diff --git a/data/unified_datasets/sgd/data.zip b/data/unified_datasets/sgd/data.zip
index e29e82d67d158b41122b9e0e7a90ffdf6607c370..fc2398bc94a0f0c39484df06714c13fd0cc4f6be 100644
Binary files a/data/unified_datasets/sgd/data.zip and b/data/unified_datasets/sgd/data.zip differ
diff --git a/data/unified_datasets/sgd/preprocess.py b/data/unified_datasets/sgd/preprocess.py
index 7122e4e5736150d97a0cd5fa3d3669a800dacc68..9c120e7e250bd009fa05435e0295e814e31f9a41 100644
--- a/data/unified_datasets/sgd/preprocess.py
+++ b/data/unified_datasets/sgd/preprocess.py
@@ -132,8 +132,12 @@ def preprocess():
     dialogues = []
     ontology = {'domains': {},
                 'intents': get_intent(),
-                'binary_dialogue_acts': set(),
-                'state': {}}
+                'state': {},
+                'dialogue_acts': {
+                    "categorical": set(),
+                    "non-categorical": set(),
+                    "binary": set()
+                }}
     splits = ['train', 'validation', 'test']
     dataset_name = 'sgd'
     for data_split in splits:
@@ -332,17 +336,26 @@ def preprocess():
                                 turn['service_call'][domain] = frame['service_call']
                                 turn['db_results'][domain] = frame['service_results']
 
-                        for da in turn['dialogue_acts']['binary']:
-                            da_tuple = (da['intent'], da['domain'], da['slot'], da['value'],)
-                            if da_tuple not in ontology['binary_dialogue_acts']:
-                                ontology['binary_dialogue_acts'].add(da_tuple)
+                        # add to dialogue_acts dictionary in the ontology
+                        for da_type in turn['dialogue_acts']:
+                            das = turn['dialogue_acts'][da_type]
+                            for da in das:
+                                intent, domain, slot, value = da['intent'], da['domain'], da['slot'], da['value']
+                                if da_type == 'binary':
+                                    ontology["dialogue_acts"][da_type].add((speaker, intent, domain, slot, value))
+                                else:
+                                    ontology["dialogue_acts"][da_type].add((speaker, intent, domain, slot))
                         dialogue['turns'].append(turn)
                     dialogues.append(dialogue)
     
-    ontology['binary_dialogue_acts'] = [{'intent':bda[0],'domain':bda[1],'slot':bda[2],'value':bda[3]} for bda in sorted(ontology['binary_dialogue_acts'])]
+    for da_type in ontology['dialogue_acts']:
+        if da_type == 'binary':
+            ontology["dialogue_acts"][da_type] = [str({'speaker': da[0], 'intent':da[1],'domain':da[2],'slot':da[3],'value':da[4]}) for da in sorted(ontology["dialogue_acts"][da_type])]
+        else:
+            ontology["dialogue_acts"][da_type] = [str({'speaker': da[0], 'intent':da[1],'domain':da[2],'slot':da[3]}) for da in sorted(ontology["dialogue_acts"][da_type])]
     json.dump(dialogues[:10], open(f'dummy_data.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
-    json.dump(dialogues, open(f'{new_data_dir}/dialogues.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
     json.dump(ontology, open(f'{new_data_dir}/ontology.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
+    json.dump(dialogues, open(f'{new_data_dir}/dialogues.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
     with ZipFile('data.zip', 'w', ZIP_DEFLATED) as zf:
         for filename in os.listdir(new_data_dir):
             zf.write(f'{new_data_dir}/{filename}')
diff --git a/data/unified_datasets/tm1/data.zip b/data/unified_datasets/tm1/data.zip
index ba8262228f13571f91889e01f977ce10bf830f7e..d1f6a9c80a770c417892d9b5f188e5d9d46eb589 100644
Binary files a/data/unified_datasets/tm1/data.zip and b/data/unified_datasets/tm1/data.zip differ
diff --git a/data/unified_datasets/tm1/preprocess.py b/data/unified_datasets/tm1/preprocess.py
index 26eca3dd911268dba358456801f987adaec0bcea..5bb2956b186a92f40c65423886647770f070e9c7 100644
--- a/data/unified_datasets/tm1/preprocess.py
+++ b/data/unified_datasets/tm1/preprocess.py
@@ -149,8 +149,12 @@ def preprocess():
                     'accept': {'description': 'accept the value of a slot or a transaction'},
                     'reject': {'description': 'reject the value of a slot or a transaction'}
                 },
-                'binary_dialogue_acts': set(),
-                'state': {}}
+                'state': {},
+                'dialogue_acts': {
+                    "categorical": set(),
+                    "non-categorical": set(),
+                    "binary": set()
+                }}
     global descriptions
     ori_ontology = {}
     for _, item in json.load(open(os.path.join(original_data_dir, "TM-1-2019/ontology.json"))).items():
@@ -280,9 +284,16 @@ def preprocess():
                 for da in turn['dialogue_acts']['binary']:
                     da_tuple = (da['intent'], da['domain'], da['slot'], da['value'],)
                     bdas.add(da_tuple)
-                    if da_tuple not in ontology['binary_dialogue_acts']:
-                        ontology['binary_dialogue_acts'].add(da_tuple)
                 turn['dialogue_acts']['binary'] = [{'intent':bda[0],'domain':bda[1],'slot':bda[2],'value':bda[3]} for bda in sorted(bdas)]
+                # add to dialogue_acts dictionary in the ontology
+                for da_type in turn['dialogue_acts']:
+                    das = turn['dialogue_acts'][da_type]
+                    for da in das:
+                        intent, domain, slot, value = da['intent'], da['domain'], da['slot'], da['value']
+                        if da_type == 'binary':
+                            ontology["dialogue_acts"][da_type].add((speaker, intent, domain, slot, value))
+                        else:
+                            ontology["dialogue_acts"][da_type].add((speaker, intent, domain, slot))
 
                 for da in turn['dialogue_acts']['non-categorical']:
                     slot, value = da['slot'], da['value']
@@ -299,7 +310,11 @@ def preprocess():
                 dialogue['turns'].append(turn)
             dialogues_by_split[data_split].append(dialogue)
     
-    ontology['binary_dialogue_acts'] = [{'intent':bda[0],'domain':bda[1],'slot':bda[2],'value':bda[3]} for bda in sorted(ontology['binary_dialogue_acts'])]
+    for da_type in ontology['dialogue_acts']:
+        if da_type == 'binary':
+            ontology["dialogue_acts"][da_type] = [str({'speaker': da[0], 'intent':da[1],'domain':da[2],'slot':da[3],'value':da[4]}) for da in sorted(ontology["dialogue_acts"][da_type])]
+        else:
+            ontology["dialogue_acts"][da_type] = [str({'speaker': da[0], 'intent':da[1],'domain':da[2],'slot':da[3]}) for da in sorted(ontology["dialogue_acts"][da_type])]
     dialogues = dialogues_by_split['train']+dialogues_by_split['validation']+dialogues_by_split['test']
     json.dump(dialogues[:10], open(f'dummy_data.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
     json.dump(dialogues, open(f'{new_data_dir}/dialogues.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
diff --git a/data/unified_datasets/tm2/data.zip b/data/unified_datasets/tm2/data.zip
index 306d209368279ea67bcc07789327063ef3a2c57a..e6b3a3ad77fa3ce405e3185ddce48299620624d7 100644
Binary files a/data/unified_datasets/tm2/data.zip and b/data/unified_datasets/tm2/data.zip differ
diff --git a/data/unified_datasets/tm2/preprocess.py b/data/unified_datasets/tm2/preprocess.py
index c650fa73ed72c2f061969cb1fdbede3ed3200f2e..fa2c9c376a082ad4043618e5e77334547be48a81 100644
--- a/data/unified_datasets/tm2/preprocess.py
+++ b/data/unified_datasets/tm2/preprocess.py
@@ -243,8 +243,12 @@ def preprocess():
                 'intents': {
                     'inform': {'description': 'inform the value of a slot or general information.'}
                 },
-                'binary_dialogue_acts': set(),
-                'state': {}}
+                'state': {},
+                'dialogue_acts': {
+                    "categorical": set(),
+                    "non-categorical": set(),
+                    "binary": set()
+                }}
     global descriptions
     global anno2slot
     domains = ['flights', 'food-ordering', 'hotels', 'movies', 'music', 'restaurant-search', 'sports']
@@ -380,9 +384,16 @@ def preprocess():
                 for da in turn['dialogue_acts']['binary']:
                     da_tuple = (da['intent'], da['domain'], da['slot'], da['value'],)
                     bdas.add(da_tuple)
-                    if da_tuple not in ontology['binary_dialogue_acts']:
-                        ontology['binary_dialogue_acts'].add(da_tuple)
                 turn['dialogue_acts']['binary'] = [{'intent':bda[0],'domain':bda[1],'slot':bda[2],'value':bda[3]} for bda in sorted(bdas)]
+                # add to dialogue_acts dictionary in the ontology
+                for da_type in turn['dialogue_acts']:
+                    das = turn['dialogue_acts'][da_type]
+                    for da in das:
+                        intent, domain, slot, value = da['intent'], da['domain'], da['slot'], da['value']
+                        if da_type == 'binary':
+                            ontology["dialogue_acts"][da_type].add((speaker, intent, domain, slot, value))
+                        else:
+                            ontology["dialogue_acts"][da_type].add((speaker, intent, domain, slot))
 
                 for da in turn['dialogue_acts']['non-categorical']:
                     slot, value = da['slot'], da['value']
@@ -397,7 +408,11 @@ def preprocess():
                 dialogue['turns'].append(turn)
             dialogues_by_split[data_split].append(dialogue)
     
-    ontology['binary_dialogue_acts'] = [{'intent':bda[0],'domain':bda[1],'slot':bda[2],'value':bda[3]} for bda in sorted(ontology['binary_dialogue_acts'])]
+    for da_type in ontology['dialogue_acts']:
+        if da_type == 'binary':
+            ontology["dialogue_acts"][da_type] = [str({'speaker': da[0], 'intent':da[1],'domain':da[2],'slot':da[3],'value':da[4]}) for da in sorted(ontology["dialogue_acts"][da_type])]
+        else:
+            ontology["dialogue_acts"][da_type] = [str({'speaker': da[0], 'intent':da[1],'domain':da[2],'slot':da[3]}) for da in sorted(ontology["dialogue_acts"][da_type])]
     dialogues = dialogues_by_split['train']+dialogues_by_split['validation']+dialogues_by_split['test']
     json.dump(dialogues[:10], open(f'dummy_data.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
     json.dump(dialogues, open(f'{new_data_dir}/dialogues.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
diff --git a/data/unified_datasets/tm3/data.zip b/data/unified_datasets/tm3/data.zip
index 21455efde30494a3396aaeedeca896e8e1599434..07f325ff146e69e0fcfaf4bc23570585b716760a 100644
Binary files a/data/unified_datasets/tm3/data.zip and b/data/unified_datasets/tm3/data.zip differ
diff --git a/data/unified_datasets/tm3/dummy_data.json b/data/unified_datasets/tm3/dummy_data.json
index 48fe1ae8c97e4f7ff625cc582532ce4e91453551..00420d1c2caa1a3fad7ab366b5bc8469fd863c54 100644
--- a/data/unified_datasets/tm3/dummy_data.json
+++ b/data/unified_datasets/tm3/dummy_data.json
@@ -3,7 +3,7 @@
     "dataset": "tm3",
     "data_split": "train",
     "dialogue_id": "tm3-train-0",
-    "original_id": "dlg-9962109d-437b-4ed3-b037-980272a3bda1",
+    "original_id": "dlg-bca5ce0a-056f-446e-be94-3ba77b32a84f",
     "domains": [
       "movie"
     ],
@@ -15,18 +15,35 @@
     "turns": [
       {
         "speaker": "user",
-        "utterance": "I'd like to buy tickets for movie particularly on AMC Mercado 24.",
+        "utterance": "hi....am buying a ticket tonight so we go and see a movie at AMC mountain 16",
         "utt_idx": 0,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "date.showing",
+              "value": "tonight",
+              "start": 25,
+              "end": 32
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.theater",
+              "value": "AMC mountain 16",
+              "start": 61,
+              "end": 76
+            }
+          ]
         },
         "state": {
           "movie": {
             "name.movie": "",
-            "name.theater": "",
-            "date.showing": "",
+            "name.theater": "AMC mountain 16",
+            "date.showing": "tonight",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -59,32 +76,23 @@
       },
       {
         "speaker": "user",
-        "utterance": "I prefer to go for an action movie, Let me know the movie lists & show timings.",
+        "utterance": "hhhmmmmm not at all. i dont have any in mind for now",
         "utt_idx": 2,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": [
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "name.genre",
-              "value": "action",
-              "start": 22,
-              "end": 28
-            }
-          ]
+          "non-categorical": []
         },
