@article{briefprouniversalcontextcompressionwiths, title = {BRIEF-Pro: Universal Context Compression with Short-to-Long Synthesis for Fast and Accurate Multi-Hop Reasoning}, author = {Jia-Chen Gu and Junyi Zhang and Di Wu and Yuankai Li and Kai-Wei Chang and Nanyun Peng}, year = {2025}, eprint = {2510.13799}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.13799}, }