Recently, a joint model (Zhang et al., 2019b) was proposed to connect the contextual information and human-designed features together for pronoun coreference resolution task (with gold mention support) and achieved the state-of-the-art performance.
their model still requires the complex features designed by experts, which is expensive and difficult to acquire, and requires the support of the gold mentions.