Update app.py

app.py

@@ -175,7 +175,7 @@ with gr.Blocks(title="Benchmark Leaderboard", css=""".search-box {margin-bottom:
     gr.Markdown("# 💰 FinMTEB Benchmark Leaderboard")
     gr.Markdown("**Finance** Massive Text Embedding Benchmark (FinMTEB), an embedding benchmark consists of 64 financial domain-specific text datasets, across English and Chinese, spanning seven different tasks.")
     gr.Markdown("---")
-    gr.Markdown("📖 If you feel our work helpful, please cite the following paper: [Do We Need Domain-Specific Embedding Models? An Empirical Investigation](https://arxiv.org/pdf/2409.18511v1)")
+    gr.Markdown("📖 If you feel our work helpful, please cite the following paper: [FinMTEB: Finance Massive Text Embedding Benchmark](https://arxiv.org/abs/2502.10990)")
     gr.Markdown("Github: [FinMTEB](https://github.com/yixuantt/FinMTEB/blob/main/README.md)")
     search = gr.Textbox(
         placeholder="🔍 Enter the model name...",