Update app.py

app.py

@@ -406,18 +406,18 @@ with gr.Blocks(title="SPLADE Demos") as demo:
     gr.Markdown("Explore different SPLADE models and their sparse representation types, and calculate similarity between query and document representations.") # Updated description
 
     with gr.Tabs():
-        with gr.TabItem("Sparse Representation Explorer"):
-            gr.Markdown("### Explore Raw SPLADE Representations for Any Text")
+        with gr.TabItem("Sparse Representation"):
+            gr.Markdown("### Produce a Sparse Representation of of an Input Text")
             gr.Interface(
                 fn=predict_representation_explorer,
                 inputs=[
                     gr.Radio(
                         [
-                            "SPLADE-cocondenser-distil (weighting and expansion)",
-                            "SPLADE-v3-Lexical (weighting)",
-                            "SPLADE-v3-Doc (binary)"
+                            "MLM encoder (SPLADE-cocondenser-distil)",
+                            "MLP encoder (SPLADE-v3-lexical)",
+                            "Binary Encoder"
                         ],
-                        label="Choose Representation Model",
+                        label="Choose Sparse Encoder",
                         value="SPLADE-cocondenser-distil (weighting and expansion)"
                     ),
                     gr.Textbox(