         "state": {
           "movie": {
             "name.movie": "",
-            "name.theater": "",
-            "date.showing": "",
+            "name.theater": "AMC mountain 16",
+            "date.showing": "tonight",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
-            "name.genre": "action",
+            "name.genre": "",
             "name.person": "",
             "num.tickets": "",
             "price.ticket": "",
@@ -101,7 +109,7 @@
       },
       {
         "speaker": "system",
-        "utterance": "Sure. I can help with that. Let me check listings at AMC Mercado 24.",
+        "utterance": "Sure. I can help with that. Let me listings at AMC Mercado 24.",
         "utt_idx": 3,
         "dialogue_acts": {
           "binary": [],
@@ -111,9 +119,9 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "name.theater",
-              "value": "AMC Mercado 24",
-              "start": 53,
-              "end": 67
+              "value": "MC Mercado 24.",
+              "start": 48,
+              "end": 62
             }
           ]
         },
@@ -121,23 +129,32 @@
       },
       {
         "speaker": "user",
-        "utterance": "Please do check at AMC Mercado 24 instead of AMC Mercado 16",
+        "utterance": "sure you can but i want to see the movie at AMC mountain 16",
         "utt_idx": 4,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.theater",
+              "value": "AMC mountain 16",
+              "start": 44,
+              "end": 59
+            }
+          ]
         },
         "state": {
           "movie": {
             "name.movie": "",
-            "name.theater": "AMC Mercado 24",
-            "date.showing": "",
+            "name.theater": "AMC mountain 16",
+            "date.showing": "tonight",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
-            "name.genre": "action",
+            "name.genre": "",
             "name.person": "",
             "num.tickets": "",
             "price.ticket": "",
@@ -182,7 +199,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, It is",
+        "utterance": "yeah",
         "utt_idx": 6,
         "dialogue_acts": {
           "binary": [],
@@ -193,7 +210,7 @@
           "movie": {
             "name.movie": "",
             "name.theater": "AMC Mountain 16",
-            "date.showing": "",
+            "date.showing": "tonight",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -275,7 +292,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Thank you. Make it for 9:10 pm",
+        "utterance": "yeah but 9.10pm will be perfect for me",
         "utt_idx": 8,
         "dialogue_acts": {
           "binary": [],
@@ -285,9 +302,9 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
-              "value": "9:10 pm",
-              "start": 23,
-              "end": 30
+              "value": "9.10pm",
+              "start": 9,
+              "end": 15
             }
           ]
         },
@@ -295,7 +312,7 @@
           "movie": {
             "name.movie": "No Time To Die",
             "name.theater": "AMC Mountain 16:",
-            "date.showing": "",
+            "date.showing": "tonight",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -310,7 +327,7 @@
             "review.critic": "",
             "seating": "",
             "time.preference": "",
-            "time.showing": "9:10 pm",
+            "time.showing": "9.10pm",
             "type.screening": ""
           }
         }
@@ -328,7 +345,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "I need 9 tickets.",
+        "utterance": "myself and two other persons are going to see a movie",
         "utt_idx": 10,
         "dialogue_acts": {
           "binary": [],
@@ -339,7 +356,7 @@
           "movie": {
             "name.movie": "No Time To Die",
             "name.theater": "AMC Mountain 16:",
-            "date.showing": "",
+            "date.showing": "tonight",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -354,7 +371,7 @@
             "review.critic": "",
             "seating": "",
             "time.preference": "",
-            "time.showing": "9:10 pm",
+            "time.showing": "9.10pm",
             "type.screening": ""
           }
         }
@@ -413,7 +430,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, Go ahead. Good to go then.",
+        "utterance": "yeah",
         "utt_idx": 12,
         "dialogue_acts": {
           "binary": [],
@@ -457,7 +474,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Thank you for your assistance. Have a good one.",
+        "utterance": "yes you can",
         "utt_idx": 14,
         "dialogue_acts": {
           "binary": [],
@@ -501,7 +518,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No, that is all for the day. Thanks!",
+        "utterance": "ok thanks but i dont need anything again",
         "utt_idx": 16,
         "dialogue_acts": {
           "binary": [],
@@ -549,7 +566,7 @@
     "dataset": "tm3",
     "data_split": "train",
     "dialogue_id": "tm3-train-1",
-    "original_id": "dlg-684cfa8c-0f50-4ecb-9543-12b4080d5dec",
+    "original_id": "dlg-c9064676-75fe-4d0a-83c2-497e1f2115a6",
     "domains": [
       "movie"
     ],
@@ -561,7 +578,7 @@
     "turns": [
       {
         "speaker": "user",
-        "utterance": "Can you get me movie tickets for tonight at the AMC Mountain 16?",
+        "utterance": "I need to get some tickets for a movie tonight at the AMC Mountain 16 theater.",
         "utt_idx": 0,
         "dialogue_acts": {
           "binary": [],
@@ -572,16 +589,16 @@
               "domain": "movie",
               "slot": "date.showing",
               "value": "tonight",
-              "start": 33,
-              "end": 40
+              "start": 39,
+              "end": 46
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.theater",
               "value": "AMC Mountain 16",
-              "start": 48,
-              "end": 63
+              "start": 54,
+              "end": 69
             }
           ]
         },
@@ -622,7 +639,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Are there any action movies?",
+        "utterance": "I'm hoping there's an action movie showing.",
         "utt_idx": 2,
         "dialogue_acts": {
           "binary": [],
@@ -633,8 +650,8 @@
               "domain": "movie",
               "slot": "name.genre",
               "value": "action",
-              "start": 14,
-              "end": 20
+              "start": 22,
+              "end": 28
             }
           ]
         },
@@ -684,7 +701,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No, not the Mercado, the AMC Mountain 16.",
+        "utterance": "Sorry, I wanted the AMC Mountain 16, not the Mercado theater.",
         "utt_idx": 4,
         "dialogue_acts": {
           "binary": [],
@@ -695,8 +712,8 @@
               "domain": "movie",
               "slot": "name.theater",
               "value": "AMC Mountain 16",
-              "start": 25,
-              "end": 40
+              "start": 20,
+              "end": 35
             }
           ]
         },
@@ -754,7 +771,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "That's correct.",
+        "utterance": "Yes, the Mountain 16.",
         "utt_idx": 6,
         "dialogue_acts": {
           "binary": [],
@@ -874,7 +891,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, the 9:10pm sounds good.",
+        "utterance": "Yes, the 9:10pm sounds perfect for my schedule.",
         "utt_idx": 8,
         "dialogue_acts": {
           "binary": [],
@@ -927,7 +944,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Me and two others.",
+        "utterance": "Three, since it'll just be my two friends and I.",
         "utt_idx": 10,
         "dialogue_acts": {
           "binary": [],
@@ -1012,7 +1029,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Affirmative.",
+        "utterance": "Yes, that's correct.",
         "utt_idx": 12,
         "dialogue_acts": {
           "binary": [],
@@ -1056,7 +1073,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Make it so.",
+        "utterance": "Absolutely!",
         "utt_idx": 14,
         "dialogue_acts": {
           "binary": [],
@@ -1117,7 +1134,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No, that's all.",
+        "utterance": "No thanks, I'm good.",
         "utt_idx": 16,
         "dialogue_acts": {
           "binary": [],
@@ -1165,7 +1182,7 @@
     "dataset": "tm3",
     "data_split": "train",
     "dialogue_id": "tm3-train-2",
-    "original_id": "dlg-0717348f-786f-477a-a87b-7fcade729006",
+    "original_id": "dlg-f7500bcf-472c-48c3-adfd-e4ec9f63bcf1",
     "domains": [
       "movie"
     ],
@@ -1177,7 +1194,7 @@
     "turns": [
       {
         "speaker": "user",
-        "utterance": "I'd like to see a movie tonight, specifically at the AMC Mountain 16.",
+        "utterance": "I need help finding showtimes for tonight at my local theater the AMC Mountain 16.",
         "utt_idx": 0,
         "dialogue_acts": {
           "binary": [],
@@ -1188,16 +1205,16 @@
               "domain": "movie",
               "slot": "date.showing",
               "value": "tonight",
-              "start": 24,
-              "end": 31
+              "start": 34,
+              "end": 41
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.theater",
               "value": "AMC Mountain 16",
-              "start": 53,
-              "end": 68
+              "start": 66,
+              "end": 81
             }
           ]
         },
@@ -1238,7 +1255,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yeah, I want an action movie.",
+        "utterance": "No, I'm looking for anything that has action in it.",
         "utt_idx": 2,
         "dialogue_acts": {
           "binary": [],
@@ -1249,8 +1266,8 @@
               "domain": "movie",
               "slot": "name.genre",
               "value": "action",
-              "start": 16,
-              "end": 22
+              "start": 38,
+              "end": 44
             }
           ]
         },
@@ -1300,7 +1317,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Actually, I wanted the AMC Mountain 16.",
+        "utterance": "No, that's the wrong theater, I wanted show times for the AMC Mountain 16.",
         "utt_idx": 4,
         "dialogue_acts": {
           "binary": [],
@@ -1311,8 +1328,8 @@
               "domain": "movie",
               "slot": "name.theater",
               "value": "AMC Mountain 16",
-              "start": 23,
-              "end": 38
+              "start": 58,
+              "end": 73
             }
           ]
         },
@@ -1370,7 +1387,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "That's right.",
+        "utterance": "Yes, please.",
         "utt_idx": 6,
         "dialogue_acts": {
           "binary": [],
@@ -1490,12 +1507,21 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, let's do the 9:10 showing.",
+        "utterance": "Yeah, the 9:10pm show works perfectly.",
         "utt_idx": 8,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.showing",
+              "value": "9:10pm",
+              "start": 10,
+              "end": 16
+            }
+          ]
         },
         "state": {
           "movie": {
@@ -1534,7 +1560,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Myself, my wife, and my friend.",
+        "utterance": "I have a small group of us going, so I need three tickets.",
         "utt_idx": 10,
         "dialogue_acts": {
           "binary": [],
@@ -1619,7 +1645,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "That is correct.",
+        "utterance": "Yes, that' right.",
         "utt_idx": 12,
         "dialogue_acts": {
           "binary": [],
@@ -1663,7 +1689,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes it is.",
+        "utterance": "Yes, I'm ready to check out.",
         "utt_idx": 14,
         "dialogue_acts": {
           "binary": [],
@@ -1724,7 +1750,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No, thank you very much.",
+        "utterance": "No, that's all I needed, thanks.",
         "utt_idx": 16,
         "dialogue_acts": {
           "binary": [],
@@ -1772,7 +1798,7 @@
     "dataset": "tm3",
     "data_split": "train",
     "dialogue_id": "tm3-train-3",
-    "original_id": "dlg-9ef3529f-fed0-4d76-8f3c-4d1fcdab9ed1",
+    "original_id": "dlg-df1f0d45-27f2-4fb0-8aaa-b6b5f5a843bb",
     "domains": [
       "movie"
     ],
@@ -1784,7 +1810,7 @@
     "turns": [
       {
         "speaker": "user",
-        "utterance": "I'd like to get some tickets to a movie for tonight at AMC Mountain 16.",
+        "utterance": "Hello, I am interested in buying tickets tonight in AMC Mountain 16 theater.",
         "utt_idx": 0,
         "dialogue_acts": {
           "binary": [],
@@ -1795,16 +1821,16 @@
               "domain": "movie",
               "slot": "date.showing",
               "value": "tonight",
-              "start": 44,
-              "end": 51
+              "start": 41,
+              "end": 48
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.theater",
