Shorten BYOK notice; rename Recommend button to Search

app.py

@@ -122,10 +122,7 @@ with gr.Blocks(title="ModelLens · Finding the Best Model for Your Task", theme=
         ablation_no_id MLPMetric checkpoint trained on `unified_augmented`.
 
         > **BYO OpenAI key.** This Space embeds your dataset description with
-        > `text-embedding-3-small`. You provide your own key in the field below
-        > — it is sent directly to OpenAI for that single request and is never
-        > stored, logged, or reused by this app. A query costs roughly
-        > **$0.000001** on your account.
+        > `text-embedding-3-small`.
         """
     )
     with gr.Row():
@@ -164,18 +161,18 @@ with gr.Blocks(title="ModelLens · Finding the Best Model for Your Task", theme=
                 )
             official_only = gr.Checkbox(
                 value=False,
-                label="Only recommend official pretrained models (DeepSeek, Qwen, Llama, gpt-oss, Mistral, Gemma, Phi, ...)",
+                label="Only show official pretrained models (DeepSeek, Qwen, Llama, gpt-oss, Mistral, Gemma, Phi, ...)",
             )
             hf_only = gr.Checkbox(
                 value=True,
                 label="Only show models hosted on HuggingFace (drops paper baselines like 'inceptionv4')",
             )
-            run_btn = gr.Button("Recommend", variant="primary")
+            run_btn = gr.Button("Search", variant="primary")
             gr.Examples(
                 examples=[[d] for d in EXAMPLE_DESCRIPTIONS],
                 inputs=[desc],
                 outputs=[],
-                label="Example dataset descriptions (click to fill, then press Recommend)",
+                label="Example dataset descriptions (click to fill, then press Search)",
                 run_on_click=False,
             )
         with gr.Column(scale=3):