מיכאל אלחדד

אקדמי בכיר

Noun Phrase chunking in Hebrew influence of lexical and morphological features

Yoav Goldberg, Meni Adler, Michael Elhadad

We present a method for Noun Phrase chunking in Hebrew. We show that the traditional definition of base-NPs as nonrecursive noun phrases does not apply in Hebrew, and propose an alternative definition of Simple NPs. We review syntactic properties of Hebrew related to noun phrases, which indicate that the task of Hebrew SimpleNP chunking is harder than base-NP chunking in English. As a confirmation, we apply methods known to work well for English to Hebrew data. These methods give low results (F from 76 to 86) in Hebrew. We then discuss our method, which applies SVM induction over lexical and morphological features. Morphological features improve the average precision by ∼0.5%, recall by ∼1%, and F-measure by ∼0.75, resulting in a system with average performance of 93% precision, 93.4% recall and 93.2 Fmeasure.*

שפת פרסום אנגלית
דפים 689-696
סטטוס פרסום פורסם - 01.12.2006

ASJC Scopus subject areas

Language and Linguistics
Linguistics and Language
קבצים וקישורים אחרים
Link to publication in Scopus