Lexical impoverishment in neural machine translation: automatic and human study of Spanish-English noun translation

The information required to translate a word in the machine translation of isolated sentences is often missing or unobtainable. We show that the diversity in the training-set distribution of Spanish equivalents of English nouns is reduced in translation. A translator survey reveals this is often due to lack of source context.

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Journal
Tradumàtica tecnologies de la traducció
Published
2024-12-31
DOI
https://doi.org/10.5565/rev/tradumatica.428
Primary Topic
Natural Language Processing Techniques
Type
article
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article

Lexical impoverishment in neural machine translation: automatic and human study of Spanish-English noun translation

Mikel L. Forcada, M. Giménez
Tradumàtica tecnologies de la traducció
Natural Language Processing Techniques
article

Lexical impoverishment in neural machine translation: automatic and human study of Spanish-English noun translation

Mikel L. Forcada, M. Giménez
article en

Abstract

The information required to translate a word in the machine translation of isolated sentences is often missing or unobtainable. We show that the diversity in the training-set distribution of Spanish equivalents of English nouns is reduced in translation. A translator survey reveals this is often due to lack of source context.

Tradumàtica tecnologies de la traducció(22)
University of Alicante (ES)
Openalex Percentile: Top 77%
Natural Language Processing Techniques
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Lexical impoverishment in neural machine translation: automatic and human study of Spanish-English noun translation — Mikel L. Forcada, M. Giménez · Tradumàtica tecnologies de la traducció (2024) | TGRS Research Map | TGRS