diff --git a/docs/features/spec_decode/README.md b/docs/features/spec_decode/README.md
index 0d19ef839..0cc77ad4b 100644
--- a/docs/features/spec_decode/README.md
+++ b/docs/features/spec_decode/README.md
@@ -1,10 +1,5 @@
 # Speculative Decoding
 
-!!! warning
-    Please note that speculative decoding in vLLM is not yet optimized and does
-    not usually yield inter-token latency reductions for all prompt datasets or sampling parameters.
-    The work to optimize it is ongoing and can be followed here: <https://github.com/vllm-project/vllm/issues/4630>
-
 !!! warning
     Currently, speculative decoding in vLLM is not compatible with pipeline parallelism.