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Scientific Reasoning on HLE

612pass@1Dr.SCI-4B-think
71.2211.6352492.4Feb 9, 2026

Evaluation results

MethodLinks
Dr.SCI-4B-thinkModel Category=Thinking Models, Thinking Mode=true, Model Scale=4B2026.02612—
o1-miniModel Category=Thinking Models, Thinking Mode=true2026.02568—
R1-0528-Qwen3-8BModel Category=Thinking Models, Thinking Mode=true, Model Scale=8B2026.02556—
R1-Distill-Qwen-32BModel Category=Thinking Models, Thinking Mode=true, Model Scale=32B2026.02536—
Dr.SCI-4B-instructModel Category=Instruct Models, Model Scale=4B2026.02536—
QwQ-32BModel Category=Thinking Models, Thinking Mode=true, Model Scale=32B2026.02484—
Qwen3-8B-MegaScienceModel Category=Instruct Models, Model Scale=8B, Method Variant=MegaScience2026.02472—
General-Reasoner-Qw3-14BModel Category=Instruct Models, Model Scale=14B2026.02468—
Qwen3-14B-MegaScienceModel Category=Instruct Models, Model Scale=14B, Method Variant=MegaScience2026.02464—
Qwen3-4B thinkingModel Category=Thinking Models, Thinking Mode=true, Model Scale=4B2026.02452—
Qwen3-4B non-thinkingModel Category=Instruct Models, Thinking Mode=false, Model Scale=4B2026.02444—
Qwen3-8B-VeriFreeModel Category=Instruct Models, Model Scale=8B, Method Variant=VeriFree2026.02436—
General-Reasoner-4BModel Category=Instruct Models, Model Scale=4B2026.02432—
Qwen3-4B-MegaScienceModel Category=Instruct Models, Model Scale=4B, Method Variant=MegaScience2026.02412—
Qwen3-4B-VeriFreeModel Category=Instruct Models, Model Scale=4B, Method Variant=VeriFree2026.02404—
GPT-4oModel Category=Instruct Models2026.02348—
Qwen3-4B-BaseModel Category=Base, Model Scale=4B2026.0292—