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OpenAI trains model to solve math word problems with improved accuracy

OpenAI has developed a new system capable of solving grade school math word problems with nearly double the accuracy of previous GPT-3 models. This system achieves approximately 90% of the performance of real children in the 9-12 age range by training the model to recognize and correct its own errors through repeated attempts. The approach involves using verifiers to evaluate multiple candidate solutions, selecting the best one, which offers a significant performance boost and appears to scale more effectively with data than simply increasing model size. AI

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RANK_REASON OpenAI published a paper detailing a new method for solving math word problems, including a new dataset, which falls under research.

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OpenAI trains model to solve math word problems with improved accuracy

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  1. OpenAI News TIER_1 ·

    Solving math word problems

    We’ve trained a system that solves grade school math problems with nearly twice the accuracy of a fine-tuned GPT-3 model. It solves about 90% as many problems as real kids: a small sample of 9-12 year olds scored 60% on a test from our dataset, while our system scored 55% on thos…