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Multiple Choice Question Answering on OpenBookQA 0-shot (test)

33.2AccuracyQwen1.5-MoE-A2.7B with training-free loop wrapper
31.53631.96832.432.832May 22, 2026

Evaluation results

MethodLinks
Qwen1.5-MoE-A2.7B with training-free loop wrapperModel=Qwen1.5-MoE-A2.7B, Evaluation Protocol=0-shot, Loop Setting=Loop (Ours), Backbone Architecture=MoE, Iteration Mode=layer-mode, Integration Recipe=3-stage Runge–Kutta2026.0533.21.6
Moonlight-16B-A3B with training-free loop wrapperModel=Moonlight-16B-A3B, Evaluation Protocol=0-shot, Loop Setting=Loop (Ours), Backbone Architecture=MoE, Iteration Mode=layer-mode, Integration Recipe=3-stage Runge–Kutta2026.0532.81.2
Qwen1.5-MoE-A2.7BModel=Qwen1.5-MoE-A2.7B, Evaluation Protocol=0-shot, Loop Setting=Base, Backbone Architecture=MoE2026.0531.6—
Moonlight-16B-A3BModel=Moonlight-16B-A3B, Evaluation Protocol=0-shot, Loop Setting=Base, Backbone Architecture=MoE2026.0531.6—