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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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Dataset used to train fdqerq22ds/MathScale-Mistral