diff --git a/src/helm/benchmark/presentation/summarize.py b/src/helm/benchmark/presentation/summarize.py
index ba171a239a..f6dc31b7f3 100644
--- a/src/helm/benchmark/presentation/summarize.py
+++ b/src/helm/benchmark/presentation/summarize.py
@@ -976,22 +976,20 @@ def _adapter_spec_sort_key(spec):
             if strategy == AggregationStrategy.WIN_RATE:
                 WIN_RATE_AGGREGATION = "mean"
                 win_rates = compute_aggregate_row_win_rates(table, aggregation=WIN_RATE_AGGREGATION)
-                description = "How many models this model outperforms on average (over columns)."
                 aggregate_header_cells.append(
                     HeaderCell(
                         f"{WIN_RATE_AGGREGATION.capitalize()} win rate",
-                        description=description,
+                        description="How many models this model outperforms on average (over columns).",
                         lower_is_better=False,
                     )
                 )
                 aggregate_row_values.append(win_rates)
             elif strategy == AggregationStrategy.MEAN:
                 means = compute_aggregate_row_means(table)
-                description = "An average over columns representing the mean performance."
                 aggregate_header_cells.append(
                     HeaderCell(
-                        "Mean performance",
-                        description=description,
+                        "Mean score",
+                        description="The mean of the scores from all columns.",
                         lower_is_better=table.header[0].lower_is_better,
                     )
                 )
diff --git a/src/helm/benchmark/static/schema_safety.yaml b/src/helm/benchmark/static/schema_safety.yaml
index c35c0b5b53..dd6cf0eec3 100644
--- a/src/helm/benchmark/static/schema_safety.yaml
+++ b/src/helm/benchmark/static/schema_safety.yaml
@@ -114,7 +114,6 @@ metric_groups:
   - name: accuracy
     display_name: Accuracy
     aggregation_strategies: 
-      - win_rate
       - mean
     metrics:
       - name: ${main_name}