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Knowledge on ARC Easy

99.54ARC-E ScoreDeepSeek-R1-Distill-Qwen-32B (Reasoning)
28.66447.064565.46583.8655Jan 9, 2026Jan 15, 2026Jan 21, 2026Jan 27, 2026Feb 2, 2026Feb 8, 2026Feb 14, 2026

Evaluation results

MethodLinks
DeepSeek-R1-Distill-Qwen-32B (Reasoning)Model Family=Qwen2.5-32B2026.0199.54
DeepSeek-R1-Distill-Qwen-14B (Reasoning)Model Family=Qwen2.5-14B2026.0199.5
Qwen2.5-32B-Instruct (Safety)Model Family=Qwen2.5-32B2026.0198.94
ReasonAnyModel Family=Qwen2.5-32B2026.0198.75
TIESModel Family=Qwen2.5-32B2026.0198.59
DAREModel Family=Qwen2.5-32B2026.0198.59
FuseLLMModel Family=Qwen2.5-32B2026.0198.59
FuseLLMModel Family=Qwen2.5-14B2026.0197.71
ReasonAnyModel Family=Qwen2.5-14B2026.0197.71
Task ArithmeticModel Family=Qwen2.5-14B2026.0197.53
LinearModel Family=Qwen2.5-32B2026.0197.45
LinearModel Family=Qwen2.5-14B2026.0197.35
Task ArithmeticModel Family=Qwen2.5-32B2026.0197.22
Qwen2.5-14B-Instruct (Safety)Model Family=Qwen2.5-14B2026.0197.18
LEDModel Family=Qwen2.5-14B2026.0197.18
LEDModel Family=Qwen2.5-32B2026.0196.88
TIESModel Family=Qwen2.5-14B2026.0196.83
DAREModel Family=Qwen2.5-14B2026.0191.53
Task ArithmeticMerging Protocol=Task Arithmetic2026.0190.3
LEDMerging Protocol=LED2026.0189.77
ReasonAnyMerging Protocol=ReasonAny2026.0189.77
Qwen3-1.7B-ALLMEMModel Size=1.7B, Architecture=ALLMEM, Sliding window length=2048, Attention sinks=128, Few-shot setting=0-shot, Max tokens=327682026.0284.7
Qwen3-1.7BModel Size=1.7B, Architecture=Standard, Few-shot setting=0-shot, Max tokens=327682026.0284.5
ReasoningBase Model=Llama-3.1-8B2026.0183.95
DAREMerging Protocol=DARE2026.0177.78
FuseLLMMerging Protocol=FuseLLM2026.0174.78
TIESMerging Protocol=TIES2026.0170.37
Qwen3-0.6B-ALLMEMModel Size=0.6B, Architecture=ALLMEM, Sliding window length=2048, Attention sinks=128, Few-shot setting=0-shot, Max tokens=327682026.0270.2
Qwen3-0.6BModel Size=0.6B, Architecture=Standard, Few-shot setting=0-shot, Max tokens=327682026.0270
SafetyBase Model=Llama-3.1-8B2026.0140.74
LinearMerging Protocol=Linear2026.0131.39