diff --git a/python/sglang/srt/models/bailing_moe.py b/python/sglang/srt/models/bailing_moe.py
index b16d22320..5eb3e9373 100644
--- a/python/sglang/srt/models/bailing_moe.py
+++ b/python/sglang/srt/models/bailing_moe.py
@@ -128,7 +128,9 @@ class BailingMoEMLP(nn.Module):
 
         gate_up, _ = self.gate_up_proj(hidden_states)
         hidden_states = self.act_fn(gate_up)
-        hidden_states, _ = self.down_proj(hidden_states)
+        hidden_states, _ = self.down_proj(
+            hidden_states, skip_all_reduce=use_reduce_scatter
+        )
         return hidden_states
 
 
@@ -328,7 +330,7 @@ class BailingMoESparseMoeBlock(nn.Module):
     ) -> torch.Tensor:
         current_stream = torch.cuda.current_stream()
         self.alt_stream.wait_stream(current_stream)
-        shared_output = self._forward_shared_experts(hidden_states)
+        shared_output = self._forward_shared_experts(hidden_states.clone())
 
         with torch.cuda.stream(self.alt_stream):
             router_output = self._forward_router_experts(hidden_states)
@@ -347,8 +349,9 @@ class BailingMoESparseMoeBlock(nn.Module):
         DUAL_STREAM_TOKEN_THRESHOLD = 1024
         if (
             self.alt_stream is not None
-            and num_tokens > 0
-            and num_tokens <= DUAL_STREAM_TOKEN_THRESHOLD
+            and hidden_states.shape[0] > 0
+            and hidden_states.shape[0] <= DUAL_STREAM_TOKEN_THRESHOLD
+            and get_is_capture_mode()
         ):
             final_hidden_states, shared_output = self.forward_normal_dual_stream(
                 hidden_states
diff --git a/python/sglang/srt/server_args.py b/python/sglang/srt/server_args.py
index 88fe9d6fe..77199e7d3 100644
--- a/python/sglang/srt/server_args.py
+++ b/python/sglang/srt/server_args.py
@@ -757,7 +757,7 @@ class ServerArgs:
             if model_arch in [
                 "DeepseekV3ForCausalLM",
                 "Glm4MoeForCausalLM",
-                "BailingMoeV2ForCausalLM",
+                "BailingMoeForCausalLM",
                 "BailingMoeV2ForCausalLM",
             ]:
                 # Auto set draft_model_path DeepSeek-V3/R1