diff --git a/example/named_entity_recognition/README.md b/example/named_entity_recognition/README.md
index 2b28b3b5039b..c914a6985dfe 100644
--- a/example/named_entity_recognition/README.md
+++ b/example/named_entity_recognition/README.md
@@ -15,4 +15,12 @@ To reproduce the preprocessed training data:
 
 To train the model:
 
-- `$ cd src && python ner.py`
\ No newline at end of file
+- `$ cd src && python ner.py`
+
+To run inference using trained model:
+
+1. Recreate the bucketing module using `sym_gen` defined in `ner.py`
+2. Loading saved parameters using `module.set_params()`
+
+Refer to the `test` function in the [Bucketing Module example](https://github.com/apache/incubator-mxnet/blob/master/example/rnn/bucketing/cudnn_rnn_bucketing.py)
+and this [issue](https://github.com/apache/incubator-mxnet/issues/5008) on Bucketing Module Prediction
\ No newline at end of file