General Model Evaluation on Comprehensive Reasoning Suite (MMLU, HumanEval, GSM8K, GPQA, etc.)
69.3Average ScoreCHORD
Evaluation Results
| Method | Links | |
|---|---|---|
| CHORDBackbone=Qwen3-4B2025.09 | 69.3 | |
| A-CHORDBackbone=Qwen3-4B2025.09 | 69.27 | |
| A-GRPOBackbone=Qwen3-4B2025.09 | 68.39 | |
| GRPOBackbone=Qwen3-4B2025.09 | 68.11 | |
| SFT → A-GRPOBackbone=Qwen3-4B2025.09 | 68.11 | |
| A-SFT → A-GRPOBackbone=Qwen3-4B2025.09 | 67.93 | |
| SFT → GRPOBackbone=Qwen3-4B2025.09 | 65.75 | |
| Qwen3-4BBackbone=Qwen3-4B2025.09 | 62.52 | |
| SFTBackbone=Qwen3-4B2025.09 | 60.8 | |
| A-SFTBackbone=Qwen3-4B2025.09 | 60.67 | |
| SFT → A-GRPOBackbone=Qwen3-0.6B2025.09 | 43.61 | |
| A-SFT → A-GRPOBackbone=Qwen3-0.6B2025.09 | 43.31 | |
| SFT → GRPOBackbone=Qwen3-0.6B2025.09 | 42.56 | |
| A-CHORDBackbone=Qwen3-0.6B2025.09 | 42.09 | |
| A-GRPOBackbone=Qwen3-0.6B2025.09 | 41.99 | |
| CHORDBackbone=Qwen3-0.6B2025.09 | 41.19 | |
| GRPOBackbone=Qwen3-0.6B2025.09 | 40.93 | |
| Qwen3-0.6BBackbone=Qwen3-0.6B2025.09 | 40.81 | |
| A-SFTBackbone=Qwen3-0.6B2025.09 | 39.83 | |
| SFTBackbone=Qwen3-0.6B2025.09 | 38.48 |