Reasoning on MuSR 0-shot
48.82Reasoning Score (0-shot)UltraMix-190k
Evaluation Results
| Method | Links | |
|---|---|---|
| UltraMix-190kBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=UM-190k2025.11 | 48.82 | |
| UltraMix-187kBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=UM-187k2025.11 | 48.58 | |
| SFTBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=SFT2025.11 | 48.15 | |
| UltraMix-170kBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=UM-170k2025.11 | 47.87 | |
| TuluDPOBase Model=Qwen-2.5-7B-TuluSFT, Training Mixture/Protocol=TuluDPO2025.11 | 47.16 | |
| UltraMixTraining Method=DPO, Dataset=UM-190k, Evaluation Protocol=0-shot2025.11 | 46.19 | |
| TuluDPOTraining Method=DPO, Dataset=TuluDPO, Evaluation Protocol=0-shot2025.11 | 45.68 | |
| UltraMixTraining Method=DPO, Dataset=UM-187k, Evaluation Protocol=0-shot2025.11 | 45.43 | |
| ORPOTraining Method=ORPO, Dataset=ORPO, Evaluation Protocol=0-shot2025.11 | 44.81 | |
| UltraMixTraining Method=DPO, Dataset=UM-170k, Evaluation Protocol=0-shot2025.11 | 44.38 | |
| UltraMix-190kBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=UM-190k2025.11 | 44.02 | |
| UltraMix-187kBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=UM-187k2025.11 | 43.42 | |
| SFTBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=SFT2025.11 | 43.25 | |
| UltraMix-170kBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=UM-170k2025.11 | 42.43 | |
| TuluDPOBase Model=Llama-3.1-8B-TuluSFT, Training Mixture/Protocol=TuluDPO2025.11 | 41.93 | |
| SmolLM-3-3B-SFTTraining Method=SFT, Evaluation Protocol=0-shot2025.11 | 40.92 | |
| HelpSteerTraining Method=DPO, Dataset=HelpSteer, Evaluation Protocol=0-shot2025.11 | 39.39 | |
| UltraFBTraining Method=DPO, Dataset=UltraFB, Evaluation Protocol=0-shot2025.11 | 39.11 | |
| CodePrefTraining Method=DPO, Dataset=CodePref, Evaluation Protocol=0-shot2025.11 | 38.58 | |
| UM-190kBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UM-190k2025.11 | 38.19 | |
| Instella-3B-SFT (UM-190k)DPO Training Dataset=UM-190k, Evaluation Protocol=0-shot2025.11 | 37.99 | |
| UM-187kBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UM-187k2025.11 | 37.98 | |
| UM-170kBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UM-170k2025.11 | 37.86 | |
| UltraFBBase Model=OLMo-2-7B-SFT, DPO Training Dataset=UltraFB2025.11 | 37.83 | |
| ORPOBase Model=OLMo-2-7B-SFT, DPO Training Dataset=ORPO2025.11 | 37.7 | |
| TuluDPOBase Model=OLMo-2-7B-SFT, DPO Training Dataset=TuluDPO2025.11 | 37.64 | |
| Instella-3B-SFT (UM-187k)DPO Training Dataset=UM-187k, Evaluation Protocol=0-shot2025.11 | 37.59 | |
| HelpSteerBase Model=OLMo-2-7B-SFT, DPO Training Dataset=HelpSteer2025.11 | 37.43 | |
| Instella-3B-SFT (UM-170k)DPO Training Dataset=UM-170k, Evaluation Protocol=0-shot2025.11 | 37.39 | |
| SFTBase Model=OLMo-2-7B-SFT, DPO Training Dataset=SFT2025.11 | 37.04 | |
| Instella-3B-SFT (TuluDPO)DPO Training Dataset=TuluDPO, Evaluation Protocol=0-shot2025.11 | 36.92 | |
| UM-190kTraining Dataset=UM-190k2025.11 | 36.85 | |
| UM-187kTraining Dataset=UM-187k2025.11 | 36.52 | |
| Instella-3B-SFT (SFT)DPO Training Dataset=None (SFT Baseline), Evaluation Protocol=0-shot2025.11 | 36.24 | |
| Instella-3B-SFT (ORPO)DPO Training Dataset=ORPO, Evaluation Protocol=0-shot2025.11 | 36.19 | |
| UM-170kTraining Dataset=UM-170k2025.11 | 36.07 | |
| Instella-3B-SFT (UltraFB)DPO Training Dataset=UltraFB, Evaluation Protocol=0-shot2025.11 | 35.98 | |
| Instella-3B-SFT (HelpSteer)DPO Training Dataset=HelpSteer, Evaluation Protocol=0-shot2025.11 | 35.98 | |
| CodePrefBase Model=OLMo-2-7B-SFT, DPO Training Dataset=CodePref2025.11 | 35.85 | |
| Instella-3B-SFT (CodePref)DPO Training Dataset=CodePref, Evaluation Protocol=0-shot2025.11 | 35.71 | |
| TuluDPOTraining Dataset=TuluDPO2025.11 | 35.41 | |
| SFTTraining Dataset=SFT2025.11 | 34.52 | |
| CodePrefTraining Dataset=CodePref2025.11 | 34.32 | |
| ORPOTraining Dataset=ORPO2025.11 | 34.2 | |
| UltraFBTraining Dataset=UltraFB2025.11 | 33.88 | |
| HelpSteerTraining Dataset=HelpSteer2025.11 | 33.73 |