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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowNotImplementedError
Message:      Cannot write struct type 'inform' with no child field to Parquet. Consider adding a dummy child field.
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 583, in write_table
                  self._build_writer(inferred_schema=pa_table.schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 404, in _build_writer
                  self.pa_writer = self._WRITER_CLASS(self.stream, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/parquet/core.py", line 1010, in __init__
                  self.writer = _parquet.ParquetWriter(
                File "pyarrow/_parquet.pyx", line 2157, in pyarrow._parquet.ParquetWriter.__cinit__
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'inform' with no child field to Parquet. Consider adding a dummy child field.
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2027, in _prepare_split_single
                  num_examples, num_bytes = writer.finalize()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 602, in finalize
                  self._build_writer(self.schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 404, in _build_writer
                  self.pa_writer = self._WRITER_CLASS(self.stream, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/parquet/core.py", line 1010, in __init__
                  self.writer = _parquet.ParquetWriter(
                File "pyarrow/_parquet.pyx", line 2157, in pyarrow._parquet.ParquetWriter.__cinit__
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'inform' with no child field to Parquet. Consider adding a dummy child field.
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1529, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1154, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2038, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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goal
dict
dataset
string
data_split
string
domains
sequence
original_id
string
dialogue_id
string
turns
list
{ "description": "", "inform": {}, "request": {} }
sgd
train
[ "Restaurants_1" ]
1_00000
sgd-train-0
[ { "active_intent": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": "FindRestaurants", "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "db_results": null, "dialogue_acts": { "binary": [ { "domain": "Restaurants_1", "intent": "inform_intent", "slot": "FindRestaurants" } ], "categorical": [], "non-categorical": [] }, "requested_slots": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": [], "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "service_call": null, "speaker": "user", "state": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": { "city": "", "cuisine": "", "date": "", "has_live_music": "", "party_size": "", "phone_number": "", "price_range": "", "restaurant_name": "", "serves_alcohol": "", "street_address": "", "time": "" }, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "utt_idx": 0, "utterance": "I am feeling hungry so I would like to find a place to eat." }, { "active_intent": null, "db_results": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": null, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "dialogue_acts": { "binary": [ { "domain": "Restaurants_1", "intent": "request", "slot": "city" } ], "categorical": [], "non-categorical": [] }, "requested_slots": null, "service_call": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": null, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "speaker": "system", "state": null, "utt_idx": 1, "utterance": "Do you have a specific which you want the eating place to be located at?" }, { "active_intent": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": "FindRestaurants", "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "db_results": null, "dialogue_acts": { "binary": [], "categorical": [], "non-categorical": [ { "domain": "Restaurants_1", "end": 37, "intent": "inform", "slot": "city", "start": 29, "value": "San Jose" } ] }, "requested_slots": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": [], "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "service_call": null, "speaker": "user", "state": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": { "city": "San Jose", "cuisine": "", "date": "", "has_live_music": "", "party_size": "", "phone_number": "", "price_range": "", "restaurant_name": "", "serves_alcohol": "", "street_address": "", "time": "" }, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "utt_idx": 2, "utterance": "I would like for it to be in San Jose." }, { "active_intent": null, "db_results": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": null, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "dialogue_acts": { "binary": [], "categorical": [], "non-categorical": [ { "domain": "Restaurants_1", "end": 59, "intent": "request", "slot": "cuisine", "start": 52, "value": "Mexican" }, { "domain": "Restaurants_1", "end": 68, "intent": "request", "slot": "cuisine", "start": 61, "value": "Italian" } ] }, "requested_slots": null, "service_call": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": null, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "speaker": "system", "state": null, "utt_idx": 3, "utterance": "Is there a specific cuisine type you enjoy, such as Mexican, Italian or something else?" }, { "active_intent": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": "FindRestaurants", "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "db_results": null, "dialogue_acts": { "binary": [], "categorical": [], "non-categorical": [ { "domain": "Restaurants_1", "end": 34, "intent": "inform", "slot": "cuisine", "start": 26, "value": "American" } ] }, "requested_slots": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": [], "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "service_call": null, "speaker": "user", "state": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": { "city": "San Jose", "cuisine": "American", "date": "", "has_live_music": "", "party_size": "", "phone_number": "", "price_range": "", "restaurant_name": "", "serves_alcohol": "", "street_address": "", "time": "" }, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "utt_idx": 