Math Problem Solving on MWPBENCH (out-of-domain)
24.8College Math AccWizardMath-Mistral-RL
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| WizardMath-Mistral-RLBackbone=Mistral 7B, Training Stage=RL2023.08 | 24.8 | 44.8 | 71.2 | 52.6 | 37.2 | 24.5 | 64.7 | 45.7 | |
| GPT-4Model Category=Proprietary models2023.08 | 24.4 | 51.8 | 76.5 | 61.5 | 35.4 | 28.2 | 68.6 | 49.5 | |
| WizardMath-Mistral-SFTBackbone=Mistral 7B, Training Stage=SFT2023.08 | 24.3 | 42.7 | 66.6 | 49.7 | 35.2 | 22.7 | 63.1 | 43.5 | |
| WizardMath-RLBackbone=LLaMA-2 13B, Training Stage=RL2023.08 | 22.9 | 43.3 | 70.3 | 50.8 | 33.1 | 25.7 | 64.7 | 44.4 | |
| WizardMath-SFTBackbone=LLaMA-2 13B, Training Stage=SFT2023.08 | 22.2 | 42.5 | 65.9 | 47.6 | 31.6 | 23.5 | 59.7 | 41.9 | |
| MathScale MistralBackbone=Mistral 7B2023.08 | 21.8 | 39.9 | 64.4 | 46 | 21.4 | 14.3 | 57.8 | 37.9 | |
| GPT-3.5-TurboModel Category=Proprietary models2023.08 | 21.6 | 42.9 | 62.5 | 44 | 23.2 | 15.3 | 55.8 | 37.9 | |
| WizardMath-RLBackbone=LLaMA-2 7B, Training Stage=RL2023.08 | 21.2 | 40.2 | 67.3 | 46.1 | 28.9 | 18.7 | 62.7 | 40.7 | |
| WizardMath-SFTBackbone=LLaMA-2 7B, Training Stage=SFT2023.08 | 21.1 | 38.5 | 62.4 | 43.8 | 26.3 | 17.7 | 58.3 | 38.3 | |
| MathScale 7BBackbone=LLaMA-2 7B2023.08 | 20.9 | 35.2 | 59 | 41.8 | 19.6 | 12.6 | 57.8 | 35.3 | |
| MathScale 13BBackbone=LLaMA-2 13B2023.08 | 20.4 | 38.1 | 61.1 | 43.7 | 20 | 12.3 | 55.8 | 35.9 | |
| DART-Math-Prop2DiffBackbone=Mistral 7B2023.08 | 19.9 | 37.4 | 62.2 | 44.9 | 27.2 | 18.1 | 62.7 | 38.9 | |
| DART-Math-UniformBackbone=Mistral 7B2023.08 | 19.4 | 34.8 | 61.6 | 44.8 | 27 | 16.1 | 59.8 | 37.6 | |
| MetaMath MistralBackbone=Mistral 7B2023.08 | 15.7 | 31.4 | 55.1 | 38.1 | 15.3 | 10.1 | 50.9 | 30.9 | |
| Xwin-Math-V1.1Backbone=LLaMA-2 7B2023.08 | 14.9 | 29.7 | 59.6 | 40.8 | 15.9 | 8.4 | 51 | 31.5 | |
| DART-Math-UniformBackbone=LLaMA-2 7B2023.08 | 12 | 27.3 | 47.9 | 32.9 | 14.8 | 11.1 | 45.1 | 27.3 | |
| DART-Math-Prop2DiffBackbone=LLaMA-2 7B2023.08 | 11.9 | 27.7 | 49.9 | 34.3 | 12.8 | 10.6 | 47.1 | 27.8 | |
| MetaMathBackbone=LLaMA-2 13B2023.08 | 10.1 | 25.4 | 48.6 | 31.6 | 9.6 | 5.6 | 38.2 | 24.2 | |
| MetaMathBackbone=LLaMA-2 7B2023.08 | 9.4 | 22.5 | 44 | 29.9 | 5.9 | 5.1 | 36.2 | 21.9 | |
| GAIR-AbelBackbone=LLaMA-2 13B2023.08 | 7.9 | 21.1 | 42.2 | 27.8 | 7 | 4.9 | 30.3 | 20.2 | |
| Mistral 7BBackbone=Mistral 7B2023.08 | 7.5 | 17.9 | 18.5 | 15.5 | 6.2 | 5.9 | 22.5 | 13.4 | |
| GAIR-AbelBackbone=LLaMA-2 7B2023.08 | 6.6 | 18.3 | 35.4 | 24.5 | 4.3 | 4.4 | 23.5 | 16.7 | |
| MAmmoTH-CoTBackbone=LLaMA-2 13B2023.08 | 6.5 | 17.3 | 39.5 | 28.1 | 5.9 | 4.9 | 20.5 | 17.5 | |
| MAmmoTH-CoTBackbone=LLaMA-2 7B2023.08 | 6.2 | 13.3 | 34.6 | 21.4 | 3.9 | 2.7 | 19.6 | 14.5 | |
| LLaMA-2 7BBackbone=LLaMA-2 7B2023.08 | 2.3 | 7.6 | 6.8 | 7.3 | 2.1 | 2.9 | 2.9 | 4.6 | |
| LLaMA-2 13BBackbone=LLaMA-2 13B2023.08 | 1.2 | 6.3 | 9.5 | 7.9 | 0.7 | 0.4 | 6.8 | 4.7 |