diff --git a/example/actions.py b/example/actions.py
index 766248102098772f090eb84a66fd3935327c4060..d4c7c76be7bb1921cb2e147de35fa5792dd1bac4 100644
--- a/example/actions.py
+++ b/example/actions.py
@@ -1,6 +1,9 @@
 from rasa_core_sdk import Action
 from rasa_core_sdk.events import SlotSet
 
+#
+# Birthplace
+#
 class ActionSearchBirthplace(Action):
     def name(self):
         return 'action_search_birthplace'
@@ -8,11 +11,10 @@ class ActionSearchBirthplace(Action):
     def run(self, dispatcher, tracker, domain):
         import csv
         import re
-        #dispatcher.utter_message("Searching for Birthplace")
         person = tracker.get_slot('physicist')
         name_regex = re.compile(person, re.IGNORECASE)
         actual_birthplace = None
-        with open('birthplace.tsv') as csvfile:
+        with open('data.tsv') as csvfile:
             spamreader = csv.DictReader(csvfile, delimiter='\t')
             for row in spamreader:
                 if name_regex.match(row['name']):
@@ -34,3 +36,291 @@ class ActionUtterBirthplace(Action):
         else:
             dispatcher.utter_message("The birthplace of " + person + " is " + birthplace + ".")
         return []
+
+#
+# Day of death
+#
+class ActionSearchDayOfDeath(Action):
+    def name(self):
+        return 'action_search_birthplace'
+
+    def run(self, dispatcher, tracker, domain):
+        import csv
+        import re
+        person = tracker.get_slot('physicist')
+        name_regex = re.compile(person, re.IGNORECASE)
+        actual_day_of_death = None
+        with open('data.tsv') as csvfile:
+            spamreader = csv.DictReader(csvfile, delimiter='\t')
+            for row in spamreader:
+                if name_regex.match(row['name']):
+                    actual_day_of_death = row['day_of_death']
+        if actual_day_of_death is None:
+            return[SlotSet('day_of_death', [])]
+        return [SlotSet('day_of_death', actual_day_of_death if actual_day_of_death is not None else [])]
+        
+        
+class ActionUtterDayOfDeath(Action):
+    def name(self):
+        return 'action_utter_day_of_death'
+
+    def run(self, dispatcher, tracker, domain):
+        person = tracker.get_slot('physicist')
+        day_of_death = tracker.get_slot('day_of_death')
+        if  day_of_death == None:
+            dispatcher.utter_message("Error: day of death of " + person + "not known.")
+        else:
+            dispatcher.utter_message("The day of death of " + person + " is " + day_of_death + ".")
+        return []
+
+#
+# Place of death
+#
+class ActionSearchPlaceOfDeath(Action):
+    def name(self):
+        return 'action_search_place_of_death'
+
+    def run(self, dispatcher, tracker, domain):
+        import csv
+        import re
+        person = tracker.get_slot('physicist')
+        name_regex = re.compile(person, re.IGNORECASE)
+        actual_place_of_death = None
+        with open('data.tsv') as csvfile:
+            spamreader = csv.DictReader(csvfile, delimiter='\t')
+            for row in spamreader:
+                if name_regex.match(row['name']):
+                    actual_place_of_death = row['place_of_death']
+        if actual_place_of_death is None:
+            return[SlotSet('place_of_death', [])]
+        return [SlotSet('place_of_death', actual_place_of_death if actual_place_of_death is not None else [])]
+        
+        
+class ActionUtterPlaceOfDeath(Action):
+    def name(self):
+        return 'action_utter_place_of_death'
+
+    def run(self, dispatcher, tracker, domain):
+        person = tracker.get_slot('physicist')
+        place_of_death = tracker.get_slot('place_of_death')
+        if  place_of_death == None:
+            dispatcher.utter_message("Error: Place of death of " + person + "not known.")
+        else:
+            dispatcher.utter_message("The place of death of " + person + " is " + place_of_death + ".")
+        return []
+
+#
+# Is alive
+#
+class ActionSearchIsAlive(Action):
+    def name(self):
+        return 'action_search_is_alive'
+
+    def run(self, dispatcher, tracker, domain):
+        import csv
+        import re
+        person = tracker.get_slot('physicist')
+        name_regex = re.compile(person, re.IGNORECASE)
+        actual_is_alive = None
+        with open('data.tsv') as csvfile:
+            spamreader = csv.DictReader(csvfile, delimiter='\t')
+            for row in spamreader:
+                if name_regex.match(row['name']):
+                    actual_is_alive = row['is_alive']
+        if actual_is_alive is None:
+            return[SlotSet('is_alive', [])]
+        return [SlotSet('is_alive', actual_is_alive if actual_is_alive is not None else [])]
+        
+        
+class ActionUtterPlaceOfDeath(Action):
+    def name(self):
+        return 'action_utter_is_alive'
+
+    def run(self, dispatcher, tracker, domain):
+        person = tracker.get_slot('physicist')
+        is_alive = tracker.get_slot('is_alive')
+        if  is_alive == None:
+            dispatcher.utter_message("Error: Life status of " + person + "not known.")
+        else:
+            dispatcher.utter_message("The Life status of " + person + " is " + is_alive + ".")
