Janus is a Service-Engine co-designed multi-model serving system built around dual-timescale scheduling that maintains 0.97-1.0 SLO attainment, versus 0.80-0.92 for the strongest baseline, while using 13,440 device-hours/day, 27% less than static Serverless-LLM.
Tian-Bao Zhou, Yi Wang, Yu Zhou et al.· Proceedings of the ACM SIGOP...· 1 citation
The first fully automated framework that synthesizes high-quality, proof-centric benchmarks from natural language mathematical corpora and a new type of hybrid-formatted questions, named ``$m$-out-of-$n$ multiple judge questions'', specifically designed to enable robust, automatic evaluation while being resilient to gu...
Ye-Bo Peng, Zixiang Liu, Yao-Ming Li et al.· arXiv.org· 1 citation
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.