diff --git a/fastchat/serve/multi_model_worker.py b/fastchat/serve/multi_model_worker.py
index 098c6d11e..13872bbdd 100644
--- a/fastchat/serve/multi_model_worker.py
+++ b/fastchat/serve/multi_model_worker.py
@@ -178,6 +178,13 @@ def create_multi_model_worker():
         action="append",
         help="One or more model names.  Values must be aligned with `--model-path` values.",
     )
+    parser.add_argument(
+        "--conv-template",
+        type=str,
+        default=None,
+        action="append",
+        help="Conversation prompt template. Values must be aligned with `--model-path` values. If only one value is provided, it will be repeated for all models.",
+    )
     parser.add_argument("--limit-worker-concurrency", type=int, default=5)
     parser.add_argument("--stream-interval", type=int, default=2)
     parser.add_argument("--no-register", action="store_true")
@@ -201,9 +208,16 @@ def create_multi_model_worker():
     if args.model_names is None:
         args.model_names = [[x.split("/")[-1]] for x in args.model_path]
 
+    if args.conv_template is None:
+        args.conv_template = [None] * len(args.model_path)
+    elif len(args.conv_template) == 1:  # Repeat the same template
+        args.conv_template = args.conv_template * len(args.model_path)
+
     # Launch all workers
     workers = []
-    for model_path, model_names in zip(args.model_path, args.model_names):
+    for conv_template, model_path, model_names in zip(
+        args.conv_template, args.model_path, args.model_names
+    ):
         w = ModelWorker(
             args.controller_address,
             args.worker_address,
@@ -219,6 +233,7 @@ def create_multi_model_worker():
             cpu_offloading=args.cpu_offloading,
             gptq_config=gptq_config,
             stream_interval=args.stream_interval,
+            conv_template=conv_template,
         )
         workers.append(w)
         for model_name in model_names: