update

main.py

@@ -128,15 +128,20 @@ def main_gradio():
     )
 
     gr.Interface(
-        fn=process_json,
-        inputs=gr.File(label="Upload Retrieval Result (JSON)"),
-        outputs=gr.Textbox(label="Results"),
-        title="Automated Evaluation of MixBench",
-        description=(
-            "Upload a prediction JSON to evaluate Recall@1, NDCG@10, and NDCG@100 against encrypted qrels.<br><br>"
-            "Example input format:<br><br>" + example_json_html
-        )
-    ).launch(share=True)
+    fn=process_json,
+    inputs=gr.File(label="Upload Retrieval Result (JSON)"),
+    outputs=gr.Textbox(label="Results"),
+    title="Automated Evaluation of MixBench",
+    description=(
+        "Please upload your model's retrieval result on MixBench (in JSON format) to automatically evaluate its performance.<br><br>"
+        "For each subset (e.g., <code>MSCOCO</code>, <code>Google_WIT</code>, <code>VisualNews</code>, <code>OVEN</code>), "
+        "we will compute the following metrics based on the top-100 retrieved results:<br>"
+        "- <strong>Recall@1</strong><br>"
+        "- <strong>NDCG@10</strong><br>"
+        "- <strong>NDCG@100</strong><br><br>"
+        "Expected input JSON format:<br><br>"
+        + example_json_html
+    )).launch(share=True)
 
 if __name__ == "__main__":
     main_gradio()