In response to the questions raised in the introduction, firstly, the results for the known constituent condition (F 1 of 90.56 and 89.07 for textbook data and news data respectively) have shown that even if we do not use parse-dependent features such as governing category and parse tree path, results are not particularly affected.
lexical features are already very useful as long as the constituent boundaries are given.