               "value": "AMC Mountain 16",
-              "start": 55,
-              "end": 70
+              "start": 52,
+              "end": 67
             }
           ]
         },
@@ -1845,7 +1871,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "If there is an action movie playing, that would be great.",
+        "utterance": "I would say something action-like.",
         "utt_idx": 2,
         "dialogue_acts": {
           "binary": [],
@@ -1855,9 +1881,9 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "name.genre",
-              "value": "action",
-              "start": 15,
-              "end": 21
+              "value": "action-like",
+              "start": 22,
+              "end": 33
             }
           ]
         },
@@ -1870,7 +1896,7 @@
             "duration.movie": "",
             "location": "",
             "name.character": "",
-            "name.genre": "action",
+            "name.genre": "action-like",
             "name.person": "",
             "num.tickets": "",
             "price.ticket": "",
@@ -1907,7 +1933,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Wait, it's supposed to be AMC Mountain 16.",
+        "utterance": "I wanted AMC Mountain 16, NOT AMC Mercado 24",
         "utt_idx": 4,
         "dialogue_acts": {
           "binary": [],
@@ -1918,8 +1944,8 @@
               "domain": "movie",
               "slot": "name.theater",
               "value": "AMC Mountain 16",
-              "start": 26,
-              "end": 41
+              "start": 9,
+              "end": 24
             }
           ]
         },
@@ -1932,7 +1958,7 @@
             "duration.movie": "",
             "location": "",
             "name.character": "",
-            "name.genre": "action",
+            "name.genre": "action-like",
             "name.person": "",
             "num.tickets": "",
             "price.ticket": "",
@@ -1977,7 +2003,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, that is right.",
+        "utterance": "Yes.",
         "utt_idx": 6,
         "dialogue_acts": {
           "binary": [],
@@ -2097,7 +2123,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "That will work. Let's go with the 9:10 start time.",
+        "utterance": "Oh cool, looks like 9:10 is a good choice.",
         "utt_idx": 8,
         "dialogue_acts": {
           "binary": [],
@@ -2141,7 +2167,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "They are for myself, my mom, and my brother, so get three tickets please.",
+        "utterance": "Us three",
         "utt_idx": 10,
         "dialogue_acts": {
           "binary": [],
@@ -2226,7 +2252,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yep, that's right.",
+        "utterance": "Yes, that's good.",
         "utt_idx": 12,
         "dialogue_acts": {
           "binary": [],
@@ -2270,7 +2296,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, please buy them.",
+        "utterance": "Hells yeah.",
         "utt_idx": 14,
         "dialogue_acts": {
           "binary": [],
@@ -2331,7 +2357,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No, that's all I need for today. Thanks a lot for your help.",
+        "utterance": "No, it's all right. Have a good night!",
         "utt_idx": 16,
         "dialogue_acts": {
           "binary": [],
@@ -2379,7 +2405,7 @@
     "dataset": "tm3",
     "data_split": "train",
     "dialogue_id": "tm3-train-4",
-    "original_id": "dlg-317727d0-4881-4e08-a3da-d598ee157605",
+    "original_id": "dlg-6086332d-a1a6-4acf-a3a5-4237a90a4ad2",
     "domains": [
       "movie"
     ],
@@ -2391,7 +2417,7 @@
     "turns": [
       {
         "speaker": "user",
-        "utterance": "I would like 2 tickets to see Mulan.",
+        "utterance": "I will like to buy tickets in order to proceed on seeing two movies at the Mountain AMC 16 Theatre tomorrow.",
         "utt_idx": 0,
         "dialogue_acts": {
           "binary": [],
@@ -2400,33 +2426,33 @@
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "num.tickets",
-              "value": "2",
-              "start": 13,
-              "end": 14
+              "slot": "name.theater",
+              "value": "Mountain AMC 16",
+              "start": 75,
+              "end": 90
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.movie",
-              "value": "Mulan",
-              "start": 30,
-              "end": 35
+              "slot": "date.showing",
+              "value": "tomorrow",
+              "start": 99,
+              "end": 107
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
-            "name.theater": "",
-            "date.showing": "",
+            "name.movie": "",
+            "name.theater": "Mountain AMC 16",
+            "date.showing": "tomorrow",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "2",
+            "num.tickets": "",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
@@ -2441,35 +2467,18 @@
       },
       {
         "speaker": "system",
-        "utterance": "What day would you like 2 tickets to see No Time To Die?",
+        "utterance": "I am at your service. May I have the titles of the movies of choice?",
         "utt_idx": 1,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": [
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "num.tickets",
-              "value": "2",
-              "start": 24,
-              "end": 25
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "name.movie",
-              "value": "No Time To Die",
-              "start": 41,
-              "end": 55
-            }
-          ]
+          "non-categorical": []
         },
         "db_results": {}
       },
       {
         "speaker": "user",
-        "utterance": "I would not, It should be Mulan",
+        "utterance": "The first movie is \"No Time To Die\" while the second is \"Milani\"",
         "utt_idx": 2,
         "dialogue_acts": {
           "binary": [],
@@ -2479,24 +2488,32 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "name.movie",
-              "value": "Mulan",
-              "start": 26,
-              "end": 31
+              "value": "\"No Time To Die\"",
+              "start": 19,
+              "end": 35
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "\"Milani\"",
+              "start": 56,
+              "end": 64
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
-            "name.theater": "",
-            "date.showing": "",
+            "name.movie": "\"Milani\"",
+            "name.theater": "Mountain AMC 16",
+            "date.showing": "tomorrow",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "2",
+            "num.tickets": "",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
@@ -2511,7 +2528,7 @@
       },
       {
         "speaker": "system",
-        "utterance": "What is incorrect?",
+        "utterance": "Movie choice confirmed. Please confirm that your second choice is correct.",
         "utt_idx": 3,
         "dialogue_acts": {
           "binary": [],
@@ -2522,7 +2539,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Movie Title should Be Mulan.",
+        "utterance": "I made the wrong spelling in the second choice. The correct movie name is \"Mulan\"",
         "utt_idx": 4,
         "dialogue_acts": {
           "binary": [],
@@ -2532,24 +2549,24 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "name.movie",
-              "value": "Mulan",
-              "start": 22,
-              "end": 27
+              "value": "\"Mulan\"",
+              "start": 74,
+              "end": 81
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
-            "name.theater": "",
-            "date.showing": "",
+            "name.movie": "\"Mulan\"",
+            "name.theater": "Mountain AMC 16",
+            "date.showing": "tomorrow",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "2",
+            "num.tickets": "",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
@@ -2564,7 +2581,7 @@
       },
       {
         "speaker": "system",
-        "utterance": "What day would you like 2 tickets to see Mulan?",
+        "utterance": "Movie name \"Mulan\" confirmed. Your confirmed movie preferences are \"No Time To Die\" and \"Mulan\"",
         "utt_idx": 5,
         "dialogue_acts": {
           "binary": [],
@@ -2573,18 +2590,26 @@
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "num.tickets",
-              "value": "2",
-              "start": 24,
-              "end": 25
+              "slot": "name.movie",
+              "value": "\"Mulan\"",
+              "start": 11,
+              "end": 18
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.movie",
-              "value": "Mulan",
-              "start": 41,
-              "end": 46
+              "value": "\"No Time To Die\"",
+              "start": 67,
+              "end": 83
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "\"Mulan\"",
+              "start": 88,
+              "end": 95
             }
           ]
         },
@@ -2592,7 +2617,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Tomorrow",
+        "utterance": "That is correct. I will like to know the movies' showtime preference for tomorrow.",
         "utt_idx": 6,
         "dialogue_acts": {
           "binary": [],
@@ -2602,24 +2627,24 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "date.showing",
-              "value": "Tomorrow",
-              "start": 0,
-              "end": 8
+              "value": "tomorrow",
+              "start": 73,
+              "end": 81
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
-            "name.theater": "",
-            "date.showing": "Tomorrow",
+            "name.movie": "\"Mulan\"",
+            "name.theater": "Mountain AMC 16",
+            "date.showing": "tomorrow",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "2",
+            "num.tickets": "",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
@@ -2634,7 +2659,7 @@
       },
       {
         "speaker": "system",
-        "utterance": "Mulan is showing in one theater, the Mountain AMC 16 at the following times tomorrow: 4:00pm 6:10pm 8:30pm 10:40pm; which showing would you prefer?",
+        "utterance": "These are the showtimes for the movies: \"No Time To Die\" will be available at 3:00pm 5:10pm 7:30pm 9:40pm, and \"Mulan\" will be available at 4:00pm 6:10pm 8:30pm 10:40pm. Please indicate your most prefered showtime for the movies respectively.",
         "utt_idx": 7,
         "dialogue_acts": {
           "binary": [],
@@ -2644,57 +2669,81 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "name.movie",
-              "value": "Mulan",
-              "start": 0,
-              "end": 5
+              "value": "\"No Time To Die\"",
+              "start": 40,
+              "end": 56
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.theater",
-              "value": "Mountain AMC 16",
-              "start": 37,
-              "end": 52
+              "slot": "time.showing",
+              "value": "3:00pm",
+              "start": 78,
+              "end": 84
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "date.showing",
-              "value": "tomorrow:",
-              "start": 76,
-              "end": 85
+              "slot": "time.showing",
+              "value": "5:10pm",
+              "start": 85,
+              "end": 91
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.showing",
+              "value": "7:30pm",
+              "start": 92,
+              "end": 98
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.showing",
+              "value": "9:40pm",
+              "start": 99,
+              "end": 105
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "\"Mulan\"",
+              "start": 111,
+              "end": 118
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
               "value": "4:00pm",
-              "start": 86,
-              "end": 92
+              "start": 140,
+              "end": 146
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
               "value": "6:10pm",
-              "start": 93,
-              "end": 99
+              "start": 147,
+              "end": 153
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
               "value": "8:30pm",
-              "start": 100,
-              "end": 106
+              "start": 154,
+              "end": 160
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
-              "value": "10:40pm;",
-              "start": 107,
-              "end": 115
+              "value": "10:40pm",
+              "start": 161,
+              "end": 168
             }
           ]
         },
@@ -2703,25 +2752,30 @@
             {
               "index": 6,
               "args": {
-                "name.movie": "Mulan"
+                "name.movie": "\"Mulan\"",
+                "name.theater": "Mountain AMC 16",
+                "date.showing": "tomorrow"
               },
               "response": {
-                "name.theater_1": "Mountain AMC 16"
+                "time.showing_1": "4:00pm",
+                "time.showing_2": "6:10pm",
