Update displayed text for link to paper

app.py

@@ -355,8 +355,7 @@ with demo:
     gr.Markdown("# Spurious Correlation Evaluation for Pre-trained LLMs")
     gr.Markdown("Find spurious correlations between seemingly independent variables (for example between `gender` and `time`) in almost any BERT-like LLM on Hugging Face, below.")
 
-    gr.Markdown("See why this happens in [Exploiting Selection Bias on Underspecified Tasks in Large Language Models](https://arxiv.org/abs/2210.00131).")
-
+    gr.Markdown("See why this happens in ['Selection Induced Collider Bias: A Gender Pronoun Uncertainty Case Study'](https://arxiv.org/abs/2210.00131).")
     gr.Markdown("## Instructions for this Demo")
     gr.Markdown("1) Click on one of the examples below (where we sweep through a spectrum of `places`, `dates` and `subreddits`) to pre-populate the input fields.") 
     gr.Markdown("2) Check out the pre-populated fields as you scroll down to the ['Hit Submit...'] button!")