Update README.md

link to arxiv paper

README.md

@@ -1,5 +1,5 @@
 ---
-title: Spurious_correlation_evaluation
+title: Specification-induced spurious correlation evaluation
 emoji: 💻
 colorFrom: yellow
 colorTo: blue
@@ -9,14 +9,15 @@ app_file: app.py
 pinned: false
 ---
 
-To link arXiv paper to this demo, reference below:
-models: https://huggingface.co/emilylearning/selection-induced-collider-bias
+This is a demo is a simplified version of Method 1 described in the paper, ["Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution
+"](https://arxiv.org/abs/2210.00131)
 
-# Setup env:
 ```
-python3 -m venv venv_sce 
-source venv_sce/bin/activate 
-pip install -r requirements.txt 
-```
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces#reference
+@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}
+}