+                "time.showing_3": "8:30pm",
+                "time.showing_4": "10:40pm"
               },
-              "name": "find_theaters"
+              "name": "find_showtimes"
             },
             {
               "index": 6,
               "args": {
-                "name.movie": "Mulan",
-                "date.showing": "Tomorrow",
-                "name.theater": "Mountain AMC 16"
+                "name.movie": "\"No Time To Die\"",
+                "name.theater": "Mountain AMC 16",
+                "date.showing": "tomorrow"
               },
               "response": {
-                "time.showing_1": "4:00pm",
-                "time.showing_2": "6:10pm",
-                "time.showing_3": "8:30pm",
-                "time.showing_4": "10:40pm;"
+                "time.showing_1": "3:00pm",
+                "time.showing_2": "5:10pm",
+                "time.showing_3": "7:30pm",
+                "time.showing_4": "9:40pm"
               },
               "name": "find_showtimes"
             }
@@ -2730,7 +2784,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "I would like the 4pm showing.",
+        "utterance": "I choose 3:00pm for \"No Time To Die\" and 10:40pm for \"Mulan\"",
         "utt_idx": 8,
         "dialogue_acts": {
           "binary": [],
@@ -2740,24 +2794,48 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
-              "value": "4pm",
-              "start": 17,
-              "end": 20
-            }
-          ]
+              "value": "3:00pm",
+              "start": 9,
+              "end": 15
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "\"No Time To Die\"",
+              "start": 20,
+              "end": 36
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.showing",
+              "value": "10:40pm",
+              "start": 41,
+              "end": 48
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "\"Mulan\"",
+              "start": 53,
+              "end": 60
+            }
+          ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
+            "name.movie": "\"Mulan\"",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "tomorrow:",
+            "date.showing": "tomorrow",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "2",
+            "num.tickets": "",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
@@ -2765,14 +2843,14 @@
             "review.critic": "",
             "seating": "",
             "time.preference": "",
-            "time.showing": "4pm",
+            "time.showing": "10:40pm",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "You would like 2 tickets for Mulan which is playing at the Mountain AMC 16 at 4pm, is that correct?",
+        "utterance": "Showtime preferences for movies confirmed as \"No Time To Die\" 3:00pm and \"Mulan\" as 10:40pm.",
         "utt_idx": 9,
         "dialogue_acts": {
           "binary": [],
@@ -2781,34 +2859,34 @@
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "num.tickets",
-              "value": "2",
-              "start": 15,
-              "end": 16
+              "slot": "name.movie",
+              "value": "\"No Time To Die\"",
+              "start": 45,
+              "end": 61
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.movie",
-              "value": "Mulan",
-              "start": 29,
-              "end": 34
+              "slot": "time.showing",
+              "value": "3:00pm",
+              "start": 62,
+              "end": 68
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.theater",
-              "value": "Mountain AMC 16",
-              "start": 59,
-              "end": 74
+              "slot": "name.movie",
+              "value": "\"Mulan\"",
+              "start": 73,
+              "end": 80
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
-              "value": "4pm",
-              "start": 78,
-              "end": 81
+              "value": "10:40pm",
+              "start": 84,
+              "end": 91
             }
           ]
         },
@@ -2816,7 +2894,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes",
+        "utterance": "Yes, that is correct",
         "utt_idx": 10,
         "dialogue_acts": {
           "binary": [],
@@ -2825,16 +2903,16 @@
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
+            "name.movie": "\"Mulan\"",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "tomorrow:",
+            "date.showing": "tomorrow",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "2",
+            "num.tickets": "",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
@@ -2842,14 +2920,14 @@
             "review.critic": "",
             "seating": "",
             "time.preference": "",
-            "time.showing": "4pm",
+            "time.showing": "10:40pm",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "Which Payment method would you like to use? You can say Default, Visa 1 or Visa 2.",
+        "utterance": "Please indicate the number of tickets for each movie",
         "utt_idx": 11,
         "dialogue_acts": {
           "binary": [],
@@ -2860,18 +2938,35 @@
       },
       {
         "speaker": "user",
-        "utterance": "Default",
+        "utterance": "I need one ticket for each movie, making 2 tickets in total.",
         "utt_idx": 12,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "num.tickets",
+              "value": "one",
+              "start": 7,
+              "end": 10
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "num.tickets",
+              "value": "2",
+              "start": 41,
+              "end": 42
+            }
+          ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
+            "name.movie": "\"Mulan\"",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "tomorrow:",
+            "date.showing": "tomorrow",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -2886,30 +2981,259 @@
             "review.critic": "",
             "seating": "",
             "time.preference": "",
-            "time.showing": "4pm",
+            "time.showing": "10:40pm",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "Great, I've purchased those tickets for you. A Receipt and the tickets themselves have been sent to your email. I have added the movie to your personal calendar for tomorrow. Enjoy the show.",
+        "utterance": "These are your preferences: 2 movies titled \"No Time To Die\" and \"Mulan\"\\rMountain AMC 16 Theatre\\rShowtime preferences: \"No Time To Die\" at 3:00pm\\r\"Mulan\" at 10:40pm\\rTotal Number of Tickets:2 (1 each movie).\\rPlease confirm these details are correct.",
         "utt_idx": 13,
+        "dialogue_acts": {
+          "binary": [],
+          "categorical": [],
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "\"No Time To Die\"",
+              "start": 44,
+              "end": 60
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "\"Mulan\"",
+              "start": 65,
+              "end": 72
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.theater",
+              "value": "rMountain AMC 1",
+              "start": 73,
+              "end": 88
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": ": \"No Time To Di",
+              "start": 119,
+              "end": 135
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.showing",
+              "value": "t 3:00",
+              "start": 139,
+              "end": 145
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "m\\r\"Mul",
+              "start": 146,
+              "end": 153
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.showing",
+              "value": "at 10:4",
+              "start": 157,
+              "end": 164
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "num.tickets",
+              "value": "s:",
+              "start": 191,
+              "end": 193
+            }
+          ]
+        },
+        "db_results": {}
+      },
+      {
+        "speaker": "user",
+        "utterance": "Yes, absolutely correct",
+        "utt_idx": 14,
+        "dialogue_acts": {
+          "binary": [],
+          "categorical": [],
+          "non-categorical": []
+        },
+        "state": {
+          "movie": {
+            "name.movie": "m\\r\"Mul",
+            "name.theater": "rMountain AMC 1",
+            "date.showing": "tomorrow",
+            "date.release": "",
+            "duration.movie": "",
+            "location": "",
+            "name.character": "",
+            "name.genre": "",
+            "name.person": "",
+            "num.tickets": "s:",
+            "price.ticket": "",
+            "price.total": "",
+            "rating.movie": "",
+            "review.audience": "",
+            "review.critic": "",
+            "seating": "",
+            "time.preference": "",
+            "time.showing": "at 10:4",
+            "type.screening": ""
+          }
+        }
+      },
+      {
+        "speaker": "system",
+        "utterance": "Can we proceed for the purchase of your tickets",
+        "utt_idx": 15,
+        "dialogue_acts": {
+          "binary": [],
+          "categorical": [],
+          "non-categorical": []
+        },
+        "db_results": {}
+      },
+      {
+        "speaker": "user",
+        "utterance": "Yes, please proceed.",
+        "utt_idx": 16,
+        "dialogue_acts": {
+          "binary": [],
+          "categorical": [],
+          "non-categorical": []
+        },
+        "state": {
+          "movie": {
+            "name.movie": "m\\r\"Mul",
+            "name.theater": "rMountain AMC 1",
+            "date.showing": "tomorrow",
+            "date.release": "",
+            "duration.movie": "",
+            "location": "",
+            "name.character": "",
+            "name.genre": "",
+            "name.person": "",
+            "num.tickets": "s:",
+            "price.ticket": "",
+            "price.total": "",
+            "rating.movie": "",
+            "review.audience": "",
+            "review.critic": "",
+            "seating": "",
+            "time.preference": "",
+            "time.showing": "at 10:4",
+            "type.screening": ""
+          }
+        }
+      },
+      {
+        "speaker": "system",
+        "utterance": "Please enter your banking payment details and emails where tickets to be sent.",
+        "utt_idx": 17,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
           "non-categorical": []
         },
+        "db_results": {}
+      },
+      {
+        "speaker": "user",
+        "utterance": "Here it is.",
+        "utt_idx": 18,
+        "dialogue_acts": {
+          "binary": [],
+          "categorical": [],
+          "non-categorical": []
+        },
+        "state": {
+          "movie": {
+            "name.movie": "m\\r\"Mul",
+            "name.theater": "rMountain AMC 1",
+            "date.showing": "tomorrow",
+            "date.release": "",
+            "duration.movie": "",
+            "location": "",
+            "name.character": "",
+            "name.genre": "",
+            "name.person": "",
+            "num.tickets": "s:",
+            "price.ticket": "",
+            "price.total": "",
+            "rating.movie": "",
+            "review.audience": "",
+            "review.critic": "",
+            "seating": "",
+            "time.preference": "",
+            "time.showing": "at 10:4",
+            "type.screening": ""
+          }
+        }
+      },
+      {
+        "speaker": "system",
+        "utterance": "Your tickets for movies \"No Time To Die\" and \"Mulan\" have been successfully purchased and has been forward to your email account.",
+        "utt_idx": 19,
+        "dialogue_acts": {
+          "binary": [],
+          "categorical": [],
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "\"No Time To Die\"",
+              "start": 24,
+              "end": 40
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "\"Mulan\"",
+              "start": 45,
+              "end": 52
+            }
+          ]
+        },
         "db_results": {
           "movie": [
             {
-              "index": 12,
+              "index": 18,
               "args": {
-                "name.movie": "Mulan",
+                "name.movie": "\"No Time To Die\"",
                 "name.theater": "Mountain AMC 16",
-                "num.tickets": "2",
-                "time.showing": "4:00pm",
-                "date.showing": "Tomorrow",
+                "num.tickets": "one",
+                "time.showing": "3:00pm",
+                "date.showing": "tomorrow",
+                "seating": "any"
+              },
+              "response": {
+                "status": "success"
+              },
+              "name": "book_tickets"
+            },
+            {
+              "index": 18,
+              "args": {
+                "name.movie": "\"Mulan\"",
+                "name.theater": "Mountain AMC 16",
+                "num.tickets": "one",
+                "time.showing": "10:40pm",
+                "date.showing": "tomorrow",
