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SNG01856.json | 0 | [
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SNG01856.json | 1 | [
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SNG01856.json | 2 | [
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SNG01856.json | 3 | [
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SNG01856.json | 4 | [
"hotel"
] | [] | Booking was successful. Reference number is : 7GAWK763 . Anything else I can do for you? | No, that will be all. Good bye. | {
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"hotel-people",
"hotel-pricerange",
"hotel-stay",
"hotel-type"
] |
SNG01856.json | 5 | [
"hotel"
] | [] | Thank you for using our services. | none | {
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SNG0129.json | 0 | [] | [
"find_police"
] | none | Hello, I have been robbed. Can you please help me get in touch with the police? | null | null | null | null | null | null | null | null |
SNG0129.json | 1 | [] | [
"find_police"
] | Parkside Police Station is in Parkside, Cambridge. Their number is 01223358966. Anything else I can do for you? | Can I please have the postcode as well? | null | null | null | null | null | null | null | null |
SNG0129.json | 2 | [] | [
"find_attraction",
"find_police"
] | The postcode for the Parkside Police Station is CB11JG. Can I help you with anything else? | Was Parkside the address of the police station? If not, can I have the address please? | null | null | null | null | null | null | null | null |
SNG0129.json | 3 | [] | [] | Yes, Parkside is the address. | Thank you that will be all for now. | null | null | null | null | null | null | null | null |
SNG0129.json | 4 | [] | [] | Great. Thank you for contacting Cambridge Towninfo Centre. | You were great. Goodbye. | null | null | null | null | null | null | null | null |
SNG0129.json | 5 | [] | [] | We are happy to help. Have a good day! | none | null | null | null | null | null | null | null | null |
MUL2168.json | 0 | [
"train",
"hotel"
] | [
"find_train"
] | none | Hi, I'm looking for a train that is going to cambridge and arriving there by 20:45, is there anything like that? | {
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MUL2168.json | 1 | [
"train",
"hotel"
] | [
"find_train"
] | There are over 1,000 trains like that. Where will you be departing from? | I am departing from birmingham new street. | {
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} | [
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"train-arriveby",
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] | [
"train-arriveby",
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"train-destination"
] |
MUL2168.json | 2 | [
"train",
"hotel"
] | [
"find_train",
"find_hotel"
] | Can you confirm your desired travel day? | I would like to leave on wednesday | {
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} | [
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] | [
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MUL2168.json | 3 | [
"train",
"hotel"
] | [
"book_train"
] | I show a train leaving birmingham new street at 17:40 and arriving at 20:23 on Wednesday. Will this work for you? | That will, yes. Please make a booking for 5 people please. | {
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MUL2168.json | 5 | [
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MUL2168.json | 7 | [
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MUL2168.json | 8 | [
"train",
"hotel"
] | [] | Goodbye. If you think of anything else you need don't hesitate to contact us. | none | {
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SNG01445.json | 0 | [] | [
"find_police"
] | none | I was robbed a few minutes ago and need assistance. | null | null | null | null | null | null | null | null |
SNG01445.json | 1 | [] | [
"find_police"
] | Please contact the Parkside, Cambridge police station. | I need the address including postcode of the police station and also the phone number. | null | null | null | null | null | null | null | null |
SNG01445.json | 2 | [] | [] | Of course. Their address is Parkside, Cambridge postcode CB11JG and phone number is 01223358966. | Thank you. That's all I needed. | null | null | null | null | null | null | null | null |
SNG01445.json | 3 | [] | [] | You are more than welcome! | Ok, have a good day. Goodbye. | null | null | null | null | null | null | null | null |
SNG01445.json | 4 | [] | [] | You are very welcome. Goodbye. | none | null | null | null | null | null | null | null | null |
MUL2105.json | 0 | [
"train",
"hotel"
] | [
"find_hotel"
] | none | Hi. I'm looking for a hotel in the east. The internet is not needed. | {
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MUL2105.json | 1 | [
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MUL2105.json | 2 | [
"train",
"hotel"
] | [
"find_hotel"
] | The Express by Holiday Inn Cambridge is in the area and has free parking, would you like more information? | Is that a guesthouse or a hotel? I'd really prefer a guesthouse. | {
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MUL2105.json | 3 | [
"train",
"hotel"
] | [
"find_hotel"
] | It's a hotel. There are 5 guesthouses in the area. Do you prefer cheap or moderate for the price range? | The price doesn't really matter. I just need free parking. It doesn't really need to have internet though. | {
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MUL2105.json | 4 | [
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MUL2105.json | 5 | [
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MUL2105.json | 6 | [
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MUL2105.json | 7 | [
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MUL2105.json | 8 | [
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MUL2105.json | 9 | [
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PMUL1690.json | 0 | [
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PMUL1690.json | 1 | [
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PMUL1690.json | 3 | [
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PMUL1690.json | 4 | [
