Beyond Gemini-3-Pro: Revisiting LLM Routing and Aggregation at Scale
Shengji Tang · Weihao Lin · Peng Ye · Jingqi Ye · Hao Li · Yiqun Zhang · Xiaosong Wang · Bo Zhang · Shuyue Hu · Tao Chen · LEI BAI · Wanli Ouyang
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Shengji Tang · Weihao Lin · Peng Ye · Jingqi Ye · Hao Li · Yiqun Zhang · Xiaosong Wang · Bo Zhang · Shuyue Hu · Tao Chen · LEI BAI · Wanli Ouyang
Shengji Tang · Jianjian Cao · Weihao Lin · Jiale Hong · Bo Zhang · Shuyue Hu · LEI BAI · Tao Chen · Wanli Ouyang · Peng Ye
Existing multi-LLM collaboration systems often encounter scalability challenges when integrating new LLMs and tasks, leading to suboptimal performance. To address this, we propose SMCS, a Scalable Multi-LLM Collaboration System designed to effectively coordinate multiple open-source LLMs. The sys...
Hao Li · Yiqun Zhang · Zhaoyan Guo · Chenxu Wang · Shengji Tang · Qiaosheng Zhang · Yang Chen · Biqing Qi · Peng Ye · LEI BAI · Zhen Wang · Shuyue Hu
Large language model (LLM) routing assigns each query to the most suitable model from an ensemble. We introduce LLMRouterBench, a large-scale benchmark and unified framework for LLM routing. It comprises over 400K instances from 21 datasets and 33 models. Moreover, it provides comprehensive metri...