Update README.md

link to arxiv paper

README.md

@@ -1,8 +1,8 @@
 ---
-title: Uncertainty
-emoji: 🐠
+title: LLM Task Underspecification Detection
+emoji: 👀
 colorFrom: pink
-colorTo: pink
+colorTo: blue
 sdk: gradio
 sdk_version: 3.9
 app_file: app.py
@@ -10,4 +10,17 @@ pinned: false
 license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+
+This is a demo is a simplified version of the Method 2 described in the paper, ["Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution
+"](https://arxiv.org/abs/2210.00131)
+
+```
+@misc{mcmilin2023underspecification,
+      title={Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution}, 
+      author={Emily McMilin},
+      year={2023},
+      eprint={2210.00131},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```