Evaluating Terminology Translation in Machine Translation Systems via Metamorphic Testing

Machine translation has become an integral part of daily life, with terminology translation playing a crucial role in ensuring the accuracy of translation results. However, existing translation systems, such as Google Translate, have been shown to occasionally produce errors in terminology translation. Current metrics for assessing terminology translation rely on reference translations and bilingual dictionaries, limiting their effectiveness in large-scale automated MT system testing.

Authors

Institutions

Publication Details

Published
2024-10-18
DOI
https://doi.org/10.1145/3691620.3695069
Citations
2
Primary Topic
Natural Language Processing Techniques
Type
article
Field-Weighted Citation Impact
0.69

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Evaluating Terminology Translation in Machine Translation Systems via Metamorphic Testing

Yanhui Li, Jun Wang, Xiaofang Zhang, Y. Xu
2 citations
Natural Language Processing Techniques
0.69
article

Evaluating Terminology Translation in Machine Translation Systems via Metamorphic Testing

Yanhui Li, Jun Wang, Xiaofang Zhang, Y. Xu
article en
2 citations

Abstract

Machine translation has become an integral part of daily life, with terminology translation playing a crucial role in ensuring the accuracy of translation results. However, existing translation systems, such as Google Translate, have been shown to occasionally produce errors in terminology translation. Current metrics for assessing terminology translation rely on reference translations and bilingual dictionaries, limiting their effectiveness in large-scale automated MT system testing.

Soochow University (CN), Nanjing University (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 24%
Natural Language Processing Techniques
0.69
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Evaluating Terminology Translation in Machine Translation Systems via Metamorphic Testing — Yanhui Li, Jun Wang, et al. · (2024) | TGRS Research Map | TGRS