Learning Methods for Combining Linguistic Indicators to Classify Verbs

Details Learning Methods for Combining Linguistic Indicators to Classify Verbs Learning Methods for Combining Linguistic Indicators to Classify Verbs

1997-09-12

arxiv.org/abs/cmp-lg/9709002v2

Computer Science

Computation and Language

7 pages, Latex, in the Proceedings of the Second Conference on Empirical Methods in Natural Language Processing, Providence, R

Scientific paper

Fourteen linguistically-motivated numerical indicators are evaluated for their ability to categorize verbs as either states or events. The values for each indicator are computed automatically across a corpus of text. To improve classification performance, machine learning techniques are employed to combine multiple indicators. Three machine learning methods are compared for this task: decision tree induction, a genetic algorithm, and log-linear regression.

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