4, "utterance": "I usually like eating the American type of food." }, { "active_intent": null, "db_results": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": [ { "city": "San Jose", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "408-971-8523", "price_range": "moderate", "restaurant_name": "71 Saint Peter", "serves_alcohol": "True", "street_address": "71 North San Pedro Street", "time": null }, { "city": "San Jose", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "408-261-5787", "price_range": "moderate", "restaurant_name": "Bazille", "serves_alcohol": "True", "street_address": "2400 Forest Avenue", "time": null }, { "city": "San Jose", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "408-292-4300", "price_range": "moderate", "restaurant_name": "Billy Berk's", "serves_alcohol": "True", "street_address": "99 South 1st Street", "time": null }, { "city": "San Jose", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "408-343-7230", "price_range": "moderate", "restaurant_name": "Bj's Restaurant & Brewhouse", "serves_alcohol": "True", "street_address": "511 Coleman Avenue", "time": null }, { "city": "San Jose", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "408-816-7251", "price_range": "expensive", "restaurant_name": "Black Sheep Brasserie", "serves_alcohol": "True", "street_address": "1202 Lincoln Avenue", "time": null }, { "city": "San Jose", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "408-238-9110", "price_range": "moderate", "restaurant_name": "Chuck E. Cheese's", "serves_alcohol": "False", "street_address": "2445 Fontaine Road", "time": null }, { "city": "San Jose", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "408-292-7444", "price_range": "moderate", "restaurant_name": "Famous Dave's Bar-b-que", "serves_alcohol": "False", "street_address": "61 Curtner Avenue", "time": null }, { "city": "San Jose", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "408-287-6969", "price_range": "moderate", "restaurant_name": "Firehouse No.1 Gastropub", "serves_alcohol": "True", "street_address": "69 North San Pedro Street", "time": null }, { "city": "San Jose", "cuisine": "American", "date": null, "has_live_music": "True", "party_size": null, "phone_number": "408-279-4888", "price_range": "moderate", "restaurant_name": "Hukilau", "serves_alcohol": "True", "street_address": "230 Jackson Street", "time": null }, { "city": "San Jose", "cuisine": 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For example a restaurant which is economical and is located in Palo Alto." }, { "active_intent": null, "db_results": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": [ { "city": "Palo Alto", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "650-688-2614", "price_range": "moderate", "restaurant_name": "Bazille", "serves_alcohol": "True", "street_address": "550 Stanford Shopping Center", "time": null }, { "city": "Palo Alto", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "650-656-8180", "price_range": "moderate", "restaurant_name": "Bird Dog", "serves_alcohol": "False", "street_address": "420 Ramona Street", "time": null }, { "city": "Palo Alto", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "650-327-0284", "price_range": "moderate", "restaurant_name": "Bistro Elan", "serves_alcohol": "False", "street_address": "2363 Birch Street", "time": null }, { "city": "Palo Alto", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "650-326-8640", "price_range": "moderate", "restaurant_name": "Cafe Brioche", "serves_alcohol": "True", "street_address": "445 California Avenue", "time": null }, { "city": "Palo Alto", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "650-493-6787", "price_range": "moderate", "restaurant_name": "Cibo Restaurant & Bar", "serves_alcohol": "False", "street_address": "3398 El Camino Real", "time": null }, { "city": "Palo Alto", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "650-322-7509", "price_range": "moderate", "restaurant_name": "Local Union 271", "serves_alcohol": "False", "street_address": "271 University Avenue", "time": null }, { "city": "Palo Alto", "cuisine": "American", "date": null, "has_live_music": "False", "party_size": null, "phone_number": "650-321-3514", "price_range": "moderate", "restaurant_name": "Palo Alto Grill", "serves_alcohol": "True", "street_address": "140 University Avenue", "time": null } ], "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "dialogue_acts": { "binary": [], "categorical": [], "non-categorical": [ { "domain": "Restaurants_1", "end": 61, "intent": "offer", "slot": "restaurant_name", "start": 53, "value": "Bird Dog" }, { "domain": "Restaurants_1", "end": 116, "intent": "offer", "slot": "city", "start": 107, "value": "Palo Alto" }, { "domain": "Restaurants_1", "end": 12, "intent": "inform_count", "slot": "count", "start": 11, "value": "7" } ] }, "requested_slots": null, "service_call": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": { "method": "FindRestaurants", "parameters": { "city": "Palo Alto", "cuisine": "American", "date": null, "has_live_music": null, "party_size": null, "price_range": "moderate", "restaurant_name": null, "serves_alcohol": null, "time": null } }, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "speaker": "system", "state": null, "utt_idx": 13, "utterance": "I see that 7 restaurants suit to what you requested. Bird Dog seems as a good restaurant and is located in Palo Alto." }, { "active_intent": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": "ReserveRestaurant", "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "db_results": null, "dialogue_acts": { "binary": [ { "domain": "Restaurants_1", "intent": "inform_intent", "slot": "ReserveRestaurant" }, { "domain": "Restaurants_1", "intent": "select", "slot": "" } ], "categorical": [], "non-categorical": [] }, "requested_slots": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": [], "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "service_call": null, "speaker": "user", "state": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": { "city": "Palo