On May 17, 2019, the Legislative Yuan approved the same-sex marriage bill, Chen supported it by writing "The Executive Yuan has courageously assumed its responsibility, exercised its utmost wisdom and patience, and continuously communicated and coordinated with the pro and con sides in an effort to reduce social disagreements, proposing a bill that is consistent with the conclusion of the Justice's interpretation of the Constitution and responsive to the majority opinion of the referendum. In the face of the tensions between the pro and con sides, the legislators still uphold the democratic spirit of accommodating diverse opinions and complete the legislative work of the bill smoothly".