Update app.py

app.py

@@ -147,8 +147,8 @@ with gr.Blocks(title="Science Text Analyzer") as demo:
     with gr.Tab("Classify Text"):
         gr.Markdown("### Classify Academic Text")
         gr.Markdown(
-            "This tool automatically classifies a given passage into one of the following academic categories: "
-            "**Science**, **Mathematics**, or **History**. Simply enter your text below to see the predicted subject."
+            "The **Science Text Analyzer** uses an **LSTM-based text classification model** trained on curated academic datasets sourced from **Hugging Face**. "
+            "It predicts whether input text belongs to **Science**, **Mathematics**, or **History**, leveraging **sequential context** and **language structure** for accurate subject classification."
         )
         with gr.Row():
             with gr.Column():
@@ -176,11 +176,12 @@ with gr.Blocks(title="Science Text Analyzer") as demo:
 
     gr.Markdown("### About This App")
     gr.Markdown(
-        "The Science Text Analyzer uses deep learning models trained on academic corpora to classify and generate content "
-        "relevant to disciplines such as Science, Mathematics, and History. It combines a classifier with a sequence-based language model "
-        "to support educational research and content creation."
-    )
+    "The **Science Text Analyzer** uses deep learning models trained on curated academic datasets to classify and generate content "
+    "related to academic disciplines. The **classifier** categorizes input text into one of three subjects: **Science**, **Mathematics**, or **History**. "
+    "The **text generator** produces coherent scientific passages, especially focused on **Physics**, **Chemistry**, and **Biology**, making it a valuable tool "
+    "for **educational research**, **content creation**, and **curriculum support**."
+)
 
-# Launch the app
-demo.launch()
 
+# Launch the app
+demo.launch()