Update dataset card.

README.md

@@ -1,3 +1,33 @@
 ---
 license: mit
+task_categories:
+- text-classification
+language:
+- en
+pretty_name: Dialogue NLI
+size_categories:
+- 1M<n<10M
 ---
+
+This dataset serves as a convenient way to access the ParlAI dialogue NLI dataset.  I do not own the rights and all credit go to the original authors.
+
+# Dialogue Natural Language Inference
+
+Sean Welleck, Jason Weston, Arthur Szlam, Kyunghyun Cho
+
+arxiv link: https://arxiv.org/abs/1811.00671
+
+Abstract: Consistency is a long standing issue faced by dialogue models. In this paper, we frame the consistency of dialogue agents as natural language inference (NLI) and create a new natural language inference dataset called Dialogue NLI. We propose a method which demonstrates that a model trained on Dialogue NLI can be used to improve the consistency of a dialogue model, and evaluate the method with human evaluation and with automatic metrics on a suite of evaluation sets designed to measure a dialogue model’s consistency.
+
+### Citation
+
+```
+@misc{welleck2019dialogue,
+      title={Dialogue Natural Language Inference}, 
+      author={Sean Welleck and Jason Weston and Arthur Szlam and Kyunghyun Cho},
+      year={2019},
+      eprint={1811.00671},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```