JOURNAL ARTICLE

Machine translation vs. dictionary term translation

Abstract

Bilingual news article alignment methods based on multi-lingual information retrieval have been shown to be successful for the automatic production of so-called noisy-parallel corpora. In this paper we compare the use of machine translation (MT) to the commonly used dictionary term lookup (DTL) method for Reuter news article alignment in English and Japanese. The results show the trade-off between improved lexical disambiguation provided by machine translation and extended synonym choice provided by dictionary term lookup and indicate that MT is superior to DTL only at medium and low recall levels. At high recall levels DTL has superior precision.

Keywords:
Computer science Machine translation Term (time) Natural language processing Synonym (taxonomy) Bilingual dictionary Artificial intelligence Translation (biology) Recall Precision and recall Speech recognition Parallel corpora Information retrieval Linguistics

Metrics

19
Cited By
2.12
FWCI (Field Weighted Citation Impact)
8
Refs
0.90
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
Web Data Mining and Analysis
Physical Sciences →  Computer Science →  Information Systems

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