Liuliu writeup of Borthwick et al.
From Cohen Courses
This is a review of Borthwick_1998_exploiting_diverse_knowledge_sources_via_maximum_entropy_in_named_entity_recognition by user:Liuliu.
This paper is about using maximum entropy model to do name entity recognition.
I like
- The use of maximum entropy model in solving this problem was new at that time.
- They had a comprehensive set of features.
- The use of maximum entropy model kept people from writing patterns by hand.
I don't like
- Although M.E. could automatically learn the weights of each feature once features are selected, how to select the original set of features is not trival.
- In fact feature selection is most of what the paper is about!