General Language Understanding and Reasoning on HuggingFace Open LLM Leaderboard (Composite)
85.32HellaSwag AccuracySimPO
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SimPOBase Model=Mistral-7B-Instruct2025.09 | 85.32 | 56.62 | 22.06 | — | 58.87 | 71.47 | |
| DPOBase Model=Mistral-7B-Instruct2025.09 | 84.53 | 59.27 | 42.76 | — | 63.33 | 66.74 | |
| SimUAPOBase Model=Mistral-7B-Instruct2025.09 | 84.22 | 57.88 | 30.63 | — | 60.69 | 70.04 | |
| SFTBase Model=Mistral-7B-Instruct2025.09 | 83.67 | 59.06 | 42.23 | — | 62.96 | 66.87 | |
| UAPOBase Model=Mistral-7B-Instruct2025.09 | 83.39 | 57.78 | 30.17 | — | 59.2 | 65.45 | |
| UAPOBase Model=Llama-3-8B-Instruct2025.09 | 76.34 | 64.31 | 76.04 | — | 68 | 55.25 | |
| DPOBase Model=Llama-3-8B-Instruct2025.09 | 76.23 | 64.61 | 76.42 | — | 68.19 | 55.5 | |
| SFTBase Model=Llama-3-8B-Instruct2025.09 | 75.88 | 63.79 | 75.28 | — | 66.63 | 51.56 | |
| SimPOBase Model=Llama-3-8B-Instruct2025.09 | 75.29 | 64.4 | 56.56 | — | 65.09 | 64.09 | |
| SimUAPOBase Model=Llama-3-8B-Instruct2025.09 | 71.89 | 64.32 | 71.57 | — | 67.66 | 62.87 | |
| LCG-MultinomialNB-6kBase Model=Mistral-7b-v0.32025.02 | 62 | 59.51 | 40.51 | 52.9 | 53.73 | — | |
| LCG-DistilBERT-6kBase Model=Mistral-7b-v0.32025.02 | 61.99 | 59.51 | 40.33 | 52.22 | 53.51 | — | |
| LCG-DistilBERT-1kBase Model=Mistral-7b-v0.32025.02 | 61.94 | 59.24 | 38.29 | 51.62 | 52.77 | — | |
| Perplexity-6kBase Model=Mistral-7b-v0.32025.02 | 61.64 | 58.48 | 37 | 51.88 | 52.25 | — | |
| LCG-MultinomialNB-6kBase Model=LLaMa3-8b2025.02 | 61.61 | 62.23 | 53.75 | 54.95 | 58.14 | — | |
| LCG-DistilBERT-6kBase Model=LLaMa3-8b2025.02 | 61.43 | 62.67 | 54.28 | 54.78 | 58.29 | — | |
| Alpaca-52kBase Model=Mistral-7b-v0.32025.02 | 61.18 | 57.73 | 31.61 | 53.07 | 50.9 | — | |
| Perplexity-6kBase Model=LLaMa3-8b2025.02 | 61.14 | 61.09 | 50.87 | 53.5 | 56.65 | — | |
| SuperFiltering-10%Base Model=Mistral-7b-v0.32025.02 | 60.98 | 59.34 | 35.71 | 49.83 | 51.47 | — | |
| LCG-DistilBERT-1kBase Model=LLaMa3-8b2025.02 | 60.95 | 62.26 | 52.92 | 52.82 | 57.23 | — | |
| Mistral-7b-v0.3Base Model=Mistral-7b-v0.32025.02 | 60.94 | 58.96 | 36.62 | 48.81 | 51.33 | — | |
| Kmeans-6kBase Model=Mistral-7b-v0.32025.02 | 60.86 | 58.45 | 35.1 | 52.05 | 51.62 | — | |
| Kmeans-6kBase Model=LLaMa3-8b2025.02 | 60.86 | 58.45 | 35.1 | 53.07 | 51.87 | — | |
| Random-6kBase Model=Mistral-7b-v0.32025.02 | 60.83 | 58.75 | 35.03 | 53.07 | 51.92 | — | |
| Random-6kBase Model=LLaMa3-8b2025.02 | 60.83 | 58.75 | 35.03 | 53.07 | 51.92 | — | |
| LIMA-6kBase Model=Mistral-7b-v0.32025.02 | 60.58 | 59.34 | 37.31 | 51.11 | 52.09 | — | |
| LIMA-6kBase Model=LLaMa3-8b2025.02 | 60.58 | 62.13 | 50.34 | 51.11 | 55.82 | — | |
| Alpaca-52kBase Model=LLaMa3-8b2025.02 | 60.57 | 61.36 | 46.1 | 52.41 | 55.74 | — | |
| SuperFiltering-10%Base Model=LLaMa3-8b2025.02 | 60.38 | 61.95 | 50.34 | 51.54 | 55.36 | — | |
| LLaMa3-8bBase Model=LLaMa3-8b2025.02 | 60.17 | 62.13 | 50.42 | 50.26 | 49.98 | — |