Datasets:
Gsm8
GSM8K dataset
GSM8K consists of 8.5K high quality grade school math word problems. Each problem takes between 2 and 8 steps to solve, and solutions primarily involve performing a sequence of elementary calculations using basic arithmetic operations (+ − × ÷) to reach the final answer. Fine-tuned state-of-the-art language models perform poorly on this dataset, primarily due to the high diversity of problems. At the same time, GSM8K solutions depend only on elementary concepts, so achieving high test performance is a tractable goal.
Solutions in GSM8K are written as natural language rather than as pure math expressions. By sticking to natural language, model-generated solutions are more readily interpretable by humans, and our methods remain relatively domain agnostic.