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Knowledge Reasoning on GPQA

67.3AccuracyLLaDA-2.1-flash
24.81635.845546.87557.9045Dec 29, 2025Jan 24, 2026Feb 19, 2026Mar 17, 2026Apr 12, 2026May 8, 2026Jun 4, 2026

Evaluation results

MethodLinks
LLaDA-2.1-flashParams=100B2026.0467.3
Qwen3Params=32B2026.0465
LLaDA-2.0-flashParams=100B2026.0462.3
I-DLMParams=32B, Decoding=ISD (N=4, sampling)2026.0458.7
ERSSModel=Phi-4-Reasoning2026.0656.7
EASDTM=32B, DM=7B2025.1255.55
LRSModel=Phi-4-Reasoning2026.0655.47
Qwen3Params=8B2026.0455.4
ERSSModel=R1-Distilled-LLaMA-8B2026.0655.13
I-DLMParams=8B, Decoding=ISD (N=4, sampling)2026.0454.9
ALRRModel=Phi-4-Reasoning2026.0654.69
LRSModel=R1-Distilled-LLaMA-8B2026.0654.68
BaselineModel=Phi-4-Reasoning2026.0653.79
LLaDA-2.1-miniParams=16B2026.0453.3
ALRR+ERSSModel=R1-Distilled-LLaMA-8B2026.0653.12
ALRRModel=R1-Distilled-LLaMA-8B2026.0652.23
ALRR+LRSModel=R1-Distilled-LLaMA-8B2026.0652.12
EASDTM=72B, DM=7B2025.1252.02
ALRRModel=Qwen3-4B2026.0651.55
ERSSModel=Qwen3-4B2026.0651.33
ALRR+ERSSModel=Qwen3-4B2026.0650.54
RSDTM=32B, DM=7B, PRM=1.5B2025.1250.5
SDTM=72B, DM=7B2025.1250.5
BaselineModel=R1-Distilled-LLaMA-8B2026.0650.45
BaselineModel=Qwen3-4B2026.0650.22
LRSModel=Qwen3-4B2026.0650.22
ERSSModel=Phi-42026.0649.55
SDTM=32B, DM=7B2025.1249.49
ALRR+LRSModel=Qwen3-4B2026.0649.41
ALRRModel=Phi-42026.0649.11
LRSModel=Phi-42026.0648.55
BaselineModel=Phi-42026.0648.21
ERSS+LRSModel=R1-Distilled-LLaMA-8B2026.0648.21
RSDTM=72B, DM=7B, PRM=1.5B2025.1247.48
Single ModelTM=72B2025.1246.96
ERSS+LRSModel=Qwen3-4B2026.0646.88
Single ModelTM=32B2025.1245.96
Beam Search (N=16)DM=7B2025.1242.42
Majority Voting (N=16)DM=7B2025.1241.41
ERSSModel=Gemma3-12B-it2026.0638.62
Single ModelDM=7B2025.1236.36
ALRRModel=Gemma3-12B-it2026.0636.05
LRSModel=Gemma3-12B-it2026.0636.05
BaselineModel=Gemma3-12B-it2026.0633.26
LRSModel=Gemma3-4B-it2026.0627.23
ERSSModel=Gemma3-4B-it2026.0627.12
BaselineModel=Gemma3-4B-it2026.0626.67
ALRRModel=Gemma3-4B-it2026.0626.45