Inproceedings,

The Influence of Argument Structure on Semantic Role Assignment

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Proceedings of EMNLP 2004, page 103--110. Barcelona, Spain, (2004)

Abstract

We present a data and error analysis for semantic role labelling. In a first experiment, we build a generic statistical model for semantic role assignment in the FrameNet paradigm and show that there is a high variance in performance across frames. The main hypothesis of our paper is that this variance is to a large extent a result of differences in the underlying argument structure of the predicates in different frames. In a second experiment, we show that frame uniformity, which measures argument structure variation, correlates well with the performance figures, effectively explaining the variance.

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