+        return []
+
+#
+# num spouses
+#
+class ActionSearchNumSpouses(Action):
+    def name(self):
+        return 'action_search_num_spouses'
+
+    def run(self, dispatcher, tracker, domain):
+        import csv
+        import re
+        person = tracker.get_slot('physicist')
+        name_regex = re.compile(person, re.IGNORECASE)
+        actual_num_spouses = None
+        with open('data.tsv') as csvfile:
+            spamreader = csv.DictReader(csvfile, delimiter='\t')
+            for row in spamreader:
+                if name_regex.match(row['name']):
+                    actual_num_spouses = row['num_spouses']
+        if actual_num_spouses is None:
+            return[SlotSet('num_spouses', [])]
+        return [SlotSet('num_spouses', actual_num_spouses if actual_num_spouses is not None else [])]
+        
+        
+class ActionUtterNumSpouses(Action):
+    def name(self):
+        return 'action_utter_num_spouses'
+
+    def run(self, dispatcher, tracker, domain):
+        person = tracker.get_slot('physicist')
+        num_spouses = tracker.get_slot('num_spouses')
+        if num_spouses == None:
+            dispatcher.utter_message("Error: Number of Spouses of " + person + "not known.")
+        else:
+            dispatcher.utter_message("The Number of spouses of " + person + " is " + num_spouses + ".")
+        return []
+
+#
+# Primary Education
+#
+class ActionSearchPrimaryEducation(Action):
+    def name(self):
+        return 'action_search_primary_education'
+
+    def run(self, dispatcher, tracker, domain):
+        import csv
+        import re
+        person = tracker.get_slot('physicist')
+        name_regex = re.compile(person, re.IGNORECASE)
+        actual_primary_education = None
+        with open('data.tsv') as csvfile:
+            spamreader = csv.DictReader(csvfile, delimiter='\t')
+            for row in spamreader:
+                if name_regex.match(row['name']):
+                    actual_primary_education = row['primary_education']
+        if actual_primary_education is None:
+            return[SlotSet('primary_education', [])]
+        return [SlotSet('primary_education', actual_primary_education if actual_primary_education is not None else [])]
+        
+        
+class ActionUtterPrimaryEducation(Action):
+    def name(self):
+        return 'action_utter_primary_education'
+
+    def run(self, dispatcher, tracker, domain):
+        person = tracker.get_slot('physicist')
+        primary_education = tracker.get_slot('primary_education')
+        if  primary_education == None:
+            dispatcher.utter_message("Error: Primary education of " + person + "not known.")
+        else:
+            dispatcher.utter_message("The primary education of " + person + " is " + primary_education + ".")
+        return []
+
+#
+# University
+#
+class ActionSearchUniversity(Action):
+    def name(self):
+        return 'action_search_university'
+
+    def run(self, dispatcher, tracker, domain):
+        import csv
+        import re
+        person = tracker.get_slot('physicist')
+        name_regex = re.compile(person, re.IGNORECASE)
+        actual_university = None
+        with open('data.tsv') as csvfile:
+            spamreader = csv.DictReader(csvfile, delimiter='\t')
+            for row in spamreader:
+                if name_regex.match(row['name']):
+                    actual_university = row['university']
+        if actual_university is None:
+            return[SlotSet('university', [])]
+        return [SlotSet('university', actual_university if actual_universtiy is not None else [])]
+        
+        
+class ActionUtterAreaOfResearch(Action):
+    def name(self):
+        return 'action_utter_area_of_research'
+
+    def run(self, dispatcher, tracker, domain):
+        person = tracker.get_slot('physicist')
+        area_of_research = tracker.get_slot('area_of_research')
+        if area_of_research == None:
+            dispatcher.utter_message("Error: Area of Research of " + person + "not known.")
+        else:
+            dispatcher.utter_message("The Area of research of " + person + " is " + area_of_research + ".")
+        return []
+
+#
+# Workplace
+#
+class ActionSearchWorkplace(Action):
+    def name(self):
+        return 'action_search_workplace'
+
+    def run(self, dispatcher, tracker, domain):
+        import csv
+        import re
+        person = tracker.get_slot('physicist')
+        name_regex = re.compile(person, re.IGNORECASE)
+        actual_workplace = None
+        with open('data.tsv') as csvfile:
+            spamreader = csv.DictReader(csvfile, delimiter='\t')
+            for row in spamreader:
+                if name_regex.match(row['name']):
+                    actual_workplace = row['workplace']
+        if actual_workplace is None:
+            return[SlotSet('workplace', [])]
+        return [SlotSet('workplace', actual_workplace if actual_workplace is not None else [])]
+        
+        
+class ActionUtterWorkplace(Action):
+    def name(self):
+        return 'action_utter_workplace'
+
+    def run(self, dispatcher, tracker, domain):
+        person = tracker.get_slot('physicist')
+        workplace = tracker.get_slot('workplace')
+        if  workplace == None:
+            dispatcher.utter_message("Error: Workplace of " + person + "not known.")
+        else:
+            dispatcher.utter_message("The Workplace of " + person + " is " + workplace + ".")
