diff --git a/python/dgl/dataloading/negative_sampler.py b/python/dgl/dataloading/negative_sampler.py
index 54b6eca45cc0..e86399b31299 100644
--- a/python/dgl/dataloading/negative_sampler.py
+++ b/python/dgl/dataloading/negative_sampler.py
@@ -88,7 +88,7 @@ class GlobalUniform(_BaseNegativeSampler):
         Whether to exclude self-loops from negative samples.  (Default: True)
     replace : bool, optional
         Whether to sample with replacement.  Setting it to True will make things
-        faster.  (Default: True)
+        faster.  (Default: False)
 
     Notes
     -----