Mathematical Reasoning on AIME25 (Pass@k)
66.7Pass@kQwen2.5-7B + PPO w/ VERL.
Evaluation Results
| Method | Links | |
|---|---|---|
| Qwen2.5-7B + PPO w/ VERL.k=256, Base Model=Qwen2.5-7B, RL Method=PPO, Framework=VERL2025.09 | 66.7 | |
| Qwen2.5-7Bk=256, Base Model=Qwen2.5-7B2025.09 | 60 | |
| Qwen2.5-7B + GRPO w/ VERL.k=256, Base Model=Qwen2.5-7B, RL Method=GRPO, Framework=VERL2025.09 | 60 | |
| Qwen2.5-7B + PPOk=256, Base Model=Qwen2.5-7B, RL Method=PPO2025.09 | 56.7 | |
| Qwen2.5-7B + GRPOk=256, Base Model=Qwen2.5-7B, RL Method=GRPO2025.09 | 50 | |
| Mathstral-7B-v0.1 + GRPO w/ VERL.k=256, Base Model=Mathstral-7B-v0.1, RL Method=GRPO, Framework=VERL2025.09 | 50 | |
| Mathstral-7B-v0.1 + PPO w/ VERL.k=256, Base Model=Mathstral-7B-v0.1, RL Method=PPO, Framework=VERL2025.09 | 46.7 | |
| Qwen2.5-3B + GRPO w/ VERL.k=256, Base Model=Qwen2.5-3B, RL Method=GRPO, Framework=VERL2025.09 | 43.3 | |
| Qwen2.5-3B + PPOk=256, Base Model=Qwen2.5-3B, RL Method=PPO2025.09 | 43.3 | |
| Qwen2.5-3B + PPO w/ VERL.k=256, Base Model=Qwen2.5-3B, RL Method=PPO, Framework=VERL2025.09 | 43.3 | |
| Llama-3.2-3B-Instruct + PPO w/ VERL.k=256, Base Model=Llama-3.2-3B-Instruct, RL Method=PPO, Framework=VERL2025.09 | 40 | |
| Qwen2.5-3Bk=256, Base Model=Qwen2.5-3B2025.09 | 40 | |
| Qwen2.5-3B + GRPOk=256, Base Model=Qwen2.5-3B, RL Method=GRPO2025.09 | 40 | |
| Mathstral-7B-v0.1 + GRPOk=256, Base Model=Mathstral-7B-v0.1, RL Method=GRPO2025.09 | 40 | |
| Mathstral-7B-v0.1 + PPOk=256, Base Model=Mathstral-7B-v0.1, RL Method=PPO2025.09 | 40 | |
| Llama-3.2-3B-Instruct + GRPO w/ VERL.k=256, Base Model=Llama-3.2-3B-Instruct, RL Method=GRPO, Framework=VERL2025.09 | 36.7 | |
| Llama-3.2-3B-Instruct + PPOk=256, Base Model=Llama-3.2-3B-Instruct, RL Method=PPO2025.09 | 36.7 | |
| Llama-3.1-8B-Instructk=256, Base Model=Llama-3.1-8B-Instruct2025.09 | 36.7 | |
| Llama-3.1-8B-Instruct + GRPOk=256, Base Model=Llama-3.1-8B-Instruct, RL Method=GRPO2025.09 | 36.7 | |
| Llama-3.1-8B-Instruct + GRPO w/ VERL.k=256, Base Model=Llama-3.1-8B-Instruct, RL Method=GRPO, Framework=VERL2025.09 | 36.7 | |
| Llama-3.1-8B-Instruct + PPOk=256, Base Model=Llama-3.1-8B-Instruct, RL Method=PPO2025.09 | 36.7 | |
| Llama-3.1-8B-Instruct + PPO w/ VERL.k=256, Base Model=Llama-3.1-8B-Instruct, RL Method=PPO, Framework=VERL2025.09 | 36.7 | |
| Mathstral-7B-v0.1k=256, Base Model=Mathstral-7B-v0.12025.09 | 36.7 | |
| Llama-3.2-3B-Instructk=256, Base Model=Llama-3.2-3B-Instruct2025.09 | 30 | |
| Llama-3.2-3B-Instruct + GRPOk=256, Base Model=Llama-3.2-3B-Instruct, RL Method=GRPO2025.09 | 30 | |
| Mistral-7B-v0.3k=256, Base Model=Mistral-7B-v0.32025.09 | 16.7 | |
| Mistral-7B-v0.3 + GRPO w/ VERL.k=256, Base Model=Mistral-7B-v0.3, RL Method=GRPO, Framework=VERL2025.09 | 13.3 | |
| Mistral-7B-v0.3 + PPO w/ VERL.k=256, Base Model=Mistral-7B-v0.3, RL Method=PPO, Framework=VERL2025.09 | 13.3 | |
| Mistral-7B-v0.3 + GRPOk=256, Base Model=Mistral-7B-v0.3, RL Method=GRPO2025.09 | 10 | |
| Mistral-7B-v0.3 + PPOk=256, Base Model=Mistral-7B-v0.3, RL Method=PPO2025.09 | 6.7 |