We have shown that domain adaptation of both, a rule-based system and a Deep Learning based system, yields substantial improvements to coreference resolution on a target domain (in our case fairy tales). The evaluation also opens possibilities for further combination of the results of the rule-based system and the Deep Learning based system, which we leave for further work.