Reasoning on ARC-C 25-shot
62.43ScoreUltraMix-190k
Evaluation Results
| Method | Links | |
|---|---|---|
| UltraMix-190kBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=UM-190k2025.11 | 62.43 | |
| UltraMix-187kBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=UM-187k2025.11 | 62.26 | |
| UltraMix-170kBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=UM-170k2025.11 | 62.12 | |
| TuluDPOBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=TuluDPO2025.11 | 60.32 | |
| SFTBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=SFT2025.11 | 59.22 | |
| UltraMix-190kBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=UM-190k2025.11 | 58.7 | |
| UltraMix-187kBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=UM-187k2025.11 | 58.34 | |
| TuluDPOBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=TuluDPO2025.11 | 57.93 | |
| UltraMix-170kBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=UM-170k2025.11 | 57.63 | |
| UM-190kBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UM-190k2025.11 | 57.57 | |
| UM-187kBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UM-187k2025.11 | 57.3 | |
| UM-170kBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UM-170k2025.11 | 57.17 | |
| UltraFBBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UltraFB2025.11 | 56.48 | |
| TuluDPOBase Model=OLMo-2-7B-SFT, DPO Training Dataset=TuluDPO2025.11 | 56.23 | |
| ORPOBase Model=OLMo-2-7B-SFT, DPO Training Dataset=ORPO2025.11 | 56.06 | |
| HelpSteerBase Model=OLMo-2-7B-SFT, DPO Training Dataset=HelpSteer2025.11 | 55.55 | |
| SFTBase Model=OLMo-2-7B-SFT, DPO Training Dataset=SFT2025.11 | 55.29 | |
| SFTBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=SFT2025.11 | 54.95 | |
| Instella-3B-SFT (UM-190k)DPO Training Dataset=UM-190k, Evaluation Protocol=25-shot2025.11 | 53.92 | |
| Instella-3B-SFT (UM-187k)DPO Training Dataset=UM-187k, Evaluation Protocol=25-shot2025.11 | 53.67 | |
| Instella-3B-SFT (TuluDPO)DPO Training Dataset=TuluDPO, Evaluation Protocol=25-shot2025.11 | 53.16 | |
| Instella-3B-SFT (UM-170k)DPO Training Dataset=UM-170k, Evaluation Protocol=25-shot2025.11 | 53.16 | |
| Instella-3B-SFT (HelpSteer)DPO Training Dataset=HelpSteer, Evaluation Protocol=25-shot2025.11 | 52.56 | |
| CodePrefBase Model=OLMo-2-7B-SFT, DPO Training Dataset=CodePref2025.11 | 52.47 | |
| Instella-3B-SFT (UltraFB)DPO Training Dataset=UltraFB, Evaluation Protocol=25-shot2025.11 | 52.3 | |
| Instella-3B-SFT (ORPO)DPO Training Dataset=ORPO, Evaluation Protocol=25-shot2025.11 | 52.22 | |
| Instella-3B-SFT (SFT)DPO Training Dataset=None (SFT Baseline), Evaluation Protocol=25-shot2025.11 | 52.13 | |
| Instella-3B-SFT (CodePref)DPO Training Dataset=CodePref, Evaluation Protocol=25-shot2025.11 | 50.77 |