                 "seating": "any"
               },
               "response": {
@@ -2926,7 +3250,7 @@
     "dataset": "tm3",
     "data_split": "train",
     "dialogue_id": "tm3-train-5",
-    "original_id": "dlg-c4439035-6aa6-4373-9349-7b40ab213c48",
+    "original_id": "dlg-f15a36b2-3c86-4397-9b71-76b70908dc8e",
     "domains": [
       "movie"
     ],
@@ -2938,42 +3262,50 @@
     "turns": [
       {
         "speaker": "user",
-        "utterance": "buy tickets for the movie No Time to Die playing at Mountain AMC 16 today",
+        "utterance": "Purchase two tickets for Mulan for 4pm today.",
         "utt_idx": 0,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
           "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "num.tickets",
+              "value": "two tickets",
+              "start": 9,
+              "end": 20
+            },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.movie",
-              "value": "No Time to Die",
-              "start": 26,
-              "end": 40
+              "value": "Mulan",
+              "start": 25,
+              "end": 30
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.theater",
-              "value": "Mountain AMC 16",
-              "start": 52,
-              "end": 67
+              "slot": "time.preference",
+              "value": "4pm",
+              "start": 35,
+              "end": 38
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "date.showing",
               "value": "today",
-              "start": 68,
-              "end": 73
+              "start": 39,
+              "end": 44
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "No Time to Die",
-            "name.theater": "Mountain AMC 16",
+            "name.movie": "Mulan",
+            "name.theater": "",
             "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
@@ -2981,14 +3313,14 @@
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "",
+            "num.tickets": "two tickets",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "",
+            "time.preference": "4pm",
             "time.showing": "",
             "type.screening": ""
           }
@@ -2996,27 +3328,43 @@
       },
       {
         "speaker": "system",
-        "utterance": "Okay, you want me to buy tickets for the movie \"No Time to Die\" playing at Cinemark, is this correct?",
+        "utterance": "Do you want to purchase two tickets for Mulan at 6:10pm today?",
         "utt_idx": 1,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
           "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "num.tickets",
+              "value": "two tickets",
+              "start": 24,
+              "end": 35
+            },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.movie",
-              "value": "\"No Time to Die\"",
-              "start": 47,
-              "end": 63
+              "value": "Mulan",
+              "start": 40,
+              "end": 45
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.theater",
-              "value": "Cinemark",
-              "start": 75,
-              "end": 83
+              "slot": "time.showing",
+              "value": "6:10pm",
+              "start": 49,
+              "end": 55
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "date.showing",
+              "value": "today",
+              "start": 56,
+              "end": 61
             }
           ]
         },
@@ -3024,7 +3372,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No, the movie is playing at the Mountain AMC 16 closest to me",
+        "utterance": "No, 4pm.",
         "utt_idx": 2,
         "dialogue_acts": {
           "binary": [],
@@ -3033,48 +3381,40 @@
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.theater",
-              "value": "Mountain AMC 16",
-              "start": 32,
-              "end": 47
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "location",
-              "value": "closest to me",
-              "start": 48,
-              "end": 61
+              "slot": "time.showing",
+              "value": "4pm",
+              "start": 4,
+              "end": 7
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "\"No Time to Die\"",
-            "name.theater": "Mountain AMC 16",
+            "name.movie": "Mulan",
+            "name.theater": "",
             "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
-            "location": "closest to me",
+            "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "",
+            "num.tickets": "two tickets",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "",
-            "time.showing": "",
+            "time.preference": "4pm",
+            "time.showing": "4pm",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "Okay, I have changed my theater selection to \"Mountain AMC 16\". What showtime and number of tickets would you like?",
+        "utterance": "Okay, 4pm.",
         "utt_idx": 3,
         "dialogue_acts": {
           "binary": [],
@@ -3083,10 +3423,10 @@
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.theater",
-              "value": "\"Mountain AMC 16\"",
-              "start": 45,
-              "end": 62
+              "slot": "time.showing",
+              "value": "4pm",
+              "start": 6,
+              "end": 9
             }
           ]
         },
@@ -3094,7 +3434,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "I would like two tickets for the 7:30pm showtime today",
+        "utterance": "Yes, purchase two tickets for Mulan at Mountain AMC 16 for 4pm today.",
         "utt_idx": 4,
         "dialogue_acts": {
           "binary": [],
@@ -3104,55 +3444,71 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "num.tickets",
-              "value": "two",
-              "start": 13,
-              "end": 16
+              "value": "two tickets",
+              "start": 14,
+              "end": 25
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "time.preference",
-              "value": "7:30pm",
-              "start": 33,
-              "end": 39
+              "slot": "name.movie",
+              "value": "Mulan",
+              "start": 30,
+              "end": 35
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.theater",
+              "value": "Mountain AMC 16",
+              "start": 39,
+              "end": 54
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.showing",
+              "value": "4pm",
+              "start": 59,
+              "end": 62
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "date.showing",
               "value": "today",
-              "start": 49,
-              "end": 54
+              "start": 63,
+              "end": 68
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "\"No Time to Die\"",
-            "name.theater": "\"Mountain AMC 16\"",
+            "name.movie": "Mulan",
+            "name.theater": "Mountain AMC 16",
             "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
-            "location": "closest to me",
+            "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "two",
+            "num.tickets": "two tickets",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "7:30pm",
-            "time.showing": "",
+            "time.preference": "4pm",
+            "time.showing": "4pm",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "Okay, just to confirm, I will buy two tickets for the movie \"No Time to Die\" playing at 7:30PM at the Mountain AMC 16 Theater, is this correct?",
+        "utterance": "Do you want to purchase two tickets for Mulan at Mountain AMC 16 for 4pm today?",
         "utt_idx": 5,
         "dialogue_acts": {
           "binary": [],
@@ -3161,34 +3517,42 @@
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "num.tickets",
-              "value": "two",
-              "start": 34,
-              "end": 37
+              "slot": "num.tickets",
+              "value": "two tickets",
+              "start": 24,
+              "end": 35
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "Mulan",
+              "start": 40,
+              "end": 45
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.movie",
-              "value": "\"No Time to Die\"",
-              "start": 60,
-              "end": 76
+              "slot": "name.theater",
+              "value": "Mountain AMC 16",
+              "start": 49,
+              "end": 64
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
-              "value": "7:30PM",
-              "start": 88,
-              "end": 94
+              "value": "4pm",
+              "start": 69,
+              "end": 72
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.theater",
-              "value": "Mountain AMC 16",
-              "start": 102,
-              "end": 117
+              "slot": "date.showing",
+              "value": "today",
+              "start": 73,
+              "end": 78
             }
           ]
         },
@@ -3196,7 +3560,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes this is correct",
+        "utterance": "Yes.",
         "utt_idx": 6,
         "dialogue_acts": {
           "binary": [],
@@ -3205,24 +3569,24 @@
         },
         "state": {
           "movie": {
-            "name.movie": "\"No Time to Die\"",
+            "name.movie": "Mulan",
             "name.theater": "Mountain AMC 16",
             "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
-            "location": "closest to me",
+            "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "two",
+            "num.tickets": "two tickets",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "7:30pm",
-            "time.showing": "7:30PM",
+            "time.preference": "4pm",
+            "time.showing": "4pm",
             "type.screening": ""
           }
         }
@@ -3241,11 +3605,12 @@
             {
               "index": 6,
               "args": {
-                "name.movie": "No Time to Die",
+                "name.movie": "Mulan",
                 "name.theater": "Mountain AMC 16",
-                "num.tickets": "two",
-                "time.showing": "7:30PM",
-                "date.showing": "today"
+                "num.tickets": "two tickets",
+                "time.showing": "4pm",
+                "date.showing": "today",
+                "seating": "any"
               },
               "response": {
                 "status": "success"
@@ -3261,7 +3626,7 @@
     "dataset": "tm3",
     "data_split": "train",
     "dialogue_id": "tm3-train-6",
-    "original_id": "dlg-0a9d4930-5dab-4125-a598-6c45f94e92dd",
+    "original_id": "dlg-e7b03004-d331-4540-9487-b43131eaec28",
     "domains": [
       "movie"
     ],
@@ -3273,7 +3638,7 @@
     "turns": [
       {
         "speaker": "user",
-        "utterance": "hi i need tickets for a movie?",
+        "utterance": "Already have a movie in mind",
         "utt_idx": 0,
         "dialogue_acts": {
           "binary": [],
@@ -3306,7 +3671,7 @@
       },
       {
         "speaker": "system",
-        "utterance": "hello could you tell me theater name?",
+        "utterance": "Ok, what movie is it?",
         "utt_idx": 1,
         "dialogue_acts": {
           "binary": [],
@@ -3317,7 +3682,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "name of theater Mountain AMC 16",
+        "utterance": "I want No Time To Die",
         "utt_idx": 2,
         "dialogue_acts": {
           "binary": [],
@@ -3326,17 +3691,17 @@
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.theater",
-              "value": "Mountain AMC 16",
-              "start": 16,
-              "end": 31
+              "slot": "name.movie",
+              "value": "No Time To Die",
+              "start": 7,
+              "end": 21
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "",
-            "name.theater": "Mountain AMC 16",
+            "name.movie": "No Time To Die",
+            "name.theater": "",
             "date.showing": "",
             "date.release": "",
             "duration.movie": "",
@@ -3359,7 +3724,7 @@
       },
       {
         "speaker": "system",
-        "utterance": "fine tell me the movie name?",
+        "utterance": "What theater do you want?",
         "utt_idx": 3,
         "dialogue_acts": {
           "binary": [],
@@ -3370,7 +3735,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Time To Die OR Mulan.",
+        "utterance": "I want Mountain AMC 16",
         "utt_idx": 4,
         "dialogue_acts": {
           "binary": [],
@@ -3379,24 +3744,16 @@
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.movie",
-              "value": "Time To Die",
-              "start": 0,
-              "end": 11
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "name.movie",
-              "value": "Mulan",
-              "start": 15,
-              "end": 20
+              "slot": "name.theater",
+              "value": "Mountain AMC 16",
+              "start": 7,
+              "end": 22
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
+            "name.movie": "No Time To Die",
