Jinwang Song, Hongying Zan, Haixin Liu, Yifan Li, Lulu Kong, Xiaoqing Cheng, Kunli Zhang, Min Peng. Optimizing LLMs for Personalized Emotional Support with Future Cues and Response Diversity. In Xian-Ling Mao, Zhaochun Ren, Muyun Yang, editors, Natural Language Processing and Chinese Computing - 14th National CCF Conference, NLPCC 2025, Urumqi, China, August 7-9, 2025, Proceedings, Part IV. Volume 16105 of Lecture Notes in Computer Science, pages 521-532, Springer, 2025. [doi]