big-value-gsm / README.md
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[中文介绍]
**数据集介绍**:本数据集基于 GSM8K 数据集改编,训练数据集共包含约 4.5K 道数学题,测试数据集共包含784条。我们引入了大量超出常规范围的大整数,旨在测试大语言模型大数四则运算的能力,评估其在处理高精度运算时的稳定性和泛化能力
该数据集支持评估模型在以下方面的能力:
- 理解和解析包含大整数的自然语言问题;
- 执行高位数的加减乘除运算;
- 泛化到结构相似但数值范围显著扩展的问题
**数据集结构**
- `data/train.parquet`: 训练集,包含约4.5k行数据。
- `data/test.parquet`: 测试集,包含784行数据
**数据样本结构说明**
每个数据单元包含 **6 个关键字段**,具体定义如下:
| 字段名称 | 描述 |
| -------------------- | ---------------------------------------------------------------------- |
| `new_question` | 包含大数运算的问题陈述 |
| `new_std` | 对应 `new_question` 的标准解答 |
| `general_question` | 通用问题模板,支持参数化替换(如 `{a}``{b}``{c}` 等) |
| `general_std` | 解决该类问题的通用数学表达式(适用于 `general_question` 的所有变体) |
| `question` | 原始问题文本(未参数化或未修改的初始问题) |
| `answer_only` | 原始问题(`question`)的最终答案 |
[EN]
**Dataset Description.**
This dataset is adapted from the GSM8K dataset and contains approximately 4.5K math problems for training and 784 problems for testing. We introduce a large number of out-of-distribution big integers to evaluate the capabilities of large language models in performing arithmetic operations involving large numbers. The goal is to assess their stability and generalization when handling high-precision calculations.
This dataset is designed to evaluate a model’s ability to:
- Understand and parse natural language problems involving large integers;
- Perform high-digit addition, subtraction, multiplication, and division;
- Generalize to problems with similar structure but significantly expanded numerical ranges.
**Dataset Structure**
- `data/train.parquet`: Training set containing approximately 4.5k entries.
- `data/test.parquet`: Test set containing 784 entries.
**Dataset Structure Specification.**
Each data sample consists of **6 key fields** , defined as follows:
| Field Name | Description |
| -------------------- | ---------------------------------------------------------------------- |
| `new_question` | Problem statement involving ​large-number operations|
| `new_std` | Standard solution for the new_question|
| `general_question` | General question template supporting parameterized substitution (e.g., `{a}`, `{b}`, `{c}`, etc.)|
| `general_std` | A general mathematical expression for solving this class of problems |
| `question` | The original question |
| `answer_only` | Standard solution for the question |