Machine Learning
Assigning function tags to parsed text
NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
The necessity of parsing for predicate argument recognition
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Automatic labeling of semantic roles
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
The Penn Treebank: annotating predicate argument structure
HLT '94 Proceedings of the workshop on Human Language Technology
Automatic discovery of manner relations and its applications
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
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The discovery of semantic relations from text becomes increasingly important for applications such as Question Answering, Information Extraction, Summarization, Text Understanding and others. This paper presents a method for the automatic discovery of manner relations using a Naive Bayes learning algorithm. The method was tested on the UPenn Treebank2 corpus, and the targeted manner relations were detected with a precision of 64.44% and a recall of 68.67%.