diff --git a/python/sglang/bench_serving.py b/python/sglang/bench_serving.py
index 1a909caa8..96e8677bb 100644
--- a/python/sglang/bench_serving.py
+++ b/python/sglang/bench_serving.py
@@ -321,6 +321,8 @@ async def async_request_sglang_generate(
             },
             "stream": not args.disable_stream,
             "lora_path": request_func_input.lora_name,
+            "return_logprob": args.return_logprob,
+            "logprob_start_len": -1,
             **request_func_input.extra_request_body,
         }
         headers = {}
@@ -911,7 +913,7 @@ async def benchmark(
         prompt=test_prompt,
         api_url=api_url,
         prompt_len=test_prompt_len,
-        output_len=test_output_len,
+        output_len=min(test_output_len, 32),
         lora_name=lora_name,
         extra_request_body=extra_request_body,
     )
@@ -1413,6 +1415,11 @@ if __name__ == "__main__":
         action="store_true",
         help="Disable ignoring EOS.",
     )
+    parser.add_argument(
+        "--return-logprob",
+        action="store_true",
+        help="Return logprob.",
+    )
     parser.add_argument(
         "--extra-request-body",
         metavar='{"key1": "value1", "key2": "value2"}',
diff --git a/python/sglang/srt/managers/scheduler.py b/python/sglang/srt/managers/scheduler.py
index 13e8dae23..d98499d62 100644
--- a/python/sglang/srt/managers/scheduler.py
+++ b/python/sglang/srt/managers/scheduler.py
@@ -440,16 +440,11 @@ class Scheduler:
         if self.tp_rank == 0 or self.server_args.enable_dp_attention:
             recv_reqs = []
 
-            if self.last_batch is None:
-                recv_req = self.recv_from_tokenizer.recv_pyobj()
-                recv_reqs.append(recv_req)
-            else:
-                while True:
-                    try:
-                        recv_req = self.recv_from_tokenizer.recv_pyobj(zmq.NOBLOCK)
-                    except zmq.ZMQError:
-                        break
-                    recv_reqs.append(recv_req)
+            while True:
+                try:
+                    recv_req = self.recv_from_tokenizer.recv_pyobj(zmq.NOBLOCK)
+                except zmq.ZMQError:
+                    break
         else:
             recv_reqs = None
 
@@ -949,6 +944,7 @@ class Scheduler:
             batch.next_batch_sampling_info.sampling_info_done.set()
 
     def process_batch_result_prefill(self, batch: ScheduleBatch, result):
+        skip_stream_req = None
 
         if self.is_generation:
             logits_output, next_token_ids, bid = result
@@ -1005,6 +1001,10 @@ class Scheduler:
                 else:
                     # being chunked reqs' prefill is not finished
                     req.is_being_chunked -= 1
+                    # There is only at most one request being currently chunked.
+                    # Because this request does not finish prefill,
+                    # we don't want to stream the request currently being chunked.
+                    skip_stream_req = req
 
             if batch.next_batch_sampling_info:
                 batch.next_batch_sampling_info.update_regex_vocab_mask()
@@ -1034,7 +1034,7 @@ class Scheduler:
                     # being chunked reqs' prefill is not finished
                     req.is_being_chunked -= 1
 
-        self.stream_output(batch.reqs)
+        self.stream_output(batch.reqs, skip_stream_req)
 
     def process_batch_result_decode(self, batch: ScheduleBatch, result):
         logits_output, next_token_ids, bid = result
@@ -1179,7 +1179,7 @@ class Scheduler:
 
         return num_input_logprobs
 
-    def stream_output(self, reqs: List[Req]):
+    def stream_output(self, reqs: List[Req], skip_req: Optional[Req] = None):
         """Stream the output to detokenizer."""
         output_rids = []
         output_meta_info: List[dict] = []
@@ -1199,6 +1199,9 @@ class Scheduler:
         is_stream_iter = self.forward_ct_decode % self.stream_interval == 0
 
         for req in reqs:
+            if req is skip_req:
+                continue
+
             # TODO(lianmin): revisit this for overlap + retract + stream
             if req.finished() or (
                 req.stream and (is_stream_iter or len(req.output_ids) == 1)
diff --git a/python/sglang/test/test_utils.py b/python/sglang/test/test_utils.py
index f97fc1235..514bf31a6 100644
--- a/python/sglang/test/test_utils.py
+++ b/python/sglang/test/test_utils.py
@@ -568,6 +568,7 @@ def run_bench_serving(
         disable_tqdm=False,
         disable_stream=disable_stream,
         disable_ignore_eos=False,
+        return_logprob=False,
         lora_name=None,
         extra_request_body=None,
         profile=None,