RouterArena: An Open Platform for Comprehensive Comparison of LLM Routers
Yifan Lu, Rixin Liu, Jiayi Yuan, Xingqi Cui, Shenrun Zhang, Hongyi Liu, Jiarong Xing
摘要
Today's LLM ecosystem comprises a wide spectrum of models that differ in size, capability, and cost. No single model is optimal for all scenarios; hence, LLM routers have become essential for selecting the most appropriate model under varying circumstances. However, the rapid emergence of various routers has led to fragmented evaluation practices and inconsistent metrics, making it difficult to systematically assess progress in this space. To address this problem, we need a comprehensive router comparison and a standardized leaderboard, similar to those available for models. In this work, we introduce RouterArena, the first open platform enabling comprehensive comparison of LLM routers. RouterArena has (1) a principally constructed dataset with broad knowledge domain coverage, (2) distinguishable difficulty levels for each domain, (3) an extensive list of evaluation metrics, and (4) an automated framework for evaluation and leaderboard updates. Leveraging this framework, we have produced the initial leaderboard with detailed metrics comparison. Figure1 provides a preview of the leaderboard. The complete framework and the latest router leaderboard are publicly available at https://routeworks.github.io/
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引用它的顶会 Paper3
- R2-Router: A New Paradigm for LLM Routing with ReasoningJiaqi Xue, Qian Lou, Jiarong Xing, Heng HuangICML 2026 · 被引用 12 次
- VL-RouterBench: A Benchmark for Vision–Language Model RoutingZhehao Huang, Baijiong Lin, Jingyuan Zhang, Jingying Wang 等CVPR 2026 · 被引用 6 次
- Route to Rome Attack: Directing LLM Routers to Expensive Models via Adversarial Suffix OptimizationHaochun Tang, Yuliang Yan, Jiahua Lu, Huaxiao Liu 等ACL 2026 · 被引用 3 次
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- RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language ModelsShuhao Chen, Weisen Jiang, Baijiong Lin, James T. Kwok 等NeurIPS 2024 · 被引用 113 次
- Universal Model Routing for Efficient LLM InferenceWittawat Jitkrittum, Harikrishna Narasimhan, Ankit Singh Rawat, Jeevesh Juneja 等ICLR 2026 · 被引用 99 次
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