This issample training & validation data This was curated using this as the reference dataset.
GSM8K (Grade School Math 8K) is a dataset of high quality linguistically diverse grade school math word problems. The dataset was created to support the task of question answering on basic mathematical problems that require multi-step reasoning.
- These problems take between 2 and 8 steps to solve.
- Solutions primarily involve performing a sequence of elementary calculations using basic arithmetic operations (+ − ×÷) to reach the final answer.
- A bright middle school student should be able to solve every problem: from the paper, "Problems require no concepts beyond the level of early Algebra, and the vast majority of problems can be solved without explicitly defining a variable."
- Solutions are provided in natural language, as opposed to pure math expressions. From the paper: "We believe this is the most generally useful data format, and we expect it to shed light on the properties of large language models’ internal monologues""
This dataset is generally used to test logic and math in language modelling. It has been used for many benchmarks, including the LLM Leaderboard.
The text in the dataset is in English. The associated BCP-47 code is en.