Alto", "cuisine": "American", "date": "", "has_live_music": "", "party_size": "", "phone_number": "", "price_range": "moderate", "restaurant_name": "Bird Dog", "serves_alcohol": "", "street_address": "", "time": "" }, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "utt_idx": 14, "utterance": "Alright, that seems good. I would like to make a booking at this restaurant." }, { "active_intent": null, "db_results": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": null, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "dialogue_acts": { "binary": [ { "domain": 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"speaker": "system", "state": null, "utt_idx": 15, "utterance": "For which time do you want the booking to be?" }, { "active_intent": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": "ReserveRestaurant", "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, 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"time": "11:30" } ], "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "dialogue_acts": { "binary": [ { "domain": "Restaurants_1", "intent": "notify_success", "slot": "" } ], "categorical": [ { "domain": "Restaurants_1", "intent": "inform", "slot": "has_live_music", "value": "False" } ], "non-categorical": [] }, "requested_slots": null, "service_call": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, 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Can you give me the address of their location?" }, { "active_intent": null, "db_results": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": null, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "dialogue_acts": { "binary": [], "categorical": [ { "domain": "Restaurants_1", "intent": "inform", "slot": "serves_alcohol", "value": "False" } ], "non-categorical": [ { "domain": "Restaurants_1", "end": 46, "intent": "inform", "slot": "street_address", "start": 29, "value": "420 Ramona Street" } ] }, "requested_slots": null, "service_call": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": null, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "speaker": "system", "state": null, "utt_idx": 21, "utterance": "The restaurant is located at 420 Ramona Street. Unfortunately they do not serve alcohol at the restaurant." }, { "active_intent": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": "ReserveRestaurant", "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "db_results": null, "dialogue_acts": { "binary": [ { "domain": "", "intent": "thank_you", "slot": "" }, { "domain": "", "intent": "goodbye", "slot": "" } ], "categorical": [], "non-categorical": [] }, "requested_slots": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": [], "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "service_call": null, "speaker": "user", "state": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": { "city": "Palo Alto", "cuisine": "American", "date": "today", "has_live_music": "", "party_size": "2", "phone_number": "", "price_range": "moderate", "restaurant_name": "Bird Dog", "serves_alcohol": "", "street_address": "", "time": "11:30 am" }, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "utt_idx": 22, "utterance": "I appreciate it very much. 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{ "description": "", "inform": {}, "request": {} }
sgd
train
[ "Restaurants_1" ]
1_00001
sgd-train-1
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Which city should i search in?" }, { "active_intent": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": "FindRestaurants", "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "db_results": null, "dialogue_acts": { "binary": [], "categorical": [], 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How pricey are they?" }, { "active_intent": null, "db_results": { "Alarm_1": null, "Banks_1": null, "Banks_2": null, "Buses_1": null, "Buses_2": null, "Buses_3": null, "Calendar_1": null, "Events_1": null, "Events_2": null, "Events_3": null, "Flights_1": null, "Flights_2": null, "Flights_3": null, "Flights_4": null, "Homes_1": null, "Homes_2": null, "Hotels_1": null, "Hotels_2": null, "Hotels_3": null, "Hotels_4": null, "Media_1": null, "Media_2": null, "Media_3": null, "Messaging_1": null, "Movies_1": null, "Movies_2": null, "Movies_3": null, "Music_1": null, "Music_2": null, "Music_3": null, "Payment_1": null, "RentalCars_1": null, "RentalCars_2": null, "RentalCars_3": null, "Restaurants_1": null, "Restaurants_2": null, "RideSharing_1": null, "RideSharing_2": null, "Services_1": null, "Services_2": null, "Services_3": null, "Services_4": null, "Trains_1": null, "Travel_1": null, "Weather_1": null }, "dialogue_acts": { "binary": [], "categorical": [ { "domain": "Restaurants_1", 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{ "description": "", "inform": {}, "request": {} }
sgd
train
[ "Restaurants_1" ]
1_00002
sgd-train-2
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sgd
train
[ "Restaurants_1" ]
1_00003
sgd-train-3
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{ "description": "", "inform": {}, "request": {} }
sgd
train
[ "Restaurants_1" ]
1_00004
sgd-train-4
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{ "description": "", "inform": {}, "request": {} }
sgd
train
[ "Restaurants_1" ]
1_00005
sgd-train-5
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{ "description": "", "inform": {}, "request": {} }
sgd
train
[ "Restaurants_1" ]
1_00006
sgd-train-6
[{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED)
{ "description": "", "inform": {}, "request": {} }
sgd
train
[ "Restaurants_1" ]
1_00007
sgd-train-7
[{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED)
{ "description": "", "inform": {}, "request": {} }
sgd
train
[ "Restaurants_1" ]
1_00008
sgd-train-8
[{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED)
{ "description": "", "inform": {}, "request": {} }
sgd
train
[ "Restaurants_1" ]
1_00009
sgd-train-9
[{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED)
End of preview.
YAML Metadata Warning: The task_categories "conversational" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, text2text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, other

