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Reasoning on ARC Challenge (Accuracy, Cost, Latency)

96.8AccuracyOracle
48.75261.22673.786.174Jan 26, 2026

Evaluation results

MethodLinks
OracleType=Single LLM with Routing2026.0196.8——
Gemma-2-9B-itType=Single LLM2026.0190.2——
SMoAType=Multi-LLMs2026.0189.40.4710.45
RouteMoAType=Ours2026.0188.20.289.73
RouterDCType=Single LLM with Routing2026.0187.3——
MoAType=Multi-LLMs2026.01872.2712.05
Qwen2.5-Coder-7B-InstructType=Single LLM2026.0185.5——
Ministral-8B-Instruct-2410Type=Single LLM2026.0185.3——
RouteLLMType=Single LLM with Routing2026.0184.8——
Bio-Medical-Llama-3-8BType=Single LLM2026.0175.1——
Qwen2.5-Math-7B-InstructType=Single LLM2026.0150.6——