The authors optimized a single endpoint serving a fixed mixture of four task families.
Adaptive routing helps one language model handle mixed request types
Adaptive-GEPA jointly learns a request router and specialist programs, outperforming single-program optimization on a four-family workload.
Big Tech
Tianyu Chen · Yasi Zhang · Ruiyi Wang · Xinran Zhao · Taoran Li · Mingyuan Zhou
University of Texas at Austin · University of California, Los Angeles · University of California, San Diego · Carnegie Mellon University · Shenzhen Institutes of Advanced Technology
Research Digest··2 min read
Chen et al.
Why this paper
From Microsoft and 5 others
In one line
Adaptive-GEPA learns a router and specialist programs to handle heterogeneous requests, outperforming single-program optimization.
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