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Prompt Token Efficiency on IFBench

2,438Max System Prompt Token LengthMIPROv2
219.68795.591,371.51,947.41May 27, 2026

Evaluation results

MethodLinks
MIPROv2Backbone=Qwen3-8B, Codebook size (K)=162026.052,438——
GEPABackbone=Qwen3-8B, Codebook size (K)=162026.05381——
PCOBackbone=Qwen3-8B, Codebook size (K)=162026.0532586.77.5
GEPA+MergeBackbone=Qwen3-8B, Codebook size (K)=162026.05305——