Reasoning on Big Bench Hard 3-shot
41.46AccuracyUltraMix
Evaluation Results
| Method | Links | |
|---|---|---|
| UltraMixTraining Method=DPO, Dataset=UM-190k, Evaluation Protocol=3-shot2025.11 | 41.46 | |
| UltraMixTraining Method=DPO, Dataset=UM-187k, Evaluation Protocol=3-shot2025.11 | 41.33 | |
| TuluDPOTraining Method=DPO, Dataset=TuluDPO, Evaluation Protocol=3-shot2025.11 | 40.32 | |
| UltraMixTraining Method=DPO, Dataset=UM-170k, Evaluation Protocol=3-shot2025.11 | 39.98 | |
| ORPOTraining Method=ORPO, Dataset=ORPO, Evaluation Protocol=3-shot2025.11 | 39.31 | |
| SmolLM-3-3B-SFTTraining Method=SFT, Evaluation Protocol=3-shot2025.11 | 38.43 | |
| HelpSteerTraining Method=DPO, Dataset=HelpSteer, Evaluation Protocol=3-shot2025.11 | 37.35 | |
| UltraFBTraining Method=DPO, Dataset=UltraFB, Evaluation Protocol=3-shot2025.11 | 36.81 | |
| CodePrefTraining Method=DPO, Dataset=CodePref, Evaluation Protocol=3-shot2025.11 | 35.33 | |
| UM-190kTraining Dataset=UM-190k2025.11 | 35.31 | |
| UM-187kTraining Dataset=UM-187k2025.11 | 35.2 | |
| UM-170kTraining Dataset=UM-170k2025.11 | 34.79 | |
| TuluDPOTraining Dataset=TuluDPO2025.11 | 34.14 | |
| CodePrefTraining Dataset=CodePref2025.11 | 33.59 | |
| ORPOTraining Dataset=ORPO2025.11 | 33.43 | |
| HelpSteerTraining Dataset=HelpSteer2025.11 | 33.31 | |
| SFTTraining Dataset=SFT2025.11 | 33.29 | |
| UltraFBTraining Dataset=UltraFB2025.11 | 33.02 |