diff --git a/examples/nnp_training.py b/examples/nnp_training.py
index 970f30585..588817a9f 100644
--- a/examples/nnp_training.py
+++ b/examples/nnp_training.py
@@ -15,6 +15,19 @@
 .. note::
     TorchANI provide tools to run NeuroChem training config file `inputtrain.ipt`.
     See: :ref:`neurochem-training`.
+
+.. warning::
+    The training setup used in this file is configured to reproduce the original research
+    at `Less is more: Sampling chemical space with active learning`_ as much as possible.
+    That research was done on a different platform called NeuroChem which has many default
+    options and technical details different from PyTorch. Some decisions made here
+    (such as, using NeuroChem's initialization instead of PyTorch's default initialization)
+    is not because it gives better result, but solely based on reproducing the original
+    research. This file should not be interpreted as a suggestions to the readers on how
+    they should setup their models.
+
+.. _`Less is more: Sampling chemical space with active learning`:
+    https://aip.scitation.org/doi/full/10.1063/1.5023802
 """
 
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