Update app.py

app.py

@@ -98,7 +98,7 @@ def retrieve_documents(query: str, top_k: int = 5):
 
         df = pd.DataFrame(results)
         status = f"✅ Retrieved top {len(results)} documents."
-        return df, status
+        return df
 
     except Exception as e:
         return pd.DataFrame(), f"⚠️ Error: {str(e)}"
@@ -125,15 +125,48 @@ SAMPLE_QUERIES = [
 ]
 
 with gr.Blocks(title="Parrotlet-e Retrieval", theme=gr.themes.Base()) as demo:
+#     gr.Markdown(
+#         """
+#         # **Multilingual Embedding Retrieval powered by EkaCare’s Parrotlet-e — the Indic Medical Entity Embedding Model.**  
+# Parrotlet-e is a multilingual embedding model built to understand and represent medical terminology across India’s diverse languages and scripts, enabling seamless search and interoperability in healthcare data.
+
+# - 🔗 **Model on Hugging Face:** [Parrotlet-e](https://huggingface.co/ekacare/parrotlet-e)  
+# - 📊 **Benchmarked on:** [Eka-IndicMTEB](https://huggingface.co/datasets/ekacare/Eka-IndicMTEB)  
+# - 📰 **Read more on our blog:** [Introducing Parrotlet-e and Eka-IndicMTEB — Bridging India’s Multilingual Healthcare Gap](https://info.eka.care/services/introducing-parrotlet-e-and-eka-indicmteb-bridging-indias-multilingual-healthcare-gap)
+#     """)
     gr.Markdown(
-        """
-        # **Multilingual Embedding Retrieval powered by EkaCare’s Parrotlet-e — the Indic Medical Entity Embedding Model.**  
-Parrotlet-e is a multilingual embedding model built to understand and represent medical terminology across India’s diverse languages and scripts, enabling seamless search and interoperability in healthcare data.
-
-- 🔗 **Model on Hugging Face:** [Parrotlet-e](https://huggingface.co/ekacare/parrotlet-e)  
-- 📊 **Benchmarked on:** [Eka-IndicMTEB](https://huggingface.co/datasets/ekacare/Eka-IndicMTEB)  
-- 📰 **Read more on our blog:** [Introducing Parrotlet-e and Eka-IndicMTEB — Bridging India’s Multilingual Healthcare Gap](https://info.eka.care/services/introducing-parrotlet-e-and-eka-indicmteb-bridging-indias-multilingual-healthcare-gap)
-    """)
+    """
+    <div style="text-align: center; margin-top: 10px; margin-bottom: 15px;">
+        <h2 style="color:#1f2937; font-size: 26px; margin-bottom: 6px;">
+            🦜 <b>Parrotlet-e</b> — Indic Medical Entity Embedding Model
+        </h2>
+        <p style="font-size:16px; color:#4b5563; max-width:700px; margin: 0 auto;">
+            A multilingual embedding model designed to represent Indian medical terminology across diverse languages and scripts — 
+            enabling seamless medical search, interoperability, and data understanding across India’s healthcare ecosystem.
+        </p>
+    </div>
+
+    <div style="text-align: left; margin-top: 15px; font-size:15px;">
+        <ul style="list-style: none; padding-left: 0;">
+            <li>🔗 <b>Model on Hugging Face:</b> 
+                <a href="https://huggingface.co/ekacare/parrotlet-e" target="_blank" style="color:#2563eb;">Parrotlet-e</a>
+            </li>
+            <li>📊 <b>Benchmarked on:</b> 
+                <a href="https://huggingface.co/datasets/ekacare/Eka-IndicMTEB" target="_blank" style="color:#2563eb;">Eka-IndicMTEB</a>
+            </li>
+            <li>📰 <b>Read more on our blog:</b> 
+                <a href="https://info.eka.care/services/introducing-parrotlet-e-and-eka-indicmteb-bridging-indias-multilingual-healthcare-gap" 
+                target="_blank" style="color:#2563eb;">
+                Introducing Parrotlet-e and Eka-IndicMTEB — Bridging India’s Multilingual Healthcare Gap
+                </a>
+            </li>
+        </ul>
+    </div>
+
+    <hr style="margin-top:25px; margin-bottom:10px;">
+    """
+)
+
 
     # ---- Input Section ----
     with gr.Group():