Update README.md

README.md

@@ -18,4 +18,22 @@ dataset_info:
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 # Dataset Card for "TheoremQA"
 
-[More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+## Introduction
+We propose the first question-answering dataset driven by STEM theorems. We annotated 800 QA pairs covering 350+ theorems spanning across Math, EE&CS, Physics and Finance. The dataset is collected by human experts with very high quality. We provide the dataset as a new benchmark to test the limit of large language models to apply theorems to solve challenging university-level questions. We provide a pipeline in the following to prompt LLMs and evaluate their outputs with WolframAlpha.
+
+## How to use TheoremQA
+```
+from datasets import load_dataset
+
+dataset = load_dataset("wenhu/TheoremQA")
+
+for d in dataset['test']:
+  print(d)
+```
+To use the images, try to download images from images.zip in https://huggingface.co/datasets/wenhu/TheoremQA/blob/main/images.zip. The image is under the `Picture' field.
+
+## Arxiv Paper:
+https://arxiv.org/abs/2305.12524
+
+## Code
+https://github.com/wenhuchen/TheoremQA/tree/main