视频生成背后：Kling 对多模态理解的观察与洞见

Video generation has progressed from isolated clips to coherent short-form audiovisual sequences, and the bottleneck is shifting from rendering to semantic control. This report summarizes the observations and insights on multimodal understanding gained from successive generations of Kling. We argue that generation qual

阅读原文 · Kling Team, Dong Chen, Jialu Chen, Xinlong Chen, Yifan Dai, Haotian Dong, Binzong Geng, Yushuo Guan, Minghui Guo, Guanlin He, Guanxiao He, Jingyun Hua, Yanwei Huang, Yiyan Ji, Xueping Jia, Yizhuo Jia, Bozhou Li, Jiaze Li, Min Li, Shihao Li, Shujie Li, Shengyi Liao, Weihong Lin, Shiyuan Liu, Xinyu Liu, Siyang Mao, Xiaoru Qu, Dianmo Sheng, Yang Shi, Jiafu Tang, Longxiang Tang, Yuqi Tang, Chengzhuo Tong, Kuo Wang, Qixun Wang, Rui Wang, Tianduo Wang, Yuran Wang, Zekun Wang, Zihao Wang, Boyang Xia, Yifan Xu, Liu Yang, Zhenlong Yuan, Bohan Zeng, Mujin Zhang, Yuanxing Zhang, Zhicheng Zhang, Zhuoran Zhang, Yuanhong Zheng, Kun Gai, Chengru Song, Pengfei Wan