diff --git a/R/utils.R b/R/utils.R
index 28cca311..c6d68002 100644
--- a/R/utils.R
+++ b/R/utils.R
@@ -12,7 +12,7 @@ download_and_cache <- function(url, redownload = FALSE, prefix = NULL) {
 
   if (!file.exists(path) || redownload) {
     # we should first download to a temporary file because
-    # download probalems could cause hard to debug errors.
+    # download problems could cause hard to debug errors.
     tmp <- tempfile(fileext = fs::path_ext(path))
     on.exit({try({fs::file_delete(tmp)}, silent = TRUE)}, add = TRUE)
 
diff --git a/tools/convert-models.py b/tools/convert-models.py
index b70b3564..db61b692 100644
--- a/tools/convert-models.py
+++ b/tools/convert-models.py
@@ -146,6 +146,8 @@ def blob_exist(bucket_name, blob_name):
   'yolo_v12_n': 'https://github.com/ultralytics/assets/releases/download/v8.3.0/yolo12n.pt',
   'yolo_v12_s': 'https://github.com/ultralytics/assets/releases/download/v8.3.0/yolo12s.pt',
   'yolo_v12_x': 'https://github.com/ultralytics/assets/releases/download/v8.3.0/yolo12x.pt',
+  'tabicl_classifier_v2': 'https://huggingface.co/jingang/TabICL/resolve/main/tabicl-classifier-v2-20260212.ckpt',
+  'tabicl_regressor_v2': 'https://huggingface.co/jingang/TabICL/resolve/main/tabicl-regressor-v2-20260212.ckpt',
   }
 
 os.makedirs("models", exist_ok=True)
@@ -172,8 +174,8 @@ def blob_exist(bucket_name, blob_name):
     if name.startswith("convnext_") and name.endswith("k"):
       m = m["model"]
     
-    # openmmlab models weights are embedded in a named object
-    if name.startswith("convnext_") and "_upernet_" in name:
+    # openmmlab and jingang models weights are embedded in a named object
+    if (name.startswith("convnext_") and "_upernet_" in name) or name.startswith("tabicl_"):
       m = m["state_dict"]
     
     for nm, par in m.items():