WizardMath applies RLEIF to produce open-source LLMs that reach new state-of-the-art math reasoning scores on GSM8k and MATH, with the 70B variant surpassing GPT-3.5-Turbo, Claude 2, Gemini Pro, and early GPT-4.
As depicted in the far-right section of Figure 1, the process is as follows: (a) The first blue arrow represents instruction scoring by the IRM
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WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct
WizardMath applies RLEIF to produce open-source LLMs that reach new state-of-the-art math reasoning scores on GSM8k and MATH, with the 70B variant surpassing GPT-3.5-Turbo, Claude 2, Gemini Pro, and early GPT-4.