一个符号数据集用于大型语言模型来解决第二种弗雷德霍尔姆积分方程
Hassan Dana Mazraeh1, Sepehr Eslami2, Alireza Afzal Aghaei3
1School of Mathematics and Computer Sciences, Damghan University, Damghan, P.O. Box 36715-364, Iran.
Scientific data
|December 8, 2025
概括
我们介绍FIE-500k,这是第二种弗雷德霍尔姆积分方程的大型符号数据集. 这个数据集帮助语言模型建模和象征性地解决这些复杂的数学方程.
科学领域:
- 数学 数学 是一个数学.
- 计算机科学 计算机科学
- 人工智能的人工智能
背景情况:
- 第二种弗雷德霍尔姆积分方程在各种科学和工程领域都至关重要.
- 这些方程的现有数据集有限,阻碍了计算方法的进步.
- 象征性方法为精确的建模和解决方案提供了潜力.
研究的目的:
- 介绍FIE-500k,这是第二种弗雷德霍尔姆积分方程的综合符号数据集.
- 促进语言模型在整方程分析中的开发和应用.
- 为计算数学领域的研究人员和从业人员提供一个有价值的资源.
主要方法:
- 系统生成二类弗雷德霍尔姆积分方程的符号数据.
- 利用无上下文语法来确保表达式的数学有效性.
- 仔细选择基础函数,以涵盖多种类型的函数.
- 改进了50万个记录,以便在各个职能类别中得到平衡的表示.
主要成果:
- 创建FIE-500k数据集,其中包含50万条记录.
- 展示了一种用于生成符号积分方程数据集的可靠方法.
- 提供数据集下载链接和生成代码供公众访问.
结论:
- FIE-500k数据集是对积分方程研究领域的重要贡献.
- 该数据集使自然语言处理和符号计算中的新应用成为可能.
- 对数据集和代码的开放访问鼓励进一步的研究和开发.
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