It has been shown that Conditional Random Fields (CRF) (Lafferty et al., 2001) achieve higher performance on many NLP tasks, such as NER, but on the other hand they are computionally more complex than an ME classifier making them also impractical for the interactive AL process.
in our committee we employ ME classifiers to meet requirement 1 (fast selection time cycles).