diff --git a/examples/run_ner.py b/examples/run_ner.py
index 00eb039258..16fa89c3e7 100644
--- a/examples/run_ner.py
+++ b/examples/run_ner.py
@@ -35,15 +35,17 @@ from utils_ner import convert_examples_to_features, get_labels, read_examples_fr
 
 from transformers import AdamW, WarmupLinearSchedule
 from transformers import WEIGHTS_NAME, BertConfig, BertForTokenClassification, BertTokenizer
+from transformers import RobertaConfig, RobertaForTokenClassification, RobertaTokenizer
 
 logger = logging.getLogger(__name__)
 
 ALL_MODELS = sum(
-    (tuple(conf.pretrained_config_archive_map.keys()) for conf in (BertConfig, )),
+    (tuple(conf.pretrained_config_archive_map.keys()) for conf in (BertConfig, RobertaConfig)),
     ())
 
 MODEL_CLASSES = {
     "bert": (BertConfig, BertForTokenClassification, BertTokenizer),
+    "roberta": (RobertaConfig, RobertaForTokenClassification, RobertaTokenizer)
 }