diff --git a/tools/summarize_grid.py b/tools/summarize_grid.py
index 09845c7..fcf41b5 100644
--- a/tools/summarize_grid.py
+++ b/tools/summarize_grid.py
@@ -1,6 +1,7 @@
 import argparse
 import json
 import os
+import re
 
 
 def _find_metric(metrics, key):
@@ -194,21 +195,16 @@ _MODEL_PREFIXES = {
 
 
 def _infer_model_from_run_name(run_name):
-    for prefix, model in _MODEL_PREFIXES.items():
-        if run_name.lower().startswith(prefix):
+    lower = run_name.lower()
+    for model in sorted(set(_MODEL_PREFIXES.values()), key=len, reverse=True):
+        if lower.startswith(model):
+            return model
+    for prefix, model in sorted(_MODEL_PREFIXES.items(), key=lambda x: len(x[0]), reverse=True):
+        if lower.startswith(prefix):
             return model
     return None
 
 
-def _normalize_model_type(model_name):
-    parts = model_name.split("-")
-    base = parts[0]
-    for part in parts[1:]:
-        if part.startswith("in"):
-            return f"{base}-{part}"
-    return base
-
-
 def _get_model_name(dirpath, run_name=None):
     params = _load_params_simple(dirpath)
     name = None
@@ -216,9 +212,20 @@ def _get_model_name(dirpath, run_name=None):
         name = _get_in_params(params, "meta.model_name")
     if name is None and run_name:
         name = _infer_model_from_run_name(run_name)
-    if name:
-        return _normalize_model_type(name)
-    return "unknown"
+    if name is None:
+        return "unknown"
+    base = name.split("-")[0]
+    for part in name.split("-")[1:]:
+        if part.startswith("in"):
+            return f"{base}-{part}"
+    if run_name:
+        for part in run_name.split("-"):
+            if part.lower().startswith("in"):
+                return f"{base}-{part}"
+            m = re.search(r"in\d+\w*", part)
+            if m:
+                return f"{base}-{m.group()}"
+    return base
 
 
 def _collect_rows(root_dir, metric_key, col_paths):