Update README.md

README.md

@@ -2,4 +2,25 @@
 license: cc-by-4.0
 task_categories:
 - text-classification
----
+---
+
+- **Homepage:** [TabFact](https://tabfact.github.io/index.html)
+- **Repository:** [GitHub](https://github.com/wenhuchen/Table-Fact-Checking)
+- **Paper:** [TabFact: A Large-scale Dataset for Table-based Fact Verification](https://arxiv.org/abs/1909.02164)
+
+### Dataset Summary
+
+tab_fact is a large-scale dataset for the task of fact-checking on tables. Original dataset is available @ https://huggingface.co/datasets/tab_fact and this is a slightly modified version of the dataset wherein the tabular data is processed into a specific format for ease of use.
+
+### Citation Information
+
+```
+@inproceedings{2019TabFactA,
+title={TabFact : A Large-scale Dataset for Table-based Fact Verification},
+author={Wenhu Chen, Hongmin Wang, Jianshu Chen, Yunkai Zhang, Hong Wang, Shiyang Li, Xiyou Zhou and William Yang Wang},
+booktitle = {International Conference on Learning Representations (ICLR)},
+address = {Addis Ababa, Ethiopia},
+month = {April},
+year = {2020}
+}
+```