Add instruction for english results on ViDoRe V3 (#15)

- Upload app.py with huggingface_hub (bf2abe3eb6f2f43f544a2fddcedddef74a72d005)

app.py

@@ -77,12 +77,17 @@ def main():
     .markdown {
         font-size: 1rem;
     }
+
+    .alert-info {
+        background-color: #e3f2fd;
+        border-left: 4px solid #2196f3;
+        padding: 5px 15px;
+    }
     """
 
     with gr.Blocks(css=css) as block:
         with gr.Tabs():
             with gr.TabItem("ViDoRe V3"):
-                # embed in hmtl https://mteb-leaderboard.hf.space/?benchmark_name=ViDoRe(v3)
                 gr.Markdown("# ViDoRe V3: a comprehensive evaluation of retrieval for enterprise use-case 👷‍♂️")
 
                 gr.Markdown(
@@ -100,6 +105,15 @@ def main():
                 As the reference results are now hosted on the [MTEB Leaderboard](https://mteb-leaderboard.hf.space/?benchmark_name=ViDoRe(v3)),
                 we embed it here.
                             """ )
+
+                gr.Markdown(
+                """**💡 To display English-only results:**
+                    - Under *Customize this Benchmark*, unselect the French datasets (*Vidore3EnergyRetrieval*, *Vidore3FinanceFrRetrieval*, *Vidore3PhysicsRetrieval*),
+                    - Go to the *Performance per language* tab (you might have to click on the three dots on the right of the tab bar to see it),
+                    - The *eng-Latn* column will show English-only results (= English queries on English documents).""",
+                    elem_classes="alert-info"
+                )
+
                 gr.HTML(
                     """
                 <iframe