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Chunyang Li

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Conference Open access 2026

InferenceDynamics: Adaptive LLM Routing through Structured Capability and Knowledge Profiling

This work proposes InferenceDynamics, a flexible and scalable multi-dimensional routing framework by modeling the capability and knowledge of models, and demonstrates its effectiveness and generalizability in group-level routing using modern benchmarks including MMLU-Pro, GPQA, BigGen-Bench, and LiveBench.

Haochen Shi, Tianshi ZHENG, Weiqi Wang et al. · 0 citations