A confusion network (sometimes called a word confusion network or informally known as a sausage) is a
natural language processing
Natural language processing (NLP) is an interdisciplinary subfield of linguistics, computer science, and artificial intelligence concerned with the interactions between computers and human language, in particular how to program computers to proc ...
method that combines outputs from multiple
automatic speech recognition or
machine translation
Machine translation, sometimes referred to by the abbreviation MT (not to be confused with computer-aided translation, machine-aided human translation or interactive translation), is a sub-field of computational linguistics that investigates t ...
systems. Confusion networks are simple linear
directed acyclic graphs with the property that each a path from the start node to the end node goes through all the other nodes. The set of words represented by edges between two nodes is called a confusion set. In machine translation, the defining characteristic of confusion networks is that they allow multiple ambiguous inputs, deferring committal translation decisions until later stages of processing. This approach is used in the
open source
Open source is source code that is made freely available for possible modification and redistribution. Products include permission to use the source code, design documents, or content of the product. The open-source model is a decentralized sof ...
machine translation
Machine translation, sometimes referred to by the abbreviation MT (not to be confused with computer-aided translation, machine-aided human translation or interactive translation), is a sub-field of computational linguistics that investigates t ...
software
Moses and the
proprietary translation API in
IBM Bluemix Watson
Watson may refer to:
Companies
* Actavis, a pharmaceutical company formerly known as Watson Pharmaceuticals
* A.S. Watson Group, retail division of Hutchison Whampoa
* Thomas J. Watson Research Center, IBM research center
* Watson Systems, make ...
.
References
Machine translation
Natural language and computing
Natural language processing
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