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PMUL1690.json | 5 | [
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] | [
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] | There are several that meet your criteria. Is there a price range you are interested in? | I would like to keep it in the moderate range, please. | {
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PMUL1690.json | 6 | [
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] | [
"find_hotel"
] | I see 7 options. They are all guesthouses. Do you have preferences for internet and parking? | I do not have a preference on those things. | {
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PMUL1690.json | 7 | [
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] | [
"find_hotel"
] | Shall I try to start and book you into one? | Please book it and provide the reference number. | {
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MUL2395.json | 1 | [
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MUL2395.json | 2 | [
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MUL2395.json | 3 | [
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MUL2395.json | 4 | [
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] | [
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] | Unfortunately, there are no expensive caribbean restaurants in that area. Would you like me to check a different type of cuisine, or another area? | Yes, I also love turkish food. Is there something in the center that's expensive? Also, what type of attraction is All Saints Church? | {
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MUL2395.json | 5 | [
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] | [
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MUL2395.json | 6 | [
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MUL2395.json | 7 | [
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SNG0190.json | 0 | [
"hospital"
] | [
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] | none | I've been injured and need to find a hospital nearby. | null | null | null | null | null | null | null | null |
SNG0190.json | 1 | [
"hospital"
] | [
"find_hospital"
] | The Addenbrookes Hospital is located at Hills Rd., Cambridge. Are you looking for a specific department? | No, I just need the general phone number, please. | null | null | null | null | null | null | null | null |
SNG0190.json | 2 | [
"hospital"
] | [] | 01223245151, is the number. Do you need anything else? | Thank you that will do. | null | null | null | null | null | null | null | null |
SNG0190.json | 3 | [
"hospital"
] | [] | Feel better soon! Have a better night! | none | null | null | null | null | null | null | null | null |
PMUL1170.json | 0 | [
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PMUL1170.json | 1 | [
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PMUL1170.json | 2 | [
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PMUL1170.json | 5 | [
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PMUL1170.json | 6 | [
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"wednesday"
],
"train-departure": [
"cambridge"
],
"train-destination": [
"peterborough"
],
"train-leaveat": [
"12:45"
],
"train-people": [
"1"
]
} | [
"attraction-area",
"attraction-type",
"train-day",
"train-departure",
"train-destination",
"train-leaveat",
"train-people"
] | [
"attraction-area",
"attraction-type",
"train-day",
"train-departure",
"train-destination",
"train-leaveat",
"train-people"
] | [
"attraction-area",
"attraction-name",
"attraction-type",
"train-day",
"train-departure",
"train-destination",
"train-leaveat",
"train-people"
] | [
"attraction-area",
"attraction-type",
"train-day",
"train-departure",
"train-destination",
"train-leaveat",
"train-people"
] |
SNG01741.json | 0 | [
"hospital"
] | [
"find_hospital"
] | none | I am looking in town for a hospital with a paediatric clinic | null | null | null | null | null | null | null | null |
SNG01741.json | 1 | [
"hospital"
] | [
"find_hospital"
] | Addenbrookes Hosptial on Hills Rd. in Cambridge has a paediatric clinic. | I need the address and phone number and postal code | null | null | null | null | null | null | null | null |
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This dataset is based on the "cumulative" configuration of the MultiWoz 2.2 dataset available also on the HuggingFace Hub. Therefore, the system and user utterances, the active intents, and the services are exactly the same.
In addition to the data present in version 2.2, this dataset contains, for each dialogue turn, the annotations from versions 2.1, 2.3, and 2.4.
NOTE:
Each dialogue turn is composed of a system utterance and a user utterance, in this exact order
The initial system utterance is filled in with the
nonestringIn the last dialogue turn is always the system that greets the user; this last turn is kept and the user utterance is filled in with the
nonestring (usually during evaluation this dialogue turn is not considered)To be able to save data as an arrow file you need to "pad" the states to all have the same keys. To do this the None value is introduced. Therefore, when you load it back it is convenient to have a way to remove the "padding". In order to do so, a function like the following can help
def remove_empty_slots(state: Union[Dict[str, Union[List[str], None]], None]) -> Union[Dict[str, List[str]], None]:
if state is None:
return None
return {k: v for k, v in state.items() if v is not None}
- The schema has been updated to make all the versions compatible. Basically, the "book" string has been removed from slots in v2.2. The updated schema is the following
attraction-area
attraction-name
attraction-type
hotel-area
hotel-day
hotel-internet
hotel-name
hotel-parking
hotel-people
hotel-pricerange
hotel-stars
hotel-stay
hotel-type
restaurant-area
restaurant-day
restaurant-food
restaurant-name
restaurant-people
restaurant-pricerange
restaurant-time
taxi-arriveby
taxi-departure
taxi-destination
taxi-leaveat
train-arriveby
train-day
train-departure
train-destination
train-leaveat
train-people
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