Extreme extraction: machine reading in a week

EMNLP, pp. 1437-1446, 2011.

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Keywords:
machine readingmanual rule writingempirical resultextreme extractionhybrid approachMore(6+)

Abstract:

We report on empirical results in extreme extraction. It is extreme in that (1) from receipt of the ontology specifying the target concepts and relations, development is limited to one week and that (2) relatively little training data is assumed. We are able to surpass human recall and achieve an F1 of 0.51 on a question-answering task wi...More

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