Updated citations

app.py

@@ -175,10 +175,12 @@ def reset_state():
 
 
 with gr.Blocks(title="ZSInvert") as demo:
-    gr.Markdown("# ZSInvert — Zero-Shot Embedding Inversion")
+    gr.Markdown("# Inverting Embeddings")
     gr.Markdown(
         "Reconstruct text from its embedding vector using "
-        "cosine-similarity-guided beam search."
+        "cosine-similarity-guided beam search. "
+        "Based on [Text Embeddings Reveal (Almost) As Much As Text](https://arxiv.org/abs/2310.06816) "
+        "(Zhang, Morris, Shmatikov 2023)."
     )
 
     # --- State ---