C4.5: programs for machine learning
C4.5: programs for machine learning
An algorithm for pronominal anaphora resolution
Computational Linguistics
A non-projective dependency parser
ANLC '97 Proceedings of the fifth conference on Applied natural language processing
Cue phrase classification using machine learning
Journal of Artificial Intelligence Research
Enhancing Preference-Based Anaphora Resolution with Genetic Algorithms
NLP '00 Proceedings of the Second International Conference on Natural Language Processing
Automatic Recognition of the Function of Singular Neuter Pronouns in Texts and Spoken Data
DAARC '09 Proceedings of the 7th Discourse Anaphora and Anaphor Resolution Colloquium on Anaphora Processing and Applications
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The pronoun it is noted to be used in a variety of nonnominal ways. The identification of non-nominal pronouns is important in information retrieval, machine translation and automatic summarisation. Given that previous work has only tackled a subset of those non-nominal uses, a machine learning method for identification of all instances of non-nominal it is presented. The machine learning method is compared with a rule-based approach. The performance of each implementation is evaluated. The construction of an annotated corpus and training data are also described.