+        return []
+
+#
+# Awards
+#
+class ActionSearchAwards(Action):
+    def name(self):
+        return 'action_search_awards'
+
+    def run(self, dispatcher, tracker, domain):
+        import csv
+        import re
+        person = tracker.get_slot('physicist')
+        name_regex = re.compile(person, re.IGNORECASE)
+        actual_awards = None
+        with open('data.tsv') as csvfile:
+            spamreader = csv.DictReader(csvfile, delimiter='\t')
+            for row in spamreader:
+                if name_regex.match(row['name']):
+                    actual_awards = row['awards']
+        if actual_awards is None:
+            return[SlotSet('awards', [])]
+        return [SlotSet('awards', actual_awards if actual_awards is not None else [])]
+        
+        
+class ActionUtterAwards(Action):
+    def name(self):
+        return 'action_utter_awards'
+
+    def run(self, dispatcher, tracker, domain):
+        person = tracker.get_slot('physicist')
+        awards = tracker.get_slot('awards')
+        if  awards == None:
+            dispatcher.utter_message("Error: Awards of " + person + "not known.")
+        else:
+            dispatcher.utter_message("The Awards of " + person + " is " + awards + ".")
+        return []
diff --git a/example/birthplace.tsv b/example/data.tsv
similarity index 100%
rename from example/birthplace.tsv
rename to example/data.tsv
diff --git a/example/domain.yml b/example/domain.yml
index 716b1fa5522da68b7bc5956e5725c6a6435485bf..7e53b91269351d832b10bf0cb4c822ae41ed9856 100644
--- a/example/domain.yml
+++ b/example/domain.yml
@@ -14,7 +14,6 @@ intents:
 
 actions:
   - utter_greet
-  - utter_birthplace
   - utter_goodbye
   - action_search_birthplace
   - action_utter_birthplace
@@ -46,23 +45,23 @@ slots:
   birthplace:
     type: unfeaturized
   day_of_death:
-    type: undefined
+    type: unfeaturized
   place_of_death:
-    type: undefined
+    type: unfeaturized
   is_alive:
-    type: undefined
+    type: unfeaturized
   num_spouses:
-    type: undefined
+    type: unfeaturized
   primary_education:
-    type: undefined
+    type: unfeaturized
   university:
-    type: undefined
+    type: unfeaturized
   area_of_research:
-    type: undefined
+    type: unfeaturized
   workplace:
-    type: undefined
+    type: unfeaturized
   awards:
-    type: undefined
+    type: unfeaturized
 
 templates:
   utter_greet:
diff --git a/example/models/dialogue/domain.json b/example/models/dialogue/domain.json
index 6cea1e08304223ed8b93972d447cabad0f4c8f21..f43c311830bf901bd075c82253ec17b8faddb534 100644
--- a/example/models/dialogue/domain.json
+++ b/example/models/dialogue/domain.json
@@ -1,8 +1,17 @@
 {
   "states": [
+    "intent_area_of_research",
+    "intent_awards",
     "intent_birthplace",
+    "intent_day_of_death",
     "intent_goodbye",
     "intent_greet",
+    "intent_is_alive",
+    "intent_num_spouses",
+    "intent_place_of_death",
+    "intent_primary_education",
+    "intent_university",
+    "intent_workplace",
     "entity_physicist",
     "slot_physicist_0",
     "prev_action_listen",
@@ -10,9 +19,26 @@
     "prev_action_default_fallback",
     "prev_action_deactivate_form",
     "prev_utter_greet",
-    "prev_utter_birthplace",
     "prev_utter_goodbye",
     "prev_action_search_birthplace",
-    "prev_action_utter_birthplace"
+    "prev_action_utter_birthplace",
+    "prev_action_search_day_of_death",
+    "prev_action_utter_day_of_death",
+    "prev_action_search_place_of_death",
+    "prev_action_utter_place_of_death",
+    "prev_action_search_is_alive",
+    "prev_action_utter_is_alive",
+    "prev_action_search_num_spouses",
+    "prev_action_utter_num_spouses",
+    "prev_action_search_primary_education",
