Create leaderboard.py

crs_arena/leaderboard.py

@@ -0,0 +1,40 @@
+"""Static leaderboard page."""
+
+import pandas as pd
+import streamlit as st
+
+# Add button to go back to the CRS Arena
+if st.button("Back to :gun: CRS Arena"):
+    st.switch_page("arena.py")
+
+st.title(":trophy: CRS Arena Leaderboard")
+st.write(
+    "This leaderboard ranks conversational recommender systems present in the CRS Arena based on different metrics, including Elo rating and user satisfaction."
+)
+
+st.write("*Last update: 2024-10-04*")
+
+df_leaderboard = pd.DataFrame(
+    {
+        "CRS": [
+            "BARCOR_OpenDialKG",
+            "BARCOR_ReDial",
+            "CRB-CRS_ReDial",
+            "ChatGPT_OpenDialKG",
+            "ChatGPT_ReDial",
+            "KBRD_OpenDialKG",
+            "KBRD_ReDial",
+            "UniCRS_OpenDialKG",
+            "UniCRS_ReDial",
+        ],
+        "Elo rating*": [968, 1052, 930, 1056, 1036, 966, 1027, 974, 991],
+        "% Satisfaction": [17.2, 30.4, 5.4, 50, 58.6, 2.6, 8.6, 9.5, 18.2],
+    }
+)
+
+# Sort DataFrame by Elo rating
+df_leaderboard = df_leaderboard.sort_values(by="Elo rating*", ascending=False)
+
+st.dataframe(df_leaderboard, hide_index=True, use_container_width=True)
+
+st.write("*Initial rating is set to 1000 and K-factor is 16")