TY - JOUR
T1 - MT model space
T2 - Statistical versus compositional versus example-based machine translation
AU - Wu, Dekai
PY - 2005/12
Y1 - 2005/12
N2 - We offer a perspective on EBMT from a statistical MT standpoint, by developing a three-dimensional MT model space based on three pairs of definitions: (1) logical versus statistical MT, (2) schema-based versus example-based MT, and (3) lexical versus compositional MT. Within this space we consider the interplay of three key ideas in the evolution of transfer, example-based, and statistical approaches to MT. We depict how all translation models face these issues in one way or another, regardless of the school of thought, and suggest where the real questions for the future may lie.
AB - We offer a perspective on EBMT from a statistical MT standpoint, by developing a three-dimensional MT model space based on three pairs of definitions: (1) logical versus statistical MT, (2) schema-based versus example-based MT, and (3) lexical versus compositional MT. Within this space we consider the interplay of three key ideas in the evolution of transfer, example-based, and statistical approaches to MT. We depict how all translation models face these issues in one way or another, regardless of the school of thought, and suggest where the real questions for the future may lie.
KW - Compositional MT
KW - Example-based MT
KW - Statistical MT
UR - https://www.webofscience.com/wos/woscc/full-record/WOS:000434542100003
UR - https://openalex.org/W2107788745
UR - https://www.scopus.com/pages/publications/33847261595
U2 - 10.1007/s10590-006-9009-3
DO - 10.1007/s10590-006-9009-3
M3 - Journal Article
SN - 0922-6567
VL - 19
SP - 213
EP - 227
JO - Machine Translation
JF - Machine Translation
IS - 3-4
ER -