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Mathematical Reasoning on MATH 500 (Top-1 Accuracy)

95Top-1 Accuracy

SFT+RL

Updated 6d ago

Evaluation Results

Method	Links
SFT+RL 2026.04		95
Abstract-CoT (Warm-up + RL) 2026.04		94.6
SMCS 2025.07		94.5
SFT (CoT) 2026.04		93.4
PMPO 2026.05		93.4
Qwen3-32B 2025.07		92.8
HölderPO 2026.05		92.6
GLM-Z1-32B-0414 2025.07		92.2
EXAONE-Deep-32B 2025.07		92.2
QwQ-32B 2025.07		91.8
GMPO 2026.05		91.4
Stepwise Internalization 2026.04		90.6
Abstract-CoT (Warm-up) 2026.04		90.2
Hi-CoT (format-relaxed) 2026.03		90
Dr.GRPO 2026.05		89.6
SFT (no CoT) 2026.04		89
GRPO 2026.05		89
CoT 2026.03		88.8
Hi-CoT 2026.03		88.8
DenoiseRL-DAPO 2026.05		88.2
MTL 2026.05		87.8
GRPO 2026.05		87.8
Plan-and-Solve 2026.03		87.4
GMM 2026.04		87.26
EGRSD 2026.05		87.2
DenoiseRL-GRPO 2026.05		87.2
OPSD 2026.05		87.11
DAPO 2026.05		87
CL-EGRSD 2026.05		86.95
DCL 2026.04		86.93
CRISP 2026.05		86.93
Baseline (no-train) 2026.05		86.92
Baseline 2026.04		86.8
DDRL 2026.04		86.7
SFT 2026.05		86.6
GRPO 2026.05		86.6
Standard 2026.03		86.2
DeepSeek-R1-Distill-Llama-70B 2025.07		86
GPT-4.1(2025-04-14) 2025.07		85.8
DenoiseRL-GRPO 2026.05		85.8
DeepSeek-R1-Distill-Qwen-32B 2025.07		85.6
Qwen2.5-Math-7B-Instruct 2026.04		85.14
DeepSeek-R1-Distill-Qwen-7B 2026.04		85.14
HölderPO 2026.05		85
GRPO 2026.04		84.9
HölderPO 2026.05		84.6
HölderPO 2026.05		84.6
DenoiseRL-DAPO 2026.05		84.6
SHEAR 2026.04		84.5
Abstract-CoT (RL-only) 2026.04		84.4
GPT-o3-mini(2025-01-31) 2025.07		84.4
Gemma-3-27b-it 2025.07		84
POLIS 2025.07		83.9
PRIME-Zero-7B 2026.05		83.8
Eurus-7B 2026.05		83.8
PMPO 2026.05		83.8
DAPO 2026.05		83.8
GRPO 2026.05		83.6
DALA 2025.11		83.42
TTRL 2026.04		83.4
Entropy adv. 2026.04		83.4
GRPO 2026.05		83.4
SHEAR 2026.04		83.3
GRPO 2026.04		83.3
HölderPO 2026.05		83.2
PRM(Reshape adv.) 2026.04		83.1
DisCO 2026.05		83
AgentPrune-R 2025.11		82.81
Hi-CoT 2026.03		82.6
Pause Tokens 2026.04		82.6
Dr. GRPO 2026.05		82.6
PRM(PURE) 2026.04		82.5
DeepSeek-R1-Distill-Qwen-7B 2026.04		82.43
OpenReasoner-Zero-7B @ 8k 2026.05		82.4
Entropy adv. 2026.04		82.2
OPO 2025.10		82.2
Re-Schedule_sigmoid 2025.10		82.2
HölderPO 2026.05		82.2
ConSPO 2026.05		82.2
GMPO 2026.05		82
HölderPO 2026.05		82
DAPO 2026.05		82
HölderPO 2026.05		81.8
DyLAN 2025.11		81.66
Re-Schedule_linear 2025.10		81.2
DS 2026.04		81.15
CoDistill-GRPO 2026.05		81.12
Hi-CoT (format-relaxed) 2026.03		80.8
ACC_sigmoid 2025.10		80.8
Qwen-2.5-72B-Instruct 2025.07		80.8
Teacher-OPPO 2026.05		80.8
DART 2025.07		80.5
CoDistill-GRPO 2026.05		80.2
GRPO 2026.05		80.2
LLM-Debate 2025.11		80.15
GRPO 2026.05		80.12
SGDS 2025.07		80.1
Seed-GRPO 2025.10		80
GPG-7B 2026.05		80
Oat-Zero-7B 2026.05		80

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