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ResearchFormerly WizWand

Reasoning on GPQA-D

59.47AccuracyT3S
0.221215.603130.98546.3669Jun 30, 2025Aug 21, 2025Oct 12, 2025Dec 4, 2025Jan 25, 2026Mar 18, 2026May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
T3SDataset=BOBA-200, Teacher Model=DeepSeek-R1, Student Model=Qwen3-8B2026.0159.47
T3SDataset=S1K-200, Teacher Model=DeepSeek-R1, Student Model=Qwen3-8B2026.0158.59
T3SDataset=S1K-200, Teacher Model=QWQ, Student Model=Qwen3-8B2026.0158.59
SFTDataset=BOBA-200, Teacher Model=QWQ, Student Model=Qwen3-8B2026.0158.33
SFTDataset=S1K-200, Teacher Model=DeepSeek-R1, Student Model=Qwen3-8B2026.0158.33
T3SDataset=BOBA-200, Teacher Model=QWQ, Student Model=Qwen3-8B2026.0158.21
BaseStudent Model=Qwen3-8B2026.0157.77
SFTDataset=S1K-200, Teacher Model=QWQ, Student Model=Qwen3-8B2026.0157.32
SFTDataset=BOBA-200, Teacher Model=DeepSeek-R1, Student Model=Qwen3-8B2026.0156.34
SPIRALFamily=DeepSeek-Distill-Qwen-7B Family, Game=Multi-Game2025.0649.6
DeepSeek-Distill-Qwen-7BFamily=DeepSeek-Distill-Qwen-7B Family2025.0648.6
R-Few (5%)Backbone=Qwen3-8B-Base, Methodology=R-Few, Supervision Ratio=5%2025.1246.5
General-ReasonerBackbone=Qwen3-4B-Base, Methodology=General-Reasoner, Supervision Ratio=232k WebInstruct2025.1242.9
General-ReasonerBackbone=Qwen3-8B-Base, Methodology=General-Reasoner, Supervision Ratio=232k WebInstruct2025.1242.9
R-ZeroBackbone=Qwen3-8B-Base, Methodology=R-Zero, Supervision Ratio=None2025.1240.5
R-Few (1%)Backbone=Qwen3-8B-Base, Methodology=R-Few, Supervision Ratio=1%2025.1240.4
SPIRALFamily=Qwen3-4B-Base Family, Game=Multi-Game2025.0640.1
R-Few (5%)Backbone=Qwen3-4B-Base, Methodology=R-Few, Supervision Ratio=5%2025.1239.9
GCWMModel Scale=Qwen3-14B2026.0539.9
SPICEBackbone=Qwen3-4B-Base, Methodology=SPICE, Supervision Ratio=None2025.1239.4
SPICEBackbone=Qwen3-8B-Base, Methodology=SPICE, Supervision Ratio=None2025.1239.4
GCWMModel Scale=Qwen3-8B2026.0538.8
TIESModel Scale=Qwen3-8B2026.0538.4
TIESModel Scale=Qwen3-14B2026.0536.9
Absolute ZeroBackbone=Qwen3-8B-Base, Methodology=Absolute Zero, Supervision Ratio=None2025.1236.8
R-ZeroBackbone=Qwen3-4B-Base, Methodology=R-Zero, Supervision Ratio=None2025.1236.4
TAModel Scale=Qwen3-14B2026.0536.4
R-Few (1%)Backbone=Qwen3-4B-Base, Methodology=R-Few, Supervision Ratio=1%2025.1235.4
GCWMModel Scale=Qwen3-4B2026.0535.4
Absolute ZeroBackbone=Qwen3-4B-Base, Methodology=Absolute Zero, Supervision Ratio=None2025.1235.3
Base ModelBackbone=Qwen3-8B-Base, Methodology=Base, Supervision Ratio=None2025.1233.3
TIESModel Scale=Qwen3-4B2026.0532.8
TAModel Scale=Qwen3-4B2026.0532.3
TIESModel Scale=Qwen3-1.7B2026.0531.3
TAModel Scale=Qwen3-8B2026.0531.3
Qwen3-4B-BaseFamily=Qwen3-4B-Base Family2025.0630.6
DAREModel Scale=Qwen3-4B2026.0526.8
Base ModelBackbone=Qwen3-4B-Base, Methodology=Base, Supervision Ratio=None2025.1226.3
GCWMModel Scale=Qwen3-1.7B2026.0526.3
TAModel Scale=Qwen3-0.6B2026.0524.8
GCWMModel Scale=Qwen3-0.6B2026.0523.2
TIESModel Scale=Qwen3-0.6B2026.0522.7
TAModel Scale=Qwen3-1.7B2026.0521.7
DAREModel Scale=Qwen3-1.7B2026.0519.2
IOA (Ours)Model=Qwen2.5-7B2026.0217.08
SuperCorrectModel=Qwen2.5-7B2026.0215.05
POCLModel=Qwen2.5-7B2026.0213.79
GKDModel=Qwen2.5-7B2026.0213.73
DistiLLM-2Model=Qwen2.5-7B2026.0213.47
ABKDModel=Qwen2.5-7B2026.0212.99
DAREModel Scale=Qwen3-14B2026.057.1
DAREModel Scale=Qwen3-0.6B2026.055.6
DAREModel Scale=Qwen3-8B2026.052.5