+    "prev_action_utter_primary_education",
+    "prev_action_search_university",
+    "prev_action_utter_university",
+    "prev_action_search_area_of_research",
+    "prev_action_utter_area_of_research",
+    "prev_action_search_workplace",
+    "prev_action_utter_workplace",
+    "prev_action_search_awards",
+    "prev_action_utter_awards"
   ]
 }
\ No newline at end of file
diff --git a/example/models/dialogue/domain.yml b/example/models/dialogue/domain.yml
index d53622c964527d54f5c6e81ddb4998ff25007831..ef93e883948ab57314e8471c0e51544f60573616 100644
--- a/example/models/dialogue/domain.yml
+++ b/example/models/dialogue/domain.yml
@@ -2,10 +2,27 @@
 ---
 actions:
 - utter_greet
-- utter_birthplace
 - utter_goodbye
 - action_search_birthplace
 - action_utter_birthplace
+- action_search_day_of_death
+- action_utter_day_of_death
+- action_search_place_of_death
+- action_utter_place_of_death
+- action_search_is_alive
+- action_utter_is_alive
+- action_search_num_spouses
+- action_utter_num_spouses
+- action_search_primary_education
+- action_utter_primary_education
+- action_search_university
+- action_utter_university
+- action_search_area_of_research
+- action_utter_area_of_research
+- action_search_workplace
+- action_utter_workplace
+- action_search_awards
+- action_utter_awards
 config:
   store_entities_as_slots: true
 entities:
@@ -18,15 +35,69 @@ intents:
     use_entities: true
 - birthplace:
     use_entities: true
+- day_of_death:
+    use_entities: true
+- place_of_death:
+    use_entities: true
+- is_alive:
+    use_entities: true
+- num_spouses:
+    use_entities: true
+- primary_education:
+    use_entities: true
+- university:
+    use_entities: true
+- area_of_research:
+    use_entities: true
+- workplace:
+    use_entities: true
+- awards:
+    use_entities: true
 slots:
+  area_of_research:
+    auto_fill: true
+    initial_value: null
+    type: rasa_core.slots.UnfeaturizedSlot
+  awards:
+    auto_fill: true
+    initial_value: null
+    type: rasa_core.slots.UnfeaturizedSlot
   birthplace:
     auto_fill: true
     initial_value: null
     type: rasa_core.slots.UnfeaturizedSlot
+  day_of_death:
+    auto_fill: true
+    initial_value: null
+    type: rasa_core.slots.UnfeaturizedSlot
+  is_alive:
+    auto_fill: true
+    initial_value: null
+    type: rasa_core.slots.UnfeaturizedSlot
+  num_spouses:
+    auto_fill: true
+    initial_value: null
+    type: rasa_core.slots.UnfeaturizedSlot
   physicist:
     auto_fill: true
     initial_value: null
     type: rasa_core.slots.TextSlot
+  place_of_death:
+    auto_fill: true
+    initial_value: null
+    type: rasa_core.slots.UnfeaturizedSlot
+  primary_education:
+    auto_fill: true
+    initial_value: null
+    type: rasa_core.slots.UnfeaturizedSlot
+  university:
+    auto_fill: true
+    initial_value: null
+    type: rasa_core.slots.UnfeaturizedSlot
+  workplace:
+    auto_fill: true
+    initial_value: null
+    type: rasa_core.slots.UnfeaturizedSlot
 templates:
   utter_goodbye:
   - text: Bye
diff --git a/example/models/dialogue/policy_0_MemoizationPolicy/memorized_turns.json b/example/models/dialogue/policy_0_MemoizationPolicy/memorized_turns.json
index cfca8917538b27de29e196eb0ff55d46b22100f1..4f192d74183922730b9bae40dac5d1f47961f1ec 100644
--- a/example/models/dialogue/policy_0_MemoizationPolicy/memorized_turns.json
+++ b/example/models/dialogue/policy_0_MemoizationPolicy/memorized_turns.json
@@ -2,42 +2,42 @@
   "max_history": 3,
   "lookup": {
     "eJyLzivNydFRgJDVtbEAMW4Fvw==": 0,
-    "eJyLzivNydFRqK4F4tS8ksySyviCjMrizOTM4hIrBUM9Ax2FzLwSoEx8UmZRSUZBTmJyanxicklmfh5UuqAotQwqEp8D1JUKkyjOyS9BGBZvABaujQUARD0oZA==": 7,
