Abstract
| Original language | Undefined/Unknown |
|---|---|
| Pages (from-to) | 153-160 |
| Number of pages | 8 |
| Journal | Research in Computing Science |
| Volume | 117 |
| Publication status | Published - 2016 |
Cite this
Initial Experiments on Russian to Kazakh SMT. / Myrzakhmetov, Bagdat; Makazhanov, Aibek.
In: Research in Computing Science, Vol. 117, 2016, p. 153-160.Research output: Contribution to journal › Article
}
TY - JOUR
T1 - Initial Experiments on Russian to Kazakh SMT
AU - Myrzakhmetov, Bagdat
AU - Makazhanov, Aibek
PY - 2016
Y1 - 2016
N2 - We present our initial experiments on Russian to Kazakh phrase-based statistical machine translation. Following a common approach to SMT between morphologically rich languages, we employ morphological processing techniques. Namely, for our initial experiments, we perform source-side lemmatization. Given a rather humble-sized parallel corpus at hand, we also put some effort in data cleaning and investigate the impact of data quality vs. quantity trade off on the overall performance. Although our experiments mostly focus on source side preprocessing we achieve a substantial, statistically significant improvement over the baseline that operates on raw, unprocessed data.
AB - We present our initial experiments on Russian to Kazakh phrase-based statistical machine translation. Following a common approach to SMT between morphologically rich languages, we employ morphological processing techniques. Namely, for our initial experiments, we perform source-side lemmatization. Given a rather humble-sized parallel corpus at hand, we also put some effort in data cleaning and investigate the impact of data quality vs. quantity trade off on the overall performance. Although our experiments mostly focus on source side preprocessing we achieve a substantial, statistically significant improvement over the baseline that operates on raw, unprocessed data.
M3 - Article
VL - 117
SP - 153
EP - 160
JO - Research in Computing Science
JF - Research in Computing Science
ER -