Latent Semantic Planning for Video Diffusion
Chenchen Liu*, Junyi Chen*, Lei Li*, Lu Chi*,§, Mingzhen Sun*, Zhuoying Li*, Yi Fu, Ruoyu Guo, Yiheng Wu, Ge Bai, Zehuan Yuan✉
* Equal contribution ✉ Corresponding author § Project lead
Bernini is a unified framework for video generation and editing that combines an MLLM-based semantic planner with a DiT-based renderer.
On video editing, Bernini reaches the first tier among leading closed-source
commercial models. The leaderboard below comes from our self-built arena
platform, where human annotators blindly vote on paired edits and the votes are
aggregated into a Bradley-Terry score and a pairwise win-rate matrix.
1@article{bernini,
2 title = {Bernini: Latent Semantic Planning for Video Diffusion},
3 author = {Chenchen Liu and Junyi Chen and Lei Li and Lu Chi and Mingzhen Sun and Zhuoying Li and Yi Fu and Ruoyu Guo and Yiheng Wu and Ge Bai and Zehuan Yuan},
4 journal = {arXiv preprint arXiv:2605.22344},
5 year = {2026}
6}
We thank the authors and communities of these projects for their contributions.
Apache License 2.0. See LICENSE.
