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Math Reasoning on MATH 500 (Accuracy)

95AccuracyOurs
10.34432.32254.376.278Apr 15, 2025Jun 25, 2025Sep 4, 2025Nov 14, 2025Jan 24, 2026Apr 5, 2026Jun 16, 2026
Updated 4mo ago

Evaluation results

MethodLinks
OursBackbone=Qwen3-MoE-30B-A3B, Sparsity=50%2026.0695
OursQBackbone=Qwen3-MoE-30B-A3B, Sparsity=25%, Quantization=4-bit2026.0694.5
BaselineBackbone=Qwen3-MoE-30B-A3B, Type=–2026.0692.8
EGLR-OracleLModel=Qwen2.5-Math-7B-Instruct2026.0688.2
EGLR-OracleLModel=Qwen2.5-7B-Instruct2026.0688
EGLR-OracleLModel=Qwen2.5-14B-Instruct2026.0686.2
EGLR-OracleLModel=Qwen2.5-Math-1.5B-Instruct2026.0684.4
EGLR-SCL (B = 10)Model=Qwen2.5-Math-7B-Instruct2026.0682.8
ORZModel=ORZ2025.0481.4
EGLR-OracleLModel=Qwen2.5-3B-Instruct2026.0681.2
EGLR (best L)Model=Qwen2.5-Math-7B-Instruct2026.0681.2
GreedyModel=Qwen2.5-Math-7B-Instruct2026.0681
EGLR-SCL (B = 10)Model=Qwen2.5-14B-Instruct2026.0679.8
NEMOTRON-CROSSTHINKCategory=Single Source, Blend=Bonly_mr2025.0478.6
NEMOTRON-CROSSTHINKCategory=Question Types, Blend=Bopen↑2025.0478.4
NEMOTRON-CROSSTHINKCategory=Question Types, Blend=Bmcq↑2025.0478
NEMOTRON-CROSSTHINKCategory=Data Usefulness, Blend=Bscore2025.0478
NEMOTRON-CROSSTHINKCategory=Data Source, Blend=Bmr↑2025.0477.8
EGLR-SCL (B = 10)Model=Qwen2.5-7B-Instruct2026.0677.8
NEMOTRON-CROSSTHINKCategory=Data Source, Blend=Bgpr↑2025.0477.6
EGLR (best L)Model=Qwen2.5-14B-Instruct2026.0677.4
NEMOTRON-CROSSTHINKBlend=Bnd2025.0477
GreedyModel=Qwen2.5-14B-Instruct2026.0677
EGLR (best L)Model=Qwen2.5-7B-Instruct2026.0675.2
EGLR-SCL (B = 10)Model=Qwen2.5-Math-1.5B-Instruct2026.0674.4
GreedyModel=Qwen2.5-7B-Instruct2026.0673.2
EGLR-OracleLModel=Llama-3.1-8B-Instruct2026.0672.8
EGLR (best L)Model=Qwen2.5-Math-1.5B-Instruct2026.0672.6
NEMOTRON-CROSSTHINKCategory=Single Source, Blend=Bonly_gpr2025.0472.2
GreedyModel=Qwen2.5-Math-1.5B-Instruct2026.0670.4
EGLR-SCL (B = 10)Model=Qwen2.5-3B-Instruct2026.0669.2
EGLR (best L)Model=Qwen2.5-3B-Instruct2026.0665
GreedyModel=Qwen2.5-3B-Instruct2026.0664.6
EGLR-SCL (B = 10)Model=Llama-3.1-8B-Instruct2026.0658
EGLR-OracleLModel=Qwen2.5-0.5B-Instruct2026.0651.4
MModel=M2025.0448.3
EGLR (best L)Model=Llama-3.1-8B-Instruct2026.0647.4
GreedyModel=Llama-3.1-8B-Instruct2026.0644.8
EGLR-OracleLModel=Mistral-7B-Instruct-v0.32026.0636.2
EGLR-SCL (B = 10)Model=Qwen2.5-0.5B-Instruct2026.0634.2
EGLR (best L)Model=Qwen2.5-0.5B-Instruct2026.0625.6
GreedyModel=Qwen2.5-0.5B-Instruct2026.0622
EGLR-SCL (B = 10)Model=Mistral-7B-Instruct-v0.32026.0618.8
EGLR (best L)Model=Mistral-7B-Instruct-v0.32026.0614.8
GreedyModel=Mistral-7B-Instruct-v0.32026.0613.6