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README.md

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 Mathoctopus is a series of multilingual math reasoning large language models based on LLaMA.
 
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+This work pioneers exploring and building powerful  Multilingual Math Reasoning (xMR) LLMs. To accomplish this, we make the following works:
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+- **MGSM8KInstruct**,  the first multilingual math reasoning instruction dataset,  encompassing ten distinct languages, thus addressing the issue of training data scarcity in xMR tasks.
+- **MSVAMP**, an out-of-domain xMR test dataset, to conduct a more exhaustive and comprehensive evaluation of the model’s multilingual mathematical capabilities.
+- **MathOctopus**, our effective Multilingual Math Reasoning  LLMs,  training with  different strategies, which notably outperform conventional open-source LLMs and exhibit superiority over ChatGPT in few-shot scenarios.