both locality and anti-locality effects. Language, 82(4), 767–794.

Lin, J., & Bever, T. G. (2006). Subject preference in the processing of relative clauses in Chinese. Journal of Psycholinguistic Research, 35(6), 559–596.

Futrell, R., Mahowald, K., & Gibson, E. (2015). Large-scale evidence of dependency length minimization in 37 languages. Proceedings of the National Academy of Sciences, 112(33), 10336–10341.

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Published

31-10-2024

How to Cite

Rathore, D. G. S. (2024). The Role of Morphology in Natural Language Processing: A Comparative Study of Agglutinative and Fusional Languages. International Journal Online of Humanities, 10(5), 31–40. https://doi.org/10.24113/ijohmn.v10i5.359

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Articles