             "name.theater": "Mountain AMC 16",
             "date.showing": "",
             "date.release": "",
@@ -3420,29 +3777,63 @@
       },
       {
         "speaker": "system",
-        "utterance": "sorry one of your detail is incorrect",
+        "utterance": "Ok, so No Time to Die and Cineplex 10?",
         "utt_idx": 5,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "No Time to Die",
+              "start": 7,
+              "end": 21
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.theater",
+              "value": "Cineplex 10",
+              "start": 26,
+              "end": 37
+            }
+          ]
         },
         "db_results": {}
       },
       {
         "speaker": "user",
-        "utterance": "give the correct values",
+        "utterance": "no, no Mountain AMC 16, for today",
         "utt_idx": 6,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.theater",
+              "value": "Mountain AMC 16",
+              "start": 7,
+              "end": 22
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "date.showing",
+              "value": "today",
+              "start": 28,
+              "end": 33
+            }
+          ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
+            "name.movie": "No Time to Die",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "",
+            "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -3464,35 +3855,27 @@
       },
       {
         "speaker": "system",
-        "utterance": "the name of the theater Mountain AMC 16.\\rare interested in seeing either No Time To Die OR Mulan.",
+        "utterance": "Ok changes made. No Time to Die and Mountain AMC 16. What are the times wanted for the movie?",
         "utt_idx": 7,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
           "non-categorical": [
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "name.theater",
-              "value": "Mountain AMC 16",
-              "start": 24,
-              "end": 39
-            },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.movie",
-              "value": "No Time To Di",
-              "start": 74,
-              "end": 87
+              "value": "No Time to Die",
+              "start": 17,
+              "end": 31
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.movie",
-              "value": "Mula",
-              "start": 92,
-              "end": 96
+              "slot": "name.theater",
+              "value": "Mountain AMC 16",
+              "start": 36,
+              "end": 51
             }
           ]
         },
@@ -3500,18 +3883,27 @@
       },
       {
         "speaker": "user",
-        "utterance": "tell me show time those movies?",
+        "utterance": "probably the earliest showing",
         "utt_idx": 8,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.preference",
+              "value": "earliest showing",
+              "start": 13,
+              "end": 29
+            }
+          ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mula",
+            "name.movie": "No Time to Die",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "",
+            "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -3525,7 +3917,7 @@
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "",
+            "time.preference": "earliest showing",
             "time.showing": "",
             "type.screening": ""
           }
@@ -3533,91 +3925,19 @@
       },
       {
         "speaker": "system",
-        "utterance": "Showtimes for Mulan: 4:00pm 6:10pm 8:30pm 10:40pm\\rShowtimes for No Time To Die: 3:00pm 5:10pm 7:30pm 9:40pm",
+        "utterance": "the times available start at 4:00pm",
         "utt_idx": 9,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
           "non-categorical": [
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "name.movie",
-              "value": "Mulan:",
-              "start": 14,
-              "end": 20
-            },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
               "value": "4:00pm",
-              "start": 21,
-              "end": 27
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "time.showing",
-              "value": "6:10pm",
-              "start": 28,
-              "end": 34
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "time.showing",
-              "value": "8:30pm",
-              "start": 35,
-              "end": 41
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "time.showing",
-              "value": "10:40pm",
-              "start": 42,
-              "end": 49
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "name.movie",
-              "value": "No Time To Die",
-              "start": 65,
-              "end": 79
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "time.showing",
-              "value": "3:00p",
-              "start": 81,
-              "end": 86
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "time.showing",
-              "value": "5:10p",
-              "start": 88,
-              "end": 93
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "time.showing",
-              "value": "7:30p",
-              "start": 95,
-              "end": 100
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "time.showing",
-              "value": "9:40p",
-              "start": 102,
-              "end": 107
+              "start": 29,
+              "end": 35
             }
           ]
         },
@@ -3626,28 +3946,12 @@
             {
               "index": 8,
               "args": {
+                "name.movie": "No Time To Die",
                 "name.theater": "Mountain AMC 16",
-                "name.movie": "Mulan"
-              },
-              "response": {
-                "time.showing_1": "4:00pm",
-                "time.showing_2": "6:10pm",
-                "time.showing_3": "8:30pm",
-                "time.showing_4": "10:40pm"
-              },
-              "name": "find_showtimes"
-            },
-            {
-              "index": 8,
-              "args": {
-                "name.theater": "Mountain AMC 16",
-                "name.movie": "No Time To Die"
+                "date.showing": "today"
               },
               "response": {
-                "time.showing_1": "3:00pm",
-                "time.showing_2": "5:10pm",
-                "time.showing_3": "7:30pm",
-                "time.showing_4": "9:40pm"
+                "time.showing_1": "4:00pm"
               },
               "name": "find_showtimes"
             }
@@ -3656,7 +3960,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No Time To Die is fine",
+        "utterance": "I would like the 4:00pm showing",
         "utt_idx": 10,
         "dialogue_acts": {
           "binary": [],
@@ -3665,18 +3969,18 @@
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.movie",
-              "value": "No Time To Die",
-              "start": 0,
-              "end": 14
+              "slot": "time.showing",
+              "value": "4:00pm",
+              "start": 17,
+              "end": 23
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "No Time To Die",
+            "name.movie": "No Time to Die",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "",
+            "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -3690,15 +3994,15 @@
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "",
-            "time.showing": "9:40p",
+            "time.preference": "earliest showing",
+            "time.showing": "4:00pm",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "please select the show time",
+        "utterance": "how many tickets are wanted?",
         "utt_idx": 11,
         "dialogue_acts": {
           "binary": [],
@@ -3709,7 +4013,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "7:30pm",
+        "utterance": "2 tickets",
         "utt_idx": 12,
         "dialogue_acts": {
           "binary": [],
@@ -3718,51 +4022,84 @@
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "time.showing",
-              "value": ":30pm",
-              "start": 1,
-              "end": 6
+              "slot": "num.tickets",
+              "value": "2",
+              "start": 0,
+              "end": 1
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "No Time To Die",
+            "name.movie": "No Time to Die",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "",
+            "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "",
+            "num.tickets": "2",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "",
-            "time.showing": ":30pm",
+            "time.preference": "earliest showing",
+            "time.showing": "4:00pm",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "how many tickets you want?",
+        "utterance": "Ok, so I have No Time To Die, 4 tickets, at Mountain AMC 16, at 4:00pm",
         "utt_idx": 13,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "No Time To Die",
+              "start": 14,
+              "end": 28
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "num.tickets",
+              "value": "4",
+              "start": 30,
+              "end": 31
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.theater",
+              "value": "Mountain AMC 16",
+              "start": 44,
+              "end": 59
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.showing",
+              "value": "4:00pm",
+              "start": 64,
+              "end": 70
+            }
+          ]
         },
         "db_results": {}
       },
       {
         "speaker": "user",
-        "utterance": "i want 5 tickets",
+        "utterance": "no, only 2 tickets",
         "utt_idx": 14,
         "dialogue_acts": {
           "binary": [],
@@ -3772,9 +4109,9 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "num.tickets",
-              "value": "5",
-              "start": 7,
-              "end": 8
+              "value": "2",
+              "start": 9,
+              "end": 10
             }
           ]
         },
@@ -3782,40 +4119,49 @@
           "movie": {
             "name.movie": "No Time To Die",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "",
+            "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "5",
+            "num.tickets": "2",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "",
-            "time.showing": ":30pm",
+            "time.preference": "earliest showing",
+            "time.showing": "4:00pm",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "your details are correct can go ahead with purchase?",
+        "utterance": "ok sorry about that, 2 tickets",
         "utt_idx": 15,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "num.tickets",
+              "value": "2",
+              "start": 21,
+              "end": 22
+            }
+          ]
         },
         "db_results": {}
       },
       {
         "speaker": "user",
-        "utterance": "yes",
+        "utterance": "yes that is correct",
         "utt_idx": 16,
         "dialogue_acts": {
           "binary": [],
@@ -3826,40 +4172,81 @@
           "movie": {
             "name.movie": "No Time To Die",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "",
+            "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "5",
+            "num.tickets": "2",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "",
-            "time.showing": ":30pm",
+            "time.preference": "earliest showing",
+            "time.showing": "4:00pm",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "please wait i will confirm your tickets",
+        "utterance": "Ok, would you like to purchase 2 ticket to No Time to Die at the Mountain AMC 16 for today at 4pm?",
         "utt_idx": 17,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "num.tickets",
+              "value": "2",
+              "start": 31,
+              "end": 32
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.movie",
+              "value": "No Time to Die",
+              "start": 43,
+              "end": 57
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "name.theater",
+              "value": "Mountain AMC 16",
+              "start": 65,
+              "end": 80
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "date.showing",
+              "value": "today",
+              "start": 85,
+              "end": 90
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.showing",
+              "value": "4pm",
+              "start": 94,
+              "end": 97
+            }
+          ]
         },
         "db_results": {}
       },
       {
         "speaker": "user",
-        "utterance": "thank you",
+        "utterance": "Yes, do it.",
         "utt_idx": 18,
         "dialogue_acts": {
           "binary": [],
@@ -3868,31 +4255,31 @@
         },
         "state": {
           "movie": {
-            "name.movie": "No Time To Die",
+            "name.movie": "No Time to Die",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "",
+            "date.showing": "today",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "5",
