First, we follow Katiyar and Cardie (2016) which set aside 132 documents for development and used the remaining 350 documents for 10-fold CV.
in the 10-fold CV setting, the size of the tests sets is 3 times smaller than the dev set size ( Table 2, row 3), and, consequently, results in high-variance estimates on the test sets.