diff --git a/vllm/config/scheduler.py b/vllm/config/scheduler.py
index 23d21c0fd45ca..bb0ecf38a7468 100644
--- a/vllm/config/scheduler.py
+++ b/vllm/config/scheduler.py
@@ -21,11 +21,7 @@ logger = init_logger(__name__)
 
 RunnerType = Literal["generate", "pooling", "draft"]
 SchedulerPolicy = Literal["fcfs", "priority", "sjf"]
-""" SJF Scheduling Policy:
-It stands for shortest-job-first — requests are scheduled by total prompt +
-output length (shorter first), with aging to prevent starvation. For more
-information, please check: https://github.com/vllm-project/vllm/issues/29406
-"""
+
 
 @config
 @dataclass
@@ -109,7 +105,9 @@ class SchedulerConfig:
     - "fcfs" means first come first served, i.e. requests are handled in order
     of arrival.\n
     - "priority" means requests are handled based on given priority (lower
-    value means earlier handling) and time of arrival deciding any ties)."""
+    value means earlier handling) and time of arrival deciding any ties).\n
+    - "sjf" means shortest job first. Requests are scheduled by  prompt length
+    (shortest first), with aging to prevent starvation."""
 
     disable_chunked_mm_input: bool = False
     """If set to true and chunked prefill is enabled, we do not want to