+            "num.tickets": "2",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "",
-            "time.showing": ":30pm",
+            "time.preference": "earliest showing",
+            "time.showing": "4pm",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "Your tickets are confirmed and they’ve been sent to your email address",
+        "utterance": "Your tickets are confirmed and they’ve been sent to your email address.",
         "utt_idx": 19,
         "dialogue_acts": {
           "binary": [],
@@ -3906,10 +4293,9 @@
               "args": {
                 "name.movie": "No Time To Die",
                 "name.theater": "Mountain AMC 16",
-                "num.tickets": "5",
-                "time.showing": "7:30pm",
-                "date.showing": "today",
-                "seating": "any"
+                "num.tickets": "2",
+                "time.showing": "4:00pm",
+                "date.showing": "today"
               },
               "response": {
                 "status": "success"
@@ -3925,7 +4311,7 @@
     "dataset": "tm3",
     "data_split": "train",
     "dialogue_id": "tm3-train-7",
-    "original_id": "dlg-0b2cddfe-673d-439e-9bcd-b5356156cbd6",
+    "original_id": "dlg-f971a49c-8289-4918-a328-ae7f6ac6b21a",
     "domains": [
       "movie"
     ],
@@ -3937,7 +4323,7 @@
     "turns": [
       {
         "speaker": "user",
-        "utterance": "I would like to purchase some tickets to the 4pm showing of Mulan.",
+        "utterance": "Purchase tickets for the 3 p.m. showing of No Time to Die.",
         "utt_idx": 0,
         "dialogue_acts": {
           "binary": [],
@@ -3947,23 +4333,23 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "time.preference",
-              "value": "4pm",
-              "start": 45,
-              "end": 48
+              "value": "3 p.m",
+              "start": 25,
+              "end": 30
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.movie",
-              "value": "Mulan",
-              "start": 60,
-              "end": 65
+              "value": "No Time to Die",
+              "start": 43,
+              "end": 57
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
+            "name.movie": "No Time to Die",
             "name.theater": "",
             "date.showing": "",
             "date.release": "",
@@ -3979,7 +4365,7 @@
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "4pm",
+            "time.preference": "3 p.m",
             "time.showing": "",
             "type.screening": ""
           }
@@ -3987,7 +4373,7 @@
       },
       {
         "speaker": "system",
-        "utterance": "So let me get this right; you want tickets to the 8:30pm showing of Mulan?",
+        "utterance": "I've understood to you to say that you want to purchase tickets for the 5:10 p.m. showing of No Time to Die. Is this correct?",
         "utt_idx": 1,
         "dialogue_acts": {
           "binary": [],
@@ -3997,17 +4383,17 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
-              "value": "8:30pm",
-              "start": 50,
-              "end": 56
+              "value": "5:10 p.m",
+              "start": 72,
+              "end": 80
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.movie",
-              "value": "Mulan",
-              "start": 68,
-              "end": 73
+              "value": "No Time to Die",
+              "start": 93,
+              "end": 107
             }
           ]
         },
@@ -4015,7 +4401,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No, I wanted tickets to the 4pm showing of Mulan.",
+        "utterance": "No. I don't want the 5:10 p.m. time. I want to purchase tickets for the 3 p.m showing.",
         "utt_idx": 2,
         "dialogue_acts": {
           "binary": [],
@@ -4025,23 +4411,23 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "time.preference",
-              "value": "4pm",
-              "start": 28,
-              "end": 31
+              "value": "5:10 p.m",
+              "start": 21,
+              "end": 29
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.movie",
-              "value": "Mulan",
-              "start": 43,
-              "end": 48
+              "slot": "time.preference",
+              "value": "3 p.m",
+              "start": 72,
+              "end": 77
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
+            "name.movie": "No Time to Die",
             "name.theater": "",
             "date.showing": "",
             "date.release": "",
@@ -4057,15 +4443,15 @@
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "4pm",
-            "time.showing": "8:30pm",
+            "time.preference": "3 p.m",
+            "time.showing": "5:10 p.m",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "Okay, so you want tickets to the 4pm showing of Mulan?",
+        "utterance": "I understand. You want to purchase tickets for the 3 p.m. show. Is this correct?",
         "utt_idx": 3,
         "dialogue_acts": {
           "binary": [],
@@ -4075,17 +4461,9 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
-              "value": "4pm",
-              "start": 33,
-              "end": 36
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "name.movie",
-              "value": "Mulan",
-              "start": 48,
-              "end": 53
+              "value": "3 p.m.",
+              "start": 51,
+              "end": 57
             }
           ]
         },
@@ -4093,7 +4471,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Correct. I'd like to purchase two tickets to the 4 PM showing of Mulan at the Mountain AMC 16 for this Saturday.",
+        "utterance": "Yes. Purchase two tickets for today's 3 p.m. showing of No Time to Die at Mountain AMC 16.",
         "utt_idx": 4,
         "dialogue_acts": {
           "binary": [],
@@ -4103,24 +4481,32 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "num.tickets",
-              "value": "two",
+              "value": "two tickets",
+              "start": 14,
+              "end": 25
+            },
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "date.showing",
+              "value": "today's",
               "start": 30,
-              "end": 33
+              "end": 37
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "time.preference",
-              "value": "4 PM",
-              "start": 49,
-              "end": 53
+              "slot": "time.showing",
+              "value": "3 p.m",
+              "start": 38,
+              "end": 43
             },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.movie",
-              "value": "Mulan",
-              "start": 65,
+              "value": "No Time to Die",
+              "start": 56,
               "end": 70
             },
             {
@@ -4128,46 +4514,38 @@
               "domain": "movie",
               "slot": "name.theater",
               "value": "Mountain AMC 16",
-              "start": 78,
-              "end": 93
-            },
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "date.showing",
-              "value": "this Saturday",
-              "start": 98,
-              "end": 111
+              "start": 74,
+              "end": 89
             }
           ]
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
+            "name.movie": "No Time to Die",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "this Saturday",
+            "date.showing": "today's",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "two",
+            "num.tickets": "two tickets",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "4 PM",
-            "time.showing": "4pm",
+            "time.preference": "3 p.m",
+            "time.showing": "3 p.m",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "So let me get this right; you would like purchase two tickets to the 4 PM showing of Mulan at the Mountain AMC 16 for this Saturday?",
+        "utterance": "I've understood you to say that you want to purchase two tickets for today's 3 p.m. showing of No Time to Die at Mountain AMC 16. If this is correct, may I complete the purchase?",
         "utt_idx": 5,
         "dialogue_acts": {
           "binary": [],
@@ -4177,41 +4555,41 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "num.tickets",
-              "value": "two",
-              "start": 50,
-              "end": 53
+              "value": "two tickets",
+              "start": 53,
+              "end": 64
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "time.showing",
-              "value": "4 PM",
+              "slot": "date.showing",
+              "value": "today's",
               "start": 69,
-              "end": 73
+              "end": 76
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.movie",
-              "value": "Mulan",
-              "start": 85,
-              "end": 90
+              "slot": "time.showing",
+              "value": "3 p.m",
+              "start": 77,
+              "end": 82
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "name.theater",
-              "value": "Mountain AMC 16",
-              "start": 98,
-              "end": 113
+              "slot": "name.movie",
+              "value": "No Time to Die",
+              "start": 95,
+              "end": 109
             },
             {
               "intent": "inform",
               "domain": "movie",
-              "slot": "date.showing",
-              "value": "this Saturday",
-              "start": 118,
-              "end": 131
+              "slot": "name.theater",
+              "value": "Mountain AMC 16",
+              "start": 113,
+              "end": 128
             }
           ]
         },
@@ -4219,7 +4597,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes.",
+        "utterance": "Yes, that's correct.",
         "utt_idx": 6,
         "dialogue_acts": {
           "binary": [],
@@ -4228,31 +4606,31 @@
         },
         "state": {
           "movie": {
-            "name.movie": "Mulan",
+            "name.movie": "No Time to Die",
             "name.theater": "Mountain AMC 16",
-            "date.showing": "this Saturday",
+            "date.showing": "today's",
             "date.release": "",
             "duration.movie": "",
             "location": "",
             "name.character": "",
             "name.genre": "",
             "name.person": "",
-            "num.tickets": "two",
+            "num.tickets": "two tickets",
             "price.ticket": "",
             "price.total": "",
             "rating.movie": "",
             "review.audience": "",
             "review.critic": "",
             "seating": "",
-            "time.preference": "4 PM",
-            "time.showing": "4 PM",
+            "time.preference": "3 p.m",
+            "time.showing": "3 p.m",
             "type.screening": ""
           }
         }
       },
       {
         "speaker": "system",
-        "utterance": "Excellent. Your tickets are confirmed and they’ve been sent to your email address",
+        "utterance": "Your tickets are confirmed and they’ve been sent to your email address.",
         "utt_idx": 7,
         "dialogue_acts": {
           "binary": [],
@@ -4264,11 +4642,11 @@
             {
               "index": 6,
               "args": {
-                "name.movie": "Mulan",
+                "name.movie": "No Time to Die",
                 "name.theater": "Mountain AMC 16",
-                "num.tickets": "two",
-                "time.showing": "4pm",
-                "date.showing": "this Saturday",
+                "num.tickets": "two tickets",
+                "time.showing": "3 p.m",
+                "date.showing": "today",
                 "seating": "any"
               },
               "response": {
@@ -4285,7 +4663,7 @@
     "dataset": "tm3",
     "data_split": "train",
     "dialogue_id": "tm3-train-8",
-    "original_id": "dlg-0976855e-c0ce-49de-a217-cbfbd4670d33",
+    "original_id": "dlg-3df5f971-6025-47be-9f73-65ec676acb8b",
     "domains": [
       "movie"
     ],
@@ -4297,27 +4675,19 @@
     "turns": [
       {
         "speaker": "user",
-        "utterance": "I would like to buy tickets for a movie tonight at AMC Mountain 16.",
+        "utterance": "I need to buy tickets for AMC Mountain 16",
         "utt_idx": 0,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
           "non-categorical": [
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "date.showing",
-              "value": "tonight",
-              "start": 40,
-              "end": 47
-            },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.theater",
               "value": "AMC Mountain 16",
-              "start": 51,
-              "end": 66
+              "start": 26,
+              "end": 41
             }
           ]
         },
@@ -4325,7 +4695,7 @@
           "movie": {
             "name.movie": "",
             "name.theater": "AMC Mountain 16",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -4358,7 +4728,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "I am looking for something that has action and adventure in it.",
