Mathematical Reasoning on MATH500 (Accuracy and Average Score)

96.2Accuracy

w/o RLVR

Updated 4d ago

Evaluation Results

Method
w/o RLVR 2026.02	96.2	-
DeepSeek-R1-Distill-Qwen-7B + ERC-DAPO 2025.12	95.1	-
DeepSeek-R1-Distill-Qwen-7B + DAPO 2025.12	94.1	-
DeepSeek-R1-Distill-Qwen-7B + GRPO 2025.12	93.7	-
DeepSeek-R1-Distill-Qwen-7B 2025.12	93.6	-
DeepSeek-R1-Distill-Qwen-1.5B + ERC-DAPO 2025.12	90	-
DeepSeek-R1-Distill-Qwen-1.5B + DAPO 2025.12	89.4	-
DeepSeek-R1-Distill-Qwen-1.5B + GRPO 2025.12	88.3	-
DeepSeek-R1-Distill-Qwen-1.5B 2025.12	86	-
LUSPO 2026.02	78.4	-
MAmmoTH2-8B 2025.12	73.2	65.2
GSPO 2026.02	71	-
M3PO 2025.12	63	70.5
w/o RLVR 2026.02	60.8	-
PPO 2025.12	60.4	68.2
GRPO 2025.12	60.4	69.1
HRPO 2025.12	60.2	68.7
PPCV 2026.02	50	-
M3PO 2025.12	48	60.3
Qwen2.5-7B 2025.12	46.4	63.5
HRPO 2025.12	45.8	58.1
GRPO 2025.12	45.2	57.9
PPO 2025.12	44.8	57.2
MAmmoTH2-7B 2025.12	39.6	57.8
Phi-Decoding 2026.02	38.2	-
Self-Consistency 2026.02	37.8	-
Gemma-2-9B 2025.12	36.4	55.6
SFT 2025.12	36	46.1
DeepSeekMath-7B 2025.12	34.6	51.9
Predictive Decoding 2026.02	34	-
Tree-of-Thought 2026.02	31.6	-
Guided Decoding 2026.02	31.2	-
Chain-of-Thought 2026.02	31	-
SFT 2025.12	30.2	43.3
PPCV 2026.02	14.6	-
Predictive Decoding 2026.02	14.4	-
Self-Consistency 2026.02	14.2	-
Guided Decoding 2026.02	14	-
Phi-Decoding 2026.02	13.4	-
Chain-of-Thought 2026.02	12.2	-
Tree-of-Thought 2026.02	11.4	-