Overview
This is a reproduced MathScale-Mistral model by finetuning the Mistral-7B-v0.1 on our reproduced MathScaleQA-2M dataset, following the hyperparameters in their original paper to ensure the effectiveness of our reproduction.
Reproduction Details
Fortunately, the reproduction was smooth, and we managed to match the reported performance metrics when evaluating on their MWPBench. Below, we present a comparison between the performance of their official model and our reproduced model:
| Model | GSM8K | MATH | CollegeMath | TAL | Math23k | Ape210k | GaokaoBench-Math | AGIE-Gaokao-Math | AGIE-SAT-Math | AGIE-MATH | MicroAverage | MacroAverage |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Official MathScale-Mistral | 74.8 | 35.2 | 21.8 | 39.9 | 64.4 | 46.0 | 21.4 | 14.3 | 57.8 | 32.9 | 38.7 | 40.8 |
| Reproduced MathScale-Mistral | 74.0 | 34.5 | 22.0 | 39.6 | 61.7 | 45.1 | 21.6 | 15.5 | 56.8 | 34.4 | 38.3 | 40.5 |
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