diff --git a/vllm/model_executor/models/deepseek_mtp.py b/vllm/model_executor/models/deepseek_mtp.py
index ca77b8322e2e8..c25e8422da157 100644
--- a/vllm/model_executor/models/deepseek_mtp.py
+++ b/vllm/model_executor/models/deepseek_mtp.py
@@ -141,6 +141,7 @@ class DeepSeekMultiTokenPredictor(nn.Module):
         self.embed_tokens = VocabParallelEmbedding(
             config.vocab_size,
             config.hidden_size,
+            prefix=maybe_prefix(prefix, "embed_tokens"),
         )
         self.logits_processor = LogitsProcessor(config.vocab_size)