[PDF][PDF] Accelerated DP based search for statistical translation.
Eurospeech, 1997•isca-archive.org
In this paper, we describe a fast search algorithm for statistical translation based on dynamic
programming (DP) and present experimental results. The approach is based on the
assumption that the word alignment is monotone with respect to the word order in both
languages. To reduce the search e ort for this approach, we introduce two methods: an
acceleration technique to e ciently compute the dynamic programming recursion equation
and a beam search strategy as used in speech recognition. The experimental tests carried …
programming (DP) and present experimental results. The approach is based on the
assumption that the word alignment is monotone with respect to the word order in both
languages. To reduce the search e ort for this approach, we introduce two methods: an
acceleration technique to e ciently compute the dynamic programming recursion equation
and a beam search strategy as used in speech recognition. The experimental tests carried …
Abstract
In this paper, we describe a fast search algorithm for statistical translation based on dynamic programming (DP) and present experimental results. The approach is based on the assumption that the word alignment is monotone with respect to the word order in both languages. To reduce the search e ort for this approach, we introduce two methods: an acceleration technique to e ciently compute the dynamic programming recursion equation and a beam search strategy as used in speech recognition. The experimental tests carried out on the Verbmobil corpus showed that the search space, measured by the number of translation hypotheses, is reduced by a factor of about 230 without a ecting the translation performance.
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