Math on GSM8K (5-shot)
82.7ScoreUltraMix-190k
Evaluation Results
| Method | Links | |
|---|---|---|
| UltraMix-190kBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=UM-190k2025.11 | 82.7 | |
| UltraMix-190kBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=UM-190k2025.11 | 82.48 | |
| UltraMix-187kBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=UM-187k2025.11 | 81.26 | |
| UltraMix-187kBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=UM-187k2025.11 | 80.93 | |
| UltraMix-170kBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=UM-170k2025.11 | 79.98 | |
| TuluDPOBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=TuluDPO2025.11 | 79.48 | |
| UltraMix-170kBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=UM-170k2025.11 | 79.19 | |
| UM-190kBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UM-190k2025.11 | 78.1 | |
| UM-187kBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UM-187k2025.11 | 78.01 | |
| UM-170kBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UM-170k2025.11 | 77.71 | |
| TuluDPOBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=TuluDPO2025.11 | 76.84 | |
| SFTBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=SFT2025.11 | 76.19 | |
| TuluDPOBase Model=OLMo-2-7B-SFT, DPO Training Dataset=TuluDPO2025.11 | 73.84 | |
| UltraFBBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UltraFB2025.11 | 73.24 | |
| Instella-3B-SFT (UM-190k)DPO Training Dataset=UM-190k, Evaluation Protocol=5-shot2025.11 | 72.74 | |
| Instella-3B-SFT (UM-187k)DPO Training Dataset=UM-187k, Evaluation Protocol=5-shot2025.11 | 72.57 | |
| Instella-3B-SFT (UM-170k)DPO Training Dataset=UM-170k, Evaluation Protocol=5-shot2025.11 | 71.95 | |
| SFTBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=SFT2025.11 | 71.27 | |
| ORPOBase Model=OLMo-2-7B-SFT, DPO Training Dataset=ORPO2025.11 | 71.05 | |
| Instella-3B-SFT (TuluDPO)DPO Training Dataset=TuluDPO, Evaluation Protocol=5-shot2025.11 | 70.66 | |
| Instella-3B-SFT (UltraFB)DPO Training Dataset=UltraFB, Evaluation Protocol=5-shot2025.11 | 70.58 | |
| Instella-3B-SFT (ORPO)DPO Training Dataset=ORPO, Evaluation Protocol=5-shot2025.11 | 69.85 | |
| Instella-3B-SFT (HelpSteer)DPO Training Dataset=HelpSteer, Evaluation Protocol=5-shot2025.11 | 68.31 | |
| HelpSteerBase Model=OLMo-2-7B-SFT, DPO Training Dataset=HelpSteer2025.11 | 68.05 | |
| Instella-3B-SFT (SFT)DPO Training Dataset=None (SFT Baseline), Evaluation Protocol=5-shot2025.11 | 67.93 | |
| Instella-3B-SFT (CodePref)DPO Training Dataset=CodePref, Evaluation Protocol=5-shot2025.11 | 67.55 | |
| UltraMixTraining Method=DPO, Dataset=UM-190k, Evaluation Protocol=5-shot2025.11 | 67.27 | |
| UltraMixTraining Method=DPO, Dataset=UM-187k, Evaluation Protocol=5-shot2025.11 | 66.59 | |
| HelpSteerTraining Method=DPO, Dataset=HelpSteer, Evaluation Protocol=5-shot2025.11 | 65.88 | |
| TuluDPOTraining Method=DPO, Dataset=TuluDPO, Evaluation Protocol=5-shot2025.11 | 65.17 | |
| CodePrefBase Model=OLMo-2-7B-SFT, DPO Training Dataset=CodePref2025.11 | 65.01 | |
| UltraMixTraining Method=DPO, Dataset=UM-170k, Evaluation Protocol=5-shot2025.11 | 64.99 | |
| ORPOTraining Method=ORPO, Dataset=ORPO, Evaluation Protocol=5-shot2025.11 | 63.73 | |
| SFTBase Model=OLMo-2-7B-SFT, DPO Training Dataset=SFT2025.11 | 62.77 | |
| UltraFBTraining Method=DPO, Dataset=UltraFB, Evaluation Protocol=5-shot2025.11 | 62.45 | |
| CodePrefTraining Method=DPO, Dataset=CodePref, Evaluation Protocol=5-shot2025.11 | 61.14 | |
| SmolLM-3-3B-SFTTraining Method=SFT, Evaluation Protocol=5-shot2025.11 | 59.22 | |
| UM-190kTraining Dataset=UM-190k2025.11 | 52.36 | |
| UM-187kTraining Dataset=UM-187k2025.11 | 52.13 | |
| UM-170kTraining Dataset=UM-170k2025.11 | 50.51 | |
| TuluDPOTraining Dataset=TuluDPO2025.11 | 50.36 | |
| UltraFBTraining Dataset=UltraFB2025.11 | 49.48 | |
| ORPOTraining Dataset=ORPO2025.11 | 49.35 | |
| HelpSteerTraining Dataset=HelpSteer2025.11 | 43.73 | |
| CodePrefTraining Dataset=CodePref2025.11 | 40.44 | |
| SFTTraining Dataset=SFT2025.11 | 37.15 |