With raised eyebrows or the eyebrows raised ? A Neural Network Approach to Grammar Checking for Definiteness

Details With raised eyebrows or the eyebrows raised ? A Neural Network Approach to Grammar Checking for Definiteness With raised eyebrows or the eyebrows raised ? A Neural Network Approach to Grammar Checking for Definiteness

1996-06-14

arxiv.org/abs/cmp-lg/9606017v1

Computer Science

Computation and Language

14 pages

Scientific paper

In this paper, we use a feature model of the semantics of plural determiners to present an approach to grammar checking for definiteness. Using neural network techniques, a semantics -- morphological category mapping was learned. We then applied a textual encoding technique to the 125 occurences of the relevant category in a 10 000 word narrative text and learned a surface -- semantics mapping. By applying the learned generation function to the newly generated representations, we achieved a correct category assignment in many cases (87 %). These results are considerably better than a direct surface categorization approach (54 %), with a baseline (always guessing the dominant category) of 60 %. It is discussed, how these results could be used in multilingual NLP applications.

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