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Multi-domain reasoning on BBH

87.39AccuracyALRR
30.897245.563660.2374.8964May 14, 2026May 17, 2026May 21, 2026May 24, 2026May 28, 2026May 31, 2026Jun 4, 2026

Evaluation results

MethodLinks
ALRRModel=Qwen3-4B2026.0687.39
ALRR+ERSSModel=Qwen3-4B2026.0687.29
LRSModel=Qwen3-4B2026.0687.2
ERSSModel=Qwen3-4B2026.0687.18
ALRR+LRSModel=Qwen3-4B2026.0687.17
phi-balancingModel=Moonlight-16B-A3B-Instruct2026.0585.74
LRSModel=Phi-42026.0685.61
ALRRModel=Phi-42026.0685.56
ERSS+LRSModel=Qwen3-4B2026.0684.81
BaselineModel=Qwen3-4B2026.0684.78
BaselineModel=Phi-42026.0684.73
ERSSModel=Phi-42026.0684.67
ST-MoEModel=Moonlight-16B-A3B-Instruct2026.0582
ERSSModel=Gemma3-12B-it2026.0677.38
ALRRModel=Gemma3-12B-it2026.0677.19
LRSModel=Gemma3-12B-it2026.0676.79
BaselineModel=Gemma3-12B-it2026.0676.74
LRSModel=R1-Distilled-LLaMA-8B2026.0674.14
phi-balancingModel=DeepSeek-MoE-Chat2026.0573.92
ERSSModel=Phi-4-Reasoning2026.0673.91
ALRRModel=R1-Distilled-LLaMA-8B2026.0672.53
ALRR+ERSSModel=R1-Distilled-LLaMA-8B2026.0672.03
ALRR+LRSModel=R1-Distilled-LLaMA-8B2026.0672.03
ALRRModel=Phi-4-Reasoning2026.0671.69
LRSModel=Phi-4-Reasoning2026.0671.27
BaselineModel=Phi-4-Reasoning2026.0671.23
ERSSModel=R1-Distilled-LLaMA-8B2026.0670.9
BaselineModel=R1-Distilled-LLaMA-8B2026.0670.48
ALRRModel=Gemma3-4B-it2026.0669.92
ST-MoEModel=DeepSeek-MoE-Chat2026.0569.86
ERSSModel=Gemma3-4B-it2026.0669.67
LRSModel=Gemma3-4B-it2026.0669.52
ERSS+LRSModel=R1-Distilled-LLaMA-8B2026.0669.44
BaselineModel=Gemma3-4B-it2026.0669.03
phi-balancingModel=DeepSeek-V2-Lite2026.0561.98
Frozen checkpointModel=Moonlight-16B-A3B-Instruct2026.0559.1
ST-MoEModel=DeepSeek-V2-Lite2026.0557.34
Frozen checkpointModel=DeepSeek-V2-Lite2026.0535.42
Frozen checkpointModel=DeepSeek-MoE-Chat2026.0533.07