Update app.py

app.py

@@ -355,7 +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 how in our paper, [Selection Bias Induced Spurious Correlations in Large Language Models](https://arxiv.org/pdf/2207.08982.pdf), presented at [ICML 2022 Workshop on Spurious Correlations, Invariance, and Stability](https://sites.google.com/view/scis-workshop/home).")
+    gr.Markdown("See why this happens in [our ICLR paper under review](https://openreview.net/pdf?id=25VgHaPz0l4).")
     
        
     gr.Markdown("## Instructions for this Demo")