Update results.py

results.py

@@ -624,6 +624,12 @@ intro_div = Div(
 
 )
 
+upsampling_exp = Div(
+        H2("Upsampling Experiment: TxT360 vs FineWeb"),
+        H3("Experiment Setup"),
+        P("We performed a comparison of 1.5T tokens from FineWeb and 1.5T tokens of TxT360 across 10 diverse evaluations. Our FineWeb evaluation is based on a random sample 1.5T tokens from FineWeb (base). For TxT360, we also random sample 1.5T tokens by upsampling data instances with more duplicates. Concretely, the upsampling weight is set to 3 for data points with duplicates in the range from 2 to 5,  5 for the range from 5 to 100, 8 for that from 101 to 1000, and 10 for more than 1000 duplicates."),
+)
+
 perp1_div = Div(
         Section(
             H3("Perplexity vs Buckets"),