Update README.md

README.md

@@ -1,19 +1,14 @@
----
-dataset_info:
-  features:
-  - name: chapter
-    dtype: string
-  - name: path
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 1027051332
-    num_examples: 77932
-  download_size: 507155529
-  dataset_size: 1027051332
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
----
+Textbooks scraped from libretext.org from the paper [Language Models as Science Tutors](https://arxiv.org/pdf/2402.11111)
+
+If you use this dataset please cite:
+```
+@inproceedings{
+chevalier2024language,
+title={Language Models as Science Tutors},
+author={Alexis Chevalier and Jiayi Geng and Alexander Wettig and Howard Chen and Sebastian Mizera and Toni Annala and Max Aragon and Arturo Rodriguez Fanlo and Simon Frieder and Simon Machado and Akshara Prabhakar and Ellie Thieu and Jiachen T. Wang and Zirui Wang and Xindi Wu and Mengzhou Xia and Wenhan Xia and Jiatong Yu and Junjie Zhu and Zhiyong Ren and Sanjeev Arora and Danqi Chen},
+booktitle={Forty-first International Conference on Machine Learning},
+year={2024},
+url={https://openreview.net/forum?id=WFyolnFZOR}
+}
+```
+