-    "eJyLrq7VUahOzSvJLKmML8ioLM5MziwusVIw1DPQUcjMKwHKxCdlFpVkFOQkJqfGJyaXZObnQaULilLLoCLxOUBdqTCJ4pz8EoRh8QZgYerYU5yaWJScgaQUr5WxABJHT20=": 8,
+    "eJyLzivNydFRqK4F4tS8ksySyviCjMrizOTM4hIrBUM9Ax2FzLwSoEx8UmZRSUZBTmJyanxicklmfh5UuqAotQwqEp8D1JUKkyjOyS9BGBZvABaujQUARD0oZA==": 6,
+    "eJyLrq7VUahOzSvJLKmML8ioLM5MziwusVIw1DPQUcjMKwHKxCdlFpVkFOQkJqfGJyaXZObnQaULilLLoCLxOUBdqTCJ4pz8EoRh8QZgYerYU5yaWJScgaQUr5WxABJHT20=": 7,
     "eJyLrk7NK8ksqYwvyKgszkzOLC6xUjDUM9BRyMwrAcrEJ2UWlWQU5CQmp8YnJpdk5udBpQuKUsugIvE5QF2pMIninPwShGHxBmDhWh0FKthTnJpYlJyBpJT2VpaWlKQWEWtjLAAYzXb3": 0,
-    "eJy9jUsKgCAURbfiAiRq2lYiHiYPfCAmegsk2nsRQo0aRdNzP2fYOEBQKLqSxUpGr7qm1UoCzoQmSXDRG8tkLGQONY6J10oos0nWPaq1k/2M+5faC+9afaBcAE6/Gv254vDqGQ+NIXb3": 7,
-    "eJyLrk7NK8ksqYwvyKgszkzOLC6xUjDUM9BRyMwrAcrEJ2UWlWQU5CQmp8YnJpdk5udBpQuKUsugIvGlJSWpRUgqoUqKc/JLEMbGG4CFa3UUqGBjDlBXah7t7SlOTSxKziDWa7EAY0929w==": 8,
-    "eJyLrk7NK8ksqYwvyKgszkzOLC6xUjDUM9BRyMwrAcrEJ2UWlWQU5CQmp8YnJpdk5udBpQuKUsugIvHFqYlFyRlISqFqinPySxDmxhuAhWt1FKhgZWlJSWoRCTZCjU7Pz09JqkzFYmAOUH1qHl5jYgHF+2rU": 6,
-    "eJyLzivNydFRqK4F4sy8ktS8kvj0otTUEisFQz0DHYWCotSy+MTkksz8vPiczGKgPFiiNhYAOVkTqg==": 4,
-    "eJyLrq7VUajOzCtJzSuJTy9KTS2xUjDUM9BRKChKLYtPTC7JzM+Lz8ksBsqDJfCpLi0pSS1CEq6NBQAtOSDT": 0,
-    "eJx9jcEJgDAQBFtJAUH0aysih4ZDD0IMySqI2LtRA/rR7+4w02ziwA40BGbUqipKrXzghToDmRxZiem/jl2rT3oGOLzmk02gYCU/rlFM0mQ+K3oJGL3tDOfUf1yraCc8MirvTnsANsZEOw==": 7,
-    "eJytjUEKhTAQQ6/SA4jo9l9FZKhlsAOllmn8IOLdFVTsypXb5OWlWyWCI2hUZvxMWzeVScp/mgHWIt4qsx6gYKHklyxO8s1fikEUPgXrmKyDTLHUnQmFY8V3kcOER0bNhz+ZrTpfoK+X/Q5kC11Z": 8,
+    "eJy9jUsKgCAURbfiAiRq2lYiHiYPfCAmegsk2nsRQo0aRdNzP2fYOEBQKLqSxUpGr7qm1UoCzoQmSXDRG8tkLGQONY6J10oos0nWPaq1k/2M+5faC+9afaBcAE6/Gv254vDqGQ+NIXb3": 6,
+    "eJyLrk7NK8ksqYwvyKgszkzOLC6xUjDUM9BRyMwrAcrEJ2UWlWQU5CQmp8YnJpdk5udBpQuKUsugIvGlJSWpRUgqoUqKc/JLEMbGG4CFa3UUqGBjDlBXah7t7SlOTSxKziDWa7EAY0929w==": 7,
     "eJyLrk7NK8ksqYwvyKgszkzOLC6xUjDUM9BRyMwrAcrEJ2UWlWQU5CQmp8YnJpdk5udBpQuKUsugIvHFqYlFyRlISqFqinPySxDmxhuAhWt1FKhgZWlJSWoRCTZCjU4vSk0twWJcDlB1ah5eQ2IB6BdqAg==": 4,
-    "eJyLzivNydFRqK4F4sy8ktS8kvj0/PyUpMpUKwVDPQMdhYKi1LL4xOSSzPy8+JzMYqAKsERtLABnKhR8": 6,
+    "eJyLzivNydFRqK4F4sy8ktS8kvj0/PyUpMpUKwVDPQMdhYKi1LL4xOSSzPy8+JzMYqAKsERtLABnKhR8": 5,
     "eJyLrq7VUajOzCtJzSuJT8/PT0mqTLVSMNQz0FEoKEoti09MLsnMz4vPySwGqgBL4FdfWlKSWoQiURsLAA0tI0k=": 0,
-    "eJx9jlEKgCAQRK/iASTqt6tELGZLLYiKboFEd89KiH78njdvZjjIMlqGxbl5StiLrmml8AF3UJrJWTAUM/EEpxQVfmPG8AtuPsPECfyaIumsKo2imSjw6o3SWObqB6SIxvEng/bdGS8PIUax": 7,
-    "eJytjUEKhDAQBL+SB4jo1a+IDDEOZiAkIWmFIP5dQRfdy5722t1V3W/iwR40hzCNhTvV1k2lYuKVFoDTV7FXajvHgkLRlixGMm7i1oySYKPThkkbSPBv4ZWQOyn+FNkFPDJq/viTWSdjX9Ofl8MBFV9e/Q==": 8,
-    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LT0wuyczPi8/JLAaqAEvU6ijgUV9aUpJahCKBXz0W82MBkM0yyQ==": 6,
-    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LLy0pSS1CkajVUcCjPjG5JDM/Lz4nsxioggj1WMyPBQCVnTLZ": 0,
-    "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEoti09MLsnMz4vPySwGyoMlanUUcKouLSlJLUISRlabn5+SVJlKwOxYAEJRMFM=": 6,
-    "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEotiy8tKUktQhKu1VGAq83PT0mqTEVWnZhckpmfF5+TWQxUQYR6qOlIErWxAK4kMTU=": 0,
-    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LT0wuyczPi8/JLAaqAEvU6ijgUV9aUpJahCKBrL4oNbWEgOmxACZiMfc=": 4,
-    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LLy0pSS1CkajVUYCrL0pNLUFWnZhckpmfF5+TWQyUJ6gaajZcuDYWAFhJMGM=": 0,
+    "eJx9jlEKgCAQRK/iASTqt6tELGZLLYiKboFEd89KiH78njdvZjjIMlqGxbl5StiLrmml8AF3UJrJWTAUM/EEpxQVfmPG8AtuPsPECfyaIumsKo2imSjw6o3SWObqB6SIxvEng/bdGS8PIUax": 6,
+    "eJytjUEKhDAQBL+SB4jo1a+IDDEOZiAkIWmFIP5dQRfdy5722t1V3W/iwR40hzCNhTvV1k2lYuKVFoDTV7FXajvHgkLRlixGMm7i1oySYKPThkkbSPBv4ZWQOyn+FNkFPDJq/viTWSdjX9Ofl8MBFV9e/Q==": 7,
