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Mathematical Reasoning on MMLU STEM

77.8AccuracyFP16
44.5253.1661.870.44May 23, 2024Aug 4, 2024Oct 16, 2024Dec 28, 2024Mar 11, 2025May 23, 2025Aug 4, 2025

Evaluation results

MethodLinks
FP16Model=7B2025.0877.8—
GPT-42024.0577.1—
MAmmoTH2Parameters=8x7B, Variant=Plus2024.0571.8—
Qwen-1.5Parameters=110B2024.0571.5—
Qwen-1.5Parameters=72B2024.0568.8—
FP8Model=7B2025.0868.7—
JiuZhang3.0Parameters=8x7B2024.0566.9—
MicroMixModel=7B2025.0866.5—
MAmmoTH2Parameters=8B, Variant=Plus2024.0565.7—
MAmmoTH2Parameters=7B, Variant=Plus2024.0564—
ChatGPT2024.0563.5—
MixtralParameters=8x7B2024.0562.3—
Intern-MathParameters=20B2024.0562.3—
JiuZhang3.0Parameters=8B2024.0560.4—
DeepSeekMathParameters=7B, Variant=Instruct2024.0557.9—
GemmaParameters=7B2024.0557.7—
DeepSeekMathParameters=7B2024.0556.1—
Rho-1-MathParameters=7B2024.0554.9—
LLAMA-3Parameters=8B2024.0554.4—
LlemmaParameters=34B2024.0554.3—
JiuZhang3.0Parameters=7B2024.0553.6—
MistralParameters=7B2024.0549.5—
LlemmaParameters=7B2024.0545.8—
BaselineBase Model=Qwen2.5-Math-1.5B, Evaluation Protocol=5-shot2025.10—49.8
BaselineBase Model=Qwen2.5-Math-1.5B-Instruct, Evaluation Protocol=5-shot2025.10—57.4
BaselineBase Model=DeepSeek-R1-Distill-Qwen-1.5B, Evaluation Protocol=5-shot2025.10—22.3
BaselineBase Model=Qwen2.5-Math-7B, Evaluation Protocol=5-shot2025.10—69.8
BaselineBase Model=Qwen2.5-Math-7B-Instruct, Evaluation Protocol=5-shot2025.10—69.3
LightRBase Model=Qwen2.5-Math-1.5B, Evaluation Protocol=5-shot2025.10—54.9
LightRBase Model=Qwen2.5-Math-1.5B-Instruct, Evaluation Protocol=5-shot2025.10—55.2
LightRBase Model=DeepSeek-R1-Distill-Qwen-1.5B, Evaluation Protocol=5-shot2025.10—26.2
LightRBase Model=Qwen2.5-Math-7B, Evaluation Protocol=5-shot2025.10—70.5
LightRBase Model=Qwen2.5-Math-7B-Instruct, Evaluation Protocol=5-shot2025.10—67.8
SFTBase Model=Qwen2.5-Math-1.5B, Evaluation Protocol=5-shot2025.10—47.7
SFTBase Model=Qwen2.5-Math-1.5B-Instruct, Evaluation Protocol=5-shot2025.10—56.2
SFTBase Model=DeepSeek-R1-Distill-Qwen-1.5B, Evaluation Protocol=5-shot2025.10—26.2
SFTBase Model=Qwen2.5-Math-7B, Evaluation Protocol=5-shot2025.10—68.5
SFTBase Model=Qwen2.5-Math-7B-Instruct, Evaluation Protocol=5-shot2025.10—68.2