purl.org/peter.turney
Word Sense Disambiguation - Applications
- Definition of Word Sense Disambiguation
- Many words have multiple senses. In the context of a given document,
typically only one or two of the possible senses of a word are appropriate.
Automatic word sense disambiguation is the task of automatically
determing the intended sense of a word, based on its surrounding context.
- Machine Translation
- Ambiguity is a major cause of errors in machine translation. A classic
illustration of the problem is the machine translation of the phrase
"The spirit is willing, but the flesh is weak" from English, to another
language, and then back:
- The translation errors stem from the ambiguous words, "spirit", "willing",
and "flesh".
- Information Retrieval
- Words with multiple senses are problematic for information retrieval.
Word sense disambiguation could make search engines more precise.
- Information Extraction
- The task of information extraction is to find specific information
in a given document, such as the name of a commercial product.
Ambiguous words can be confusing to information extraction algorithms.
Updated: February 3, 2007.