+    "eJyLrk7NK8ksqYwvyKgszkzOLC6xUjDUM9BRyMwrAcrEJ2UWlWQU5CQmp8YnJpdk5udBpQuKUsugIvHFqYlFyRlISqFqinPySxDmxhuAhWt1FKhgZWlJSWoRCTZCjU7Pz09JqkzFYmAOUH1qHl5jYgHF+2rU": 5,
+    "eJyLzivNydFRqK4F4sy8ktS8kvj0otTUEisFQz0DHYWCotSy+MTkksz8vPiczGKgPFiiNhYAOVkTqg==": 4,
+    "eJyLrq7VUajOzCtJzSuJTy9KTS2xUjDUM9BRKChKLYtPTC7JzM+Lz8ksBsqDJfCpLi0pSS1CEq6NBQAtOSDT": 0,
+    "eJx9jcEJgDAQBFtJAUH0aysih4ZDD0IMySqI2LtRA/rR7+4w02ziwA40BGbUqipKrXzghToDmRxZiem/jl2rT3oGOLzmk02gYCU/rlFM0mQ+K3oJGL3tDOfUf1yraCc8MirvTnsANsZEOw==": 6,
+    "eJytjUEKhTAQQ6/SA4jo9l9FZKhlsAOllmn8IOLdFVTsypXb5OWlWyWCI2hUZvxMWzeVScp/mgHWIt4qsx6gYKHklyxO8s1fikEUPgXrmKyDTLHUnQmFY8V3kcOER0bNhz+ZrTpfoK+X/Q5kC11Z": 7,
     "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEoti09MLsnMz4vPySwGyoMlanUUcKouLSlJLUISxqcWi8mxANzDL4E=": 4,
     "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEotiy8tKUktQhKu1VHAqTYxuSQzPy8+J7MYKE9QNYbJsQB6qC6/": 0,
-    "eJydjkEKgCAQRa/iASJq21UihpKhBsREf4FEdy9KyIWrtu8/Hr8/2EIQyS0xiJaATrV1UymxuBeaxGNxZtRMo4asNs3O854IbQD7zExKMCu+LDUPPit1pPTsmVHImdtm+zfynslxOTFc/bpX5w==": 0,
-    "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEoti09MLsnMz4vPySwGykMlinPyS+ILMiqLM5OBwvEGYOFaHQWchpSWlKQWoQjjNAKoP7OkEiEFVQ81OSmzqCSjICcxORXqMPKcGgsAnvJTxQ==": 7,
-    "eJy1jUsKhDAQBa+SA4jodq4i0sTQmIYQQ+c5IOLdFRXUjTu39T7VzBLBEdQrM36mLqvCJOU/jQDrA+cwgJKfsjjJoGrHS2HmbS+Yrujsn8+dKHwK1jFZBxni3XIQCtuK4/eezFadv1Vfle0K0VllHg==": 8,
+    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LT0wuyczPi8/JLAaqAEvU6ijgUV9aUpJahCKBrL4oNbWEgOmxACZiMfc=": 4,
+    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LLy0pSS1CkajVUYCrL0pNLUFWnZhckpmfF5+TWQyUJ6gaajZcuDYWAFhJMGM=": 0,
+    "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEoti09MLsnMz4vPySwGyoMlanUUcKouLSlJLUISRlabn5+SVJlKwOxYAEJRMFM=": 5,
+    "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEotiy8tKUktQhKu1VGAq83PT0mqTEVWnZhckpmfF5+TWQxUQYR6qOlIErWxAK4kMTU=": 0,
+    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LT0wuyczPi8/JLAaqAEvU6ijgUV9aUpJahCKBXz0W82MBkM0yyQ==": 5,
+    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LLy0pSS1CkajVUcCjPjG5JDM/Lz4nsxioggj1WMyPBQCVnTLZ": 0,
     "eJydjkEKhDAQBL+SB8iiV7+yyKBx2AyEJCStEMS/r2hABU9eu4qivws7CDIFk5NoSWhV86krJQ4boUEiTLC9Zuo1xLuCQ+S5LDQBHC9mUZL1OLNU7/NaqaWkf96PQ+aHoN18du8zx6E7eM50fzWUWl0=": 0,
+    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LT0wuyczPi8/JLAaqgEoU5+SXxBdkVBZnJgOF4w3AwrU6CniMKS0pSS1Ck8BpDNCMzJJKhBRUPdT0pMyikoyCnMTkVKjjyHNuLADh2VY7": 6,
+    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LLy0pSS1CkyjOyS+JL8ioLM5MziwuiTcAC9fqKFQDzcgsqURIQdVDTU/KLCrJKMhJTE6NT0wuyczPQ7YHIhKfA9SVmkd7e4pTE4uSM5CU4rUyFgCoaWbC": 7,
+    "eJydjkEKgCAQRa/iASJq21UihpKhBsREf4FEdy9KyIWrtu8/Hr8/2EIQyS0xiJaATrV1UymxuBeaxGNxZtRMo4asNs3O854IbQD7zExKMCu+LDUPPit1pPTsmVHImdtm+zfynslxOTFc/bpX5w==": 0,
+    "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEoti09MLsnMz4vPySwGykMlinPyS+ILMiqLM5OBwvEGYOFaHQWchpSWlKQWoQgTNCI/PyWpMpU8l8QCAGGJR6I=": 5,
+    "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEotiy8tKUktQhEuzskviS/IqCzOTM4sLok3AAvX6ijAjcjPT0mqTEU2JDG5JDM/Lz4HqD41j3xjoG5BkcBuTCwAAj1IhA==": 0,
+    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LT0wuyczPi8/JLAaqgEoU5+SXxBdkVBZnJgOF4w3AwrU6CniMKS0pSS1CkyDDGOJdEwsAUzpKGA==": 5,
+    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LLy0pSS1CkyjOyS+JL8ioLM5MziwuiTcAC9fqKOAxJjG5JDM/Lz4HqD41j3xjiHdNLABa6koo": 0,
     "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LT0wuyczPi8/JLAaqgEoU5+SXxBdkVBZnJgOF4w3AwrU6CniMKS0pSS1CkyBoTFFqagl5bokFALbOSUY=": 4,
     "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LLy0pSS1CkyjOyS+JL8ioLM5MziwuiTcAC9fqKMCNKUpNLUE2JDG5JDM/Lz4HqDo1j1xDoC5BEsZuRCwAhF1Hsg==": 0,
     "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEoti09MLsnMz4vPySwGykMlinPyS+ILMiqLM5OBwvEGYOFaHQWchpSWlKQWoQiTbATx7ogFAMoJRtA=": 4,
