With raised eyebrows or the eyebrows raised ? A Neural Network Approach to Grammar Checking for Definiteness
<|reference_start|>With raised eyebrows or the eyebrows raised ? A Neural Network Approach to Grammar Checking for Definiteness: 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.<|reference_end|>
@article{scheler1996with,
    title={With raised eyebrows or the eyebrows raised ? A Neural Network Approach
  to Grammar Checking for Definiteness},
    author={Gabriele Scheler (Institut fur Informatik, TU Munchen)},
    journal={arXiv preprint arXiv:cmp-lg/9606017},
    year={1996},
    number={FKI-215-96},
    archivePrefix={arXiv},
    eprint={cmp-lg/9606017},
    primaryClass={cmp-lg cs.CL}
}