Update app.py

app.py

@@ -33,7 +33,7 @@ def plot_words_plotly(model, words):
                                  textposition="bottom center",
                                  name=word))
 
-    fig.update_layout(title="Word Vectors Visualization",
+    fig.update_layout(title="Visualization of Word Vectors",
                       xaxis_title="PCA 1",
                       yaxis_title="PCA 2",
                       showlegend=True,
@@ -85,7 +85,7 @@ def clear_inputs():
 with gr.Blocks() as iface:
     with gr.Row():
         with gr.Column():
-            gr.Markdown("# Word Analogy and Vector Visualization with Plotly")
+            gr.Markdown("# Word Analogy and Vector Visualization")
             gr.Markdown(
                 "Select a predefined triplet of words or choose 'Custom' and enter your own (comma-separated) to find a fourth word by analogy, and see their vectors plotted with Plotly.")
 
@@ -104,7 +104,7 @@ with gr.Blocks() as iface:
         word_plot = gr.Plot(label="Word Vectors Visualization")
 
     with gr.Row():
-        word_vectorization = gr.Textbox(label="Word Vectorization for Output Word", lines=4, max_lines=4)
+        word_vectorization = gr.Textbox(label="Vectorization of the Output Word", lines=4, max_lines=4)
 
     clear_btn.click(fn=clear_inputs, inputs=None,
                     outputs=[radio, custom_words, output_word, word_vectorization, word_plot])