Update README.md

README.md

@@ -98,3 +98,14 @@ configs:
   - split: test
     path: ScienceQA-IMG/test-*
 ---
+# This Dataset
+This is a formatted version of [derek-thomas/ScienceQA](https://huggingface.co/datasets/derek-thomas/ScienceQA). It is used in our `lmms-eval` pipeline to allow for one-click evaluations of large multi-modality models.
+
+```
+@inproceedings{lu2022learn,
+    title={Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering},
+    author={Lu, Pan and Mishra, Swaroop and Xia, Tony and Qiu, Liang and Chang, Kai-Wei and Zhu, Song-Chun and Tafjord, Oyvind and Clark, Peter and Ashwin Kalyan},
+    booktitle={The 36th Conference on Neural Information Processing Systems (NeurIPS)},
+    year={2022}
+}
+```