     "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEotiy8tKUktQhEuzskviS/IqCzOTM4sLok3AAvX6ijgNCIxuSQzPy8+B6g6NY9cQ4h1RywANYhGDg==": 0,
-    "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEoti09MLsnMz4vPySwGykMlinPyS+ILMiqLM5OBwvEGYOFaHQWchpSWlKQWoQgTNCI/PyWpMpU8l8QCAGGJR6I=": 6,
-    "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEotiy8tKUktQhEuzskviS/IqCzOTM4sLok3AAvX6ijAjcjPT0mqTEU2JDG5JDM/Lz4HqD41j3xjoG5BkcBuTCwAAj1IhA==": 0,
-    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LT0wuyczPi8/JLAaqgEoU5+SXxBdkVBZnJgOF4w3AwrU6CniMKS0pSS1CkyDDGOJdEwsAUzpKGA==": 6,
-    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LLy0pSS1CkyjOyS+JL8ioLM5MziwuiTcAC9fqKOAxJjG5JDM/Lz4HqD41j3xjiHdNLABa6koo": 0,
-    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LT0wuyczPi8/JLAaqgEoU5+SXxBdkVBZnJgOF4w3AwrU6CniMKS0pSS1Ck8BpDNCMzJJKhBRUPdT0pMyikoyCnMTkVKjjyHNuLADh2VY7": 7,
-    "eJyLrs7MK0nNK4lPz89PSapMtVIw1DPQUSgoSi2LLy0pSS1CkyjOyS+JL8ioLM5MziwuiTcAC9fqKFQDzcgsqURIQdVDTU/KLCrJKMhJTE6NT0wuyczPQ7YHIhKfA9SVmkd7e4pTE4uSM5CU4rUyFgCoaWbC": 8
+    "eJyLrs7MK0nNK4lPL0pNLbFSMNQz0FEoKEoti09MLsnMz4vPySwGykMlinPyS+ILMiqLM5OBwvEGYOFaHQWchpSWlKQWoQjjNAKoP7OkEiEFVQ81OSmzqCSjICcxORXqMPKcGgsAnvJTxQ==": 6,
+    "eJy1jUsKhDAQBa+SA4jodq4i0sTQmIYQQ+c5IOLdFRXUjTu39T7VzBLBEdQrM36mLqvCJOU/jQDrA+cwgJKfsjjJoGrHS2HmbS+Yrujsn8+dKHwK1jFZBxni3XIQCtuK4/eezFadv1Vfle0K0VllHg==": 7
   }
 }
\ No newline at end of file
diff --git a/example/models/dialogue/policy_1_PhysicistPolicy/featurizer.json b/example/models/dialogue/policy_1_PhysicistPolicy/featurizer.json
index cb992a77f3498434366bfe1381f016a03abdfe1d..fc3bf59eae31b9addf0efae16bee4702d763266c 100644
--- a/example/models/dialogue/policy_1_PhysicistPolicy/featurizer.json
+++ b/example/models/dialogue/policy_1_PhysicistPolicy/featurizer.json
@@ -1 +1 @@
-{"py/object": "rasa_core.featurizers.MaxHistoryTrackerFeaturizer", "max_history": 5, "remove_duplicates": true, "state_featurizer": {"py/object": "rasa_core.featurizers.BinarySingleStateFeaturizer", "input_state_map": {"entity_physicist": 3, "intent_birthplace": 0, "intent_goodbye": 1, "intent_greet": 2, "prev_action_deactivate_form": 8, "prev_action_default_fallback": 7, "prev_action_listen": 5, "prev_action_restart": 6, "prev_action_search_birthplace": 12, "prev_action_utter_birthplace": 13, "prev_utter_birthplace": 10, "prev_utter_goodbye": 11, "prev_utter_greet": 9, "slot_physicist_0": 4}, "num_features": 14, "slot_feature_len": 1, "user_feature_len": 4}, "use_intent_probabilities": false}
\ No newline at end of file
+{"py/object": "rasa_core.featurizers.MaxHistoryTrackerFeaturizer", "max_history": 5, "remove_duplicates": true, "state_featurizer": {"py/object": "rasa_core.featurizers.BinarySingleStateFeaturizer", "input_state_map": {"entity_physicist": 12, "intent_area_of_research": 0, "intent_awards": 1, "intent_birthplace": 2, "intent_day_of_death": 3, "intent_goodbye": 4, "intent_greet": 5, "intent_is_alive": 6, "intent_num_spouses": 7, "intent_place_of_death": 8, "intent_primary_education": 9, "intent_university": 10, "intent_workplace": 11, "prev_action_deactivate_form": 17, "prev_action_default_fallback": 16, "prev_action_listen": 14, "prev_action_restart": 15, "prev_action_search_area_of_research": 34, "prev_action_search_awards": 38, "prev_action_search_birthplace": 20, "prev_action_search_day_of_death": 22, "prev_action_search_is_alive": 26, "prev_action_search_num_spouses": 28, "prev_action_search_place_of_death": 24, "prev_action_search_primary_education": 30, "prev_action_search_university": 32, "prev_action_search_workplace": 36, "prev_action_utter_area_of_research": 35, "prev_action_utter_awards": 39, "prev_action_utter_birthplace": 21, "prev_action_utter_day_of_death": 23, "prev_action_utter_is_alive": 27, "prev_action_utter_num_spouses": 29, "prev_action_utter_place_of_death": 25, "prev_action_utter_primary_education": 31, "prev_action_utter_university": 33, "prev_action_utter_workplace": 37, "prev_utter_goodbye": 19, "prev_utter_greet": 18, "slot_physicist_0": 13}, "num_features": 40, "slot_feature_len": 1, "user_feature_len": 13}, "use_intent_probabilities": false}
