diff --git a/scripts/train_merge_unified.py b/scripts/train_merge_unified.py
index df515fa..be1f39a 100644
--- a/scripts/train_merge_unified.py
+++ b/scripts/train_merge_unified.py
@@ -18,7 +18,8 @@ from pathlib import Path
 import torch
 import torch.nn.functional as F
 
-from loop_common import BandLooper, MergeAdapter, chat_prompt, DIRECT_SUFFIX
+from loop_common import (AdaptiveMergeAdapter, BandLooper, MergeAdapter,
+                         chat_prompt, DIRECT_SUFFIX)
 from prep_mbpp import DIRECT_SUFFIX as MBPP_SUFFIX
 from prep_mbpp import mbpp_prompt
 
@@ -93,6 +94,7 @@ def main():
                     help="feedforward control: adapter(e,e), no recurrence")
     ap.add_argument("--tasks", default="gsm,mbpp")
     ap.add_argument("--tag", default=None)
+    ap.add_argument("--adaptive", action="store_true")
     args = ap.parse_args()
     tasks = args.tasks.split(",")
     tag = args.tag or ("ff" if args.noloop else "uni")
@@ -115,7 +117,8 @@ def main():
     for p in model.parameters():
         p.requires_grad_(False)
     looper = BandLooper(model)
-    adapter = MergeAdapter(
+    cls = AdaptiveMergeAdapter if args.adaptive else MergeAdapter
+    adapter = cls(
         d=model.config.get_text_config().hidden_size).cuda()
     opt = torch.optim.AdamW(adapter.parameters(), lr=LR, weight_decay=0.01)