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GPT Can Solve Mathematical Problems Without a Calculator
GPT Can Solve Mathematical Problems Without a Calculator
ratings:
Length:
45 minutes
Released:
Sep 22, 2023
Format:
Podcast episode
Description
Previous studies have typically assumed that large language models are unable to accurately perform arithmetic operations, particularly multiplication of>8 digits, and operations involving decimals and fractions, without the use of calculator tools. This paper aims to challenge this misconception. With sufficient training data, a 2 billion-parameter language model can accurately perform multi-digit arithmetic operations with almost 100% accuracy without data leakage, significantly surpassing GPT-4 (whose multi-digit multiplication accuracy is only 4.3%). We also demonstrate that our MathGLM, fine-tuned from GLM-10B on a dataset with additional multi-step arithmetic operations and math problems described in text, achieves similar performance to GPT-4 on a 5,000-samples Chinese math problem test set. Our code and data are public at https://github.com/THUDM/MathGLM.
2023: Z. Yang, Ming Ding, Qingsong Lv, Zhihuan Jiang, Zehai He, Yuyi Guo, Jinfeng Bai, Jie Tang
https://arxiv.org/pdf/2309.03241v2.pdf
2023: Z. Yang, Ming Ding, Qingsong Lv, Zhihuan Jiang, Zehai He, Yuyi Guo, Jinfeng Bai, Jie Tang
https://arxiv.org/pdf/2309.03241v2.pdf
Released:
Sep 22, 2023
Format:
Podcast episode
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