diff --git a/vllm_ascend/ops/register_custom_ops.py b/vllm_ascend/ops/register_custom_ops.py
index dea1e0bf..bc287dd2 100644
--- a/vllm_ascend/ops/register_custom_ops.py
+++ b/vllm_ascend/ops/register_custom_ops.py
@@ -80,7 +80,7 @@ def _maybe_pad_and_reduce_impl(x: torch.Tensor, is_ep_comm: bool = False) -> tor
         enable_sp_by_pass() and is_ep_comm
     )
 
-    if not flash_comm_v1_enabled or (forward_context.is_draft_model and is_vl_model()):
+    if not flash_comm_v1_enabled or (forward_context.is_draft_model and is_vl_model() and not is_ep_comm):
         return tensor_model_parallel_all_reduce(x)
 
     dp_metadata = forward_context.dp_metadata
diff --git a/vllm_ascend/spec_decode/eagle_proposer.py b/vllm_ascend/spec_decode/eagle_proposer.py
index e47f4590..7e193371 100644
--- a/vllm_ascend/spec_decode/eagle_proposer.py
+++ b/vllm_ascend/spec_decode/eagle_proposer.py
@@ -1595,10 +1595,8 @@ class SpecDecodeBaseProposer(EagleProposer):
         hidden_states: torch.Tensor,
         positions: torch.Tensor,
     ) -> tuple[torch.Tensor, torch.Tensor]:
-        if self.is_multimodal_model and _EXTRA_CTX.flash_comm_v1_enabled:
-            return hidden_states, positions
         if self.method == "mtp":
-            if _EXTRA_CTX.flash_comm_v1_enabled:
+            if _EXTRA_CTX.flash_comm_v1_enabled and not self.is_multimodal_model:
                 hidden_states = torch.ops.vllm.maybe_pad_and_reduce(hidden_states)
                 positions = positions.unsqueeze(-1)
                 positions = torch.ops.vllm.maybe_pad_and_reduce(positions)