Update README.md

README.md

@@ -1,9 +1,27 @@
 ---
 license: apache-2.0
-task_categories:
-- text-classification
 language:
 - en
 size_categories:
 - 100K<n<1M
----
+---
+# Dataset Card for WRENCH
+
+**Wrench** is a **benchmark platform** containing diverse weak supervision tasks. It also provides a **common and easy framework** for development and evaluation of your own weak supervision models within the benchmark.
+
+For more information, checkout the [github repo](https://github.com/JieyuZ2/wrench) and our publications: 
+- [WRENCH: A Comprehensive Benchmark for Weak Supervision](https://arxiv.org/abs/2109.11377) (NeurIPS 2021)
+- [A Survey on Programmatic Weak Supervision](https://arxiv.org/pdf/2202.05433.pdf)
+
+If you find this repository helpful, feel free to cite our publication:
+
+```
+@inproceedings{
+zhang2021wrench,
+title={{WRENCH}: A Comprehensive Benchmark for Weak Supervision},
+author={Jieyu Zhang and Yue Yu and Yinghao Li and Yujing Wang and Yaming Yang and Mao Yang and Alexander Ratner},
+booktitle={Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track},
+year={2021},
+url={https://openreview.net/forum?id=Q9SKS5k8io}
+}
+```