For the English data, NEs are limited to those beginning with English characters and consisting of only English characters and some specific symbols ( .− :, !#).
in this section, we design collaborative learning mechanism, which contains inter-class and intraclass scoring criteria, to better control the quality of the patterns and NE instances bootstrapped in iterations.