agicorp/orca-math-word-problems-200k

该数据集包含约20万个小学生数学应用题，所有答案均使用Azure GPT4-Turbo生成。数据集由微软策划，主要用于增强语言模型的数学能力，特别是在数学问题解决方面。数据集的结构包括问题和答案两个字段，数据分为训练集，包含200,035行数据。数据集的语言为英语，适用于数学问答任务。

原始信息汇总

数据集概述

数据集名称

• 名称: Orca-Math Word Problems 200K

数据集内容

• 类型: 数学问题解答
• 内容: 包含约200,000个小学数学应用题及其答案。

数据集特征

• 问题（question）: 字符串类型，包含待解答的数学问题。
• 答案（answer）: 字符串类型，包含对应问题的解答。

数据集结构

• 数据分割:
  • 训练集（train）: 包含200,035个样本。

数据集大小

• 下载大小: 84,248,748字节
• 数据集大小: 225,322,861字节

语言

• 语言: 英语（en）

许可

• 许可: MIT

任务类别

• 任务类别: 问答（question-answering）

标签

• 标签: 数学（math）

大小类别

• 大小类别: 100K<n<1M

数据实例示例

python {question: In a highly contested election having multiple candidates, Mr. Jackson, one of the losing candidates, received 3,485,782 votes, which accounted for precisely 38.7 percent of all votes. To have achieved a victory, he would have needed to secure at least 51 percent of all votes. Approximately, what percent of the remaining unsecured votes would Mr. Jackson have needed to accumulate to reach this victory threshold?, answer: "First, lets find out the total number of votes cast in the election. Since Mr. Jackson received 38.7% of all votes, and that amounted to 3,485,782 votes, we can set up the following equation to find the total number of votes (T):

0.387 * T = 3,485,782

Now, solve for T:

T = 3,485,782 / 0.387 T ≈ 9,000,467 votes (total number of votes cast)

To win, Mr. Jackson would have needed 51% of the total votes. Lets calculate that amount:

0.51 * T = 0.51 * 9,000,467 0.51 * T ≈ 4,590,238 votes needed to win

Now, lets find out how many more votes Mr. Jackson needed to reach this winning threshold:

Votes needed to win - Votes Mr. Jackson received = Additional votes needed 4,590,238 - 3,485,782 = 1,104,456 additional votes needed

Now, lets find out what percentage of the remaining unsecured votes this number represents. The remaining unsecured votes are the votes that were not for Mr. Jackson, which is 100% - 38.7% = 61.3% of the total votes.

61.3% of the total votes is the remaining unsecured votes:

0.613 * T = 0.613 * 9,000,467 0.613 * T ≈ 5,514,686 votes were unsecured

Now, well calculate the percentage of these unsecured votes that the additional votes needed represent:

(Additional votes needed / Unsecured votes) * 100 = Percentage of unsecured votes needed (1,104,456 / 5,514,686) * 100 ≈ 20.03%

So, Mr. Jackson would have needed approximately 20.03% of the remaining unsecured votes to reach the victory threshold of 51%."}

数据集创建

• 创建者: Microsoft
• 数据收集和处理: 使用Azure GPT-4 Turbo扩展了一个种子集的问题，并生成了相应的答案。

注意事项

• 语言限制: 数据集仅包含英语数学问题。
• 敏感信息: 数据集中不包含个人或敏感信息。