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Reasoning on MMLU-Pro (Accuracy, Latency, and Relative Performance)

75.3MMLU-Pro AccuracyORCH
69.78871.21972.6574.081Feb 2, 2026

Evaluation results

MethodLinks
ORCHrouting=EMA-router2026.0275.319,645.719
ORCHrouting=EMA routing, consistency=K=2, m=12026.027489,46217.7
ORCHagents=3, routing=fixed route2026.0273.318,263.417.6
ORCH-1excluded_model=XAI, included_models=OpenAI + DeepSeek2026.027016,873.814