Update app.py

app.py

@@ -179,7 +179,7 @@ with gr.Blocks(title="ZSInvert") as demo:
     gr.Markdown(
         "Reconstruct text from its embedding vector using "
         "cosine-similarity-guided beam search. "
-        "Based on [Text Embeddings Reveal (Almost) As Much As Text](https://arxiv.org/abs/2310.06816) "
+        "Based on [Text Embeddings Reveal (Almost) As Much As Text](https://arxiv.org/abs/2504.00147) "
         "(Zhang, Morris, Shmatikov 2023)."
     )