Emotional Support Conversation (ESConv) aims to reduce help-seekers’ emotional distress with a supportive strategy and response. It is essential for the supporter select an appropriate according feedback of help-seeker (e.g., emotion change during dialog turns, etc.) in ESConv. However, previous methods mainly rely on history ignore help-seeker’s feedback, causing wrong user-irrelevant predicti...