\ No newline at end of file
diff --git a/example/models/dialogue/policy_1_PhysicistPolicy/keras_model.h5 b/example/models/dialogue/policy_1_PhysicistPolicy/keras_model.h5
index c76822ea8e49b5887349efc6992fd476ae1d7f42..2da82cd73064a3619947e964195b1e71135819bd 100644
Binary files a/example/models/dialogue/policy_1_PhysicistPolicy/keras_model.h5 and b/example/models/dialogue/policy_1_PhysicistPolicy/keras_model.h5 differ
diff --git a/example/models/dialogue/policy_metadata.json b/example/models/dialogue/policy_metadata.json
index 4185cb18a4f2c273d120db4cd9569b57033747b4..ce7afcc89b16e070ef883f6eb6175c2bfcf8f142 100644
--- a/example/models/dialogue/policy_metadata.json
+++ b/example/models/dialogue/policy_metadata.json
@@ -8,10 +8,10 @@
     "action_utter_birthplace": {
       "slots": []
     },
-    "utter_goodbye": {
+    "utter_greet": {
       "slots": []
     },
-    "utter_greet": {
+    "utter_goodbye": {
       "slots": []
     }
   },
@@ -26,5 +26,5 @@
     "rasa_core.policies.memoization.MemoizationPolicy",
     "policy.PhysicistPolicy"
   ],
-  "trained_at": "20181211-164313"
+  "trained_at": "20181212-133227"
 }
\ No newline at end of file
diff --git a/example/models/nlu/default/current/crf_model.pkl b/example/models/nlu/default/current/crf_model.pkl
index fd78bba5182ceae725a02bc843ca8f3a09ae9637..38413addded0a13c7380bb4065ff1e17477ae83b 100644
Binary files a/example/models/nlu/default/current/crf_model.pkl and b/example/models/nlu/default/current/crf_model.pkl differ
diff --git a/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.data-00000-of-00001 b/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.data-00000-of-00001
index f9c83b05b304e655dd96a27063936dcfadf9011d..09210c78b98cfca758e99b923e70f7f1aee7f04e 100644
Binary files a/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.data-00000-of-00001 and b/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.data-00000-of-00001 differ
diff --git a/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.index b/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.index
index f0c2ff912c9e4a5ec631b83470251d0f3cf3ab7c..8b5bfb65544cce85b1ae2cf4c7b954220f648071 100644
Binary files a/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.index and b/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.index differ
diff --git a/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.meta b/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.meta
index aa57c9e62222b8433e42b90dc5dac9df2c610b61..4df0e3ba00e4e8e008f5895099f65843008a4232 100644
Binary files a/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.meta and b/example/models/nlu/default/current/intent_classifier_tensorflow_embedding.ckpt.meta differ
diff --git a/example/models/nlu/default/current/metadata.json b/example/models/nlu/default/current/metadata.json
index 957e8007762b4ba36924fd9032d002d0004e5be3..91a59388157243000832c56b56c906723fd486db 100644
--- a/example/models/nlu/default/current/metadata.json
+++ b/example/models/nlu/default/current/metadata.json
@@ -91,6 +91,6 @@
         }
     ],
     "training_data": "training_data.json",
-    "trained_at": "20181211-164323",
+    "trained_at": "20181212-133237",
     "rasa_nlu_version": "0.14.0a1"
 }
\ No newline at end of file