diff --git a/lambench/metrics/results/final_rankings.json b/lambench/metrics/results/final_rankings.json
index 124fecb0..113f5b7f 100644
--- a/lambench/metrics/results/final_rankings.json
+++ b/lambench/metrics/results/final_rankings.json
@@ -53,7 +53,7 @@
     "Generalizability-FF Error \u2193": 0.308,
     "Generalizability-PC Error \u2193": 0.425,
     "Applicability-Instability \u2193": 0.0,
-    "Applicability-Efficiency \u2191": 0.239
+    "Applicability-Efficiency \u2191": 0.293
   },
   {
     "Model": "SevenNet-l3i5",
@@ -67,6 +67,6 @@
     "Generalizability-FF Error \u2193": 0.351,
     "Generalizability-PC Error \u2193": 0.472,
     "Applicability-Instability \u2193": 0.089,
-    "Applicability-Efficiency \u2191": 0.269
+    "Applicability-Efficiency \u2191": 0.296
   }
 ]
diff --git a/lambench/metrics/results/results.json b/lambench/metrics/results/results.json
index f85fbe17..6037ebca 100644
--- a/lambench/metrics/results/results.json
+++ b/lambench/metrics/results/results.json
@@ -717,8 +717,8 @@
         "success_rate": 1.0
       },
       "inference_efficiency": {
-        "average_time": 371.896417,
-        "standard_deviation": 34.309386,
+        "average_time": 337.402198,
+        "standard_deviation": 33.595657,
         "success_rate": 100.0
       }
     },
@@ -942,8 +942,8 @@
         "success_rate": 1.0
       },
       "inference_efficiency": {
-        "average_time": 418.264554,
-        "standard_deviation": 59.665791,
+        "average_time": 341.398952,
+        "standard_deviation": 32.878672,
         "success_rate": 100.0
       }
     },
diff --git a/lambench/metrics/results/scatter.json b/lambench/metrics/results/scatter.json
index 93645c94..995d6812 100644
--- a/lambench/metrics/results/scatter.json
+++ b/lambench/metrics/results/scatter.json
@@ -19,16 +19,16 @@
     "name": "MACE-MP-0",
     "family": "MACE",
     "nparams": 4688656,
-    "efficiency": 371.9,
-    "std": 34.31,
+    "efficiency": 337.4,
+    "std": 33.6,
     "generalizability error": 0.35
   },
   {
     "name": "MACE-MPA-0",
     "family": "MACE",
     "nparams": 9063204,
-    "efficiency": 418.26,
-    "std": 59.67,
+    "efficiency": 341.4,
+    "std": 32.88,
     "generalizability error": 0.31
   },
   {