diff --git a/spacy/morphology.pyx b/spacy/morphology.pyx
index 2fd81bf8e..ccfb214bc 100644
--- a/spacy/morphology.pyx
+++ b/spacy/morphology.pyx
@@ -71,6 +71,10 @@ def _normalize_props(props):
     for key in FIELDS:
         if key in props:
             value = str(props[key]).lower()
+            # We don't have support for disjunctive int|rel features, so 
+            # just take the first one :(
+            if "|" in value:
+                value = value.split("|")[0]
             attr = '%s_%s' % (key, value)
             if attr in FEATURES:
                 props.pop(key)