+        "utterance": "I like action",
         "utt_idx": 2,
         "dialogue_acts": {
           "binary": [],
@@ -4369,8 +4739,8 @@
               "domain": "movie",
               "slot": "name.genre",
               "value": "action",
-              "start": 36,
-              "end": 42
+              "start": 7,
+              "end": 13
             }
           ]
         },
@@ -4378,7 +4748,7 @@
           "movie": {
             "name.movie": "",
             "name.theater": "AMC Mountain 16",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -4420,7 +4790,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No not Mercado, I want it at AMC Mountain 16.",
+        "utterance": "NO that would be AMC Mountain 16",
         "utt_idx": 4,
         "dialogue_acts": {
           "binary": [],
@@ -4431,8 +4801,8 @@
               "domain": "movie",
               "slot": "name.theater",
               "value": "AMC Mountain 16",
-              "start": 29,
-              "end": 44
+              "start": 17,
+              "end": 32
             }
           ]
         },
@@ -4440,7 +4810,7 @@
           "movie": {
             "name.movie": "",
             "name.theater": "AMC Mountain 16",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -4490,7 +4860,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes.",
+        "utterance": "That's correct",
         "utt_idx": 6,
         "dialogue_acts": {
           "binary": [],
@@ -4501,7 +4871,7 @@
           "movie": {
             "name.movie": "",
             "name.theater": "AMC Mountain 16",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -4610,7 +4980,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes that's great. I'd like tickets to the 9:10 pm showing.",
+        "utterance": "The 9:10 PM would work",
         "utt_idx": 8,
         "dialogue_acts": {
           "binary": [],
@@ -4620,9 +4990,9 @@
               "intent": "inform",
               "domain": "movie",
               "slot": "time.showing",
-              "value": ":10 pm",
-              "start": 43,
-              "end": 49
+              "value": "9:10 PM",
+              "start": 4,
+              "end": 11
             }
           ]
         },
@@ -4630,7 +5000,7 @@
           "movie": {
             "name.movie": "No Time To Die",
             "name.theater": "AMC Mountain 16:",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -4645,7 +5015,7 @@
             "review.critic": "",
             "seating": "",
             "time.preference": "",
-            "time.showing": ":10 pm",
+            "time.showing": "9:10 PM",
             "type.screening": ""
           }
         }
@@ -4663,7 +5033,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "I need three tickets.",
+        "utterance": "just me and two others",
         "utt_idx": 10,
         "dialogue_acts": {
           "binary": [],
@@ -4674,7 +5044,7 @@
           "movie": {
             "name.movie": "No Time To Die",
             "name.theater": "AMC Mountain 16:",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -4689,7 +5059,7 @@
             "review.critic": "",
             "seating": "",
             "time.preference": "",
-            "time.showing": ":10 pm",
+            "time.showing": "9:10 PM",
             "type.screening": ""
           }
         }
@@ -4748,7 +5118,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes that's correct.",
+        "utterance": "Correct",
         "utt_idx": 12,
         "dialogue_acts": {
           "binary": [],
@@ -4792,7 +5162,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, thank you.",
+        "utterance": "Yes please",
         "utt_idx": 14,
         "dialogue_acts": {
           "binary": [],
@@ -4853,7 +5223,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No thank you.",
+        "utterance": "No thanks",
         "utt_idx": 16,
         "dialogue_acts": {
           "binary": [],
@@ -4901,7 +5271,7 @@
     "dataset": "tm3",
     "data_split": "train",
     "dialogue_id": "tm3-train-9",
-    "original_id": "dlg-266f509a-b0f9-4316-a644-8b3d55674611",
+    "original_id": "dlg-e255c743-b8a0-4e53-9590-3fc2fde3142d",
     "domains": [
       "movie"
     ],
@@ -4913,27 +5283,19 @@
     "turns": [
       {
         "speaker": "user",
-        "utterance": "Yes, I would like to buy tickets for tonight. At AMC Mountain 16.",
+        "utterance": "Hey, I'd like to purchase some movie tickets for the AMC Mountain 16.",
         "utt_idx": 0,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
           "non-categorical": [
-            {
-              "intent": "inform",
-              "domain": "movie",
-              "slot": "date.showing",
-              "value": "tonight",
-              "start": 37,
-              "end": 44
-            },
             {
               "intent": "inform",
               "domain": "movie",
               "slot": "name.theater",
               "value": "AMC Mountain 16",
-              "start": 49,
-              "end": 64
+              "start": 53,
+              "end": 68
             }
           ]
         },
@@ -4941,7 +5303,7 @@
           "movie": {
             "name.movie": "",
             "name.theater": "AMC Mountain 16",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -4974,7 +5336,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "I want to see a good action flick.",
+        "utterance": "I think we're all in the mood for an action movie.",
         "utt_idx": 2,
         "dialogue_acts": {
           "binary": [],
@@ -4985,8 +5347,8 @@
               "domain": "movie",
               "slot": "name.genre",
               "value": "action",
-              "start": 21,
-              "end": 27
+              "start": 37,
+              "end": 43
             }
           ]
         },
@@ -4994,7 +5356,7 @@
           "movie": {
             "name.movie": "",
             "name.theater": "AMC Mountain 16",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -5036,7 +5398,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, but I wanted AMC Mountain 16.",
+        "utterance": "Sorry, I'm wanting to visit the AMC Mountain 16.",
         "utt_idx": 4,
         "dialogue_acts": {
           "binary": [],
@@ -5047,8 +5409,8 @@
               "domain": "movie",
               "slot": "name.theater",
               "value": "AMC Mountain 16",
-              "start": 18,
-              "end": 33
+              "start": 32,
+              "end": 47
             }
           ]
         },
@@ -5056,7 +5418,7 @@
           "movie": {
             "name.movie": "",
             "name.theater": "AMC Mountain 16",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -5106,7 +5468,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, that is right.",
+        "utterance": "Now you're on the right track.",
         "utt_idx": 6,
         "dialogue_acts": {
           "binary": [],
@@ -5117,7 +5479,7 @@
           "movie": {
             "name.movie": "",
             "name.theater": "AMC Mountain 16",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -5226,18 +5588,27 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, the 9:10 works great.",
+        "utterance": "That sounds like a perfect fit. I'd like to book the 9:10pm show.",
         "utt_idx": 8,
         "dialogue_acts": {
           "binary": [],
           "categorical": [],
-          "non-categorical": []
+          "non-categorical": [
+            {
+              "intent": "inform",
+              "domain": "movie",
+              "slot": "time.showing",
+              "value": "9:10pm",
+              "start": 53,
+              "end": 59
+            }
+          ]
         },
         "state": {
           "movie": {
             "name.movie": "No Time To Die",
             "name.theater": "AMC Mountain 16:",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -5270,7 +5641,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Just three including myself.",
+        "utterance": "I'd like tickets for my partner, my child and myself. So, three.",
         "utt_idx": 10,
         "dialogue_acts": {
           "binary": [],
@@ -5281,7 +5652,7 @@
           "movie": {
             "name.movie": "No Time To Die",
             "name.theater": "AMC Mountain 16:",
-            "date.showing": "tonight",
+            "date.showing": "",
             "date.release": "",
             "duration.movie": "",
             "location": "",
@@ -5355,7 +5726,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes, that is exactly right.",
+        "utterance": "That's absolutely correct.",
         "utt_idx": 12,
         "dialogue_acts": {
           "binary": [],
@@ -5399,7 +5770,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "Yes.",
+        "utterance": "Go right ahead.",
         "utt_idx": 14,
         "dialogue_acts": {
           "binary": [],
@@ -5460,7 +5831,7 @@
       },
       {
         "speaker": "user",
-        "utterance": "No, that is it. You have been a low of help. Thanks again.",
+        "utterance": "No thanks!",
         "utt_idx": 16,
         "dialogue_acts": {
           "binary": [],
diff --git a/data/unified_datasets/tm3/preprocess.py b/data/unified_datasets/tm3/preprocess.py
index e8c9234beb439f870c805b4362ca60da09ee1c87..78a3efb5d3f3e23385962f0e6c4a3d4dc8c62ac8 100644
--- a/data/unified_datasets/tm3/preprocess.py
+++ b/data/unified_datasets/tm3/preprocess.py
@@ -100,8 +100,12 @@ def preprocess():
                 'intents': {
                     'inform': {'description': 'inform the value of a slot or general information.'}
                 },
-                'binary_dialogue_acts': set(),
-                'state': {}}
+                'state': {},
+                'dialogue_acts': {
+                    "categorical": set(),
+                    "non-categorical": set(),
+                    "binary": set()
+                }}
     global descriptions
     global anno2slot
     ori_ontology = json.load(open(os.path.join(original_data_dir, "TM-3-2020/ontology/entities.json")))
@@ -122,7 +126,8 @@ def preprocess():
     dataset = 'tm3'
     splits = ['train', 'validation', 'test']
     dialogues_by_split = {split:[] for split in splits}
-    for data_file in tqdm(glob.glob(os.path.join(original_data_dir, f"TM-3-2020/data/*.json")), desc='processing taskmaster-{}'.format(domain)):
+    data_files = sorted(glob.glob(os.path.join(original_data_dir, f"TM-3-2020/data/*.json")))
+    for data_file in tqdm(data_files, desc='processing taskmaster-{}'.format(domain)):
         data = json.load(open(data_file))
         # random split, train:validation:test = 8:1:1
         random.seed(42)
@@ -216,9 +221,16 @@ def preprocess():
                 for da in turn['dialogue_acts']['binary']:
                     da_tuple = (da['intent'], da['domain'], da['slot'], da['value'],)
                     bdas.add(da_tuple)
-                    if da_tuple not in ontology['binary_dialogue_acts']:
-                        ontology['binary_dialogue_acts'].add(da_tuple)
                 turn['dialogue_acts']['binary'] = [{'intent':bda[0],'domain':bda[1],'slot':bda[2],'value':bda[3]} for bda in sorted(bdas)]
+                # add to dialogue_acts dictionary in the ontology
+                for da_type in turn['dialogue_acts']:
+                    das = turn['dialogue_acts'][da_type]
+                    for da in das:
+                        intent, domain, slot, value = da['intent'], da['domain'], da['slot'], da['value']
+                        if da_type == 'binary':
+                            ontology["dialogue_acts"][da_type].add((speaker, intent, domain, slot, value))
+                        else:
+                            ontology["dialogue_acts"][da_type].add((speaker, intent, domain, slot))
 
                 for da in turn['dialogue_acts']['non-categorical']:
                     slot, value = da['slot'], da['value']
@@ -237,7 +249,11 @@ def preprocess():
                 dialogue['turns'].append(turn)
             dialogues_by_split[data_split].append(dialogue)
 
-    ontology['binary_dialogue_acts'] = [{'intent':bda[0],'domain':bda[1],'slot':bda[2],'value':bda[3]} for bda in sorted(ontology['binary_dialogue_acts'])]
+    for da_type in ontology['dialogue_acts']:
+        if da_type == 'binary':
+            ontology["dialogue_acts"][da_type] = [str({'speaker': da[0], 'intent':da[1],'domain':da[2],'slot':da[3],'value':da[4]}) for da in sorted(ontology["dialogue_acts"][da_type])]
+        else:
+            ontology["dialogue_acts"][da_type] = [str({'speaker': da[0], 'intent':da[1],'domain':da[2],'slot':da[3]}) for da in sorted(ontology["dialogue_acts"][da_type])]
     dialogues = dialogues_by_split['train']+dialogues_by_split['validation']+dialogues_by_split['test']
     json.dump(dialogues[:10], open(f'dummy_data.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
     json.dump(dialogues, open(f'{new_data_dir}/dialogues.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)