Dataset Card for Schema-Guided Dialogue

To use this dataset, you need to install ConvLab-3 platform first. Then you can load the dataset via:

from convlab.util import load_dataset, load_ontology, load_database

dataset = load_dataset('sgd')
ontology = load_ontology('sgd')
database = load_database('sgd')

For more usage please refer to here.

Dataset Summary

The Schema-Guided Dialogue (SGD) dataset consists of over 20k annotated multi-domain, task-oriented conversations between a human and a virtual assistant. These conversations involve interactions with services and APIs spanning 20 domains, such as banks, events, media, calendar, travel, and weather. For most of these domains, the dataset contains multiple different APIs, many of which have overlapping functionalities but different interfaces, which reflects common real-world scenarios. The wide range of available annotations can be used for intent prediction, slot filling, dialogue state tracking, policy imitation learning, language generation, and user simulation learning, among other tasks for developing large-scale virtual assistants. Additionally, the dataset contains unseen domains and services in the evaluation set to quantify the performance in zero-shot or few-shot settings.

  • How to get the transformed data from original data:
  • Main changes of the transformation:
    • Lower case original act as intent.
    • Add count slot for each domain, non-categorical, find span by text matching.
    • Categorize dialogue acts according to the intent.
    • Concatenate multiple values using |.
    • Retain active_intent, requested_slots, service_call.
  • Annotations:
    • dialogue acts, state, db_results, service_call, active_intent, requested_slots.

Supported Tasks and Leaderboards

NLU, DST, Policy, NLG, E2E

Languages

English

Data Splits

split dialogues utterances avg_utt avg_tokens avg_domains cat slot match(state) cat slot match(goal) cat slot match(dialogue act) non-cat slot span(dialogue act)
train 16142 329964 20.44 9.75 1.84 100 - 100 100
validation 2482 48726 19.63 9.66 1.84 100 - 100 100
test 4201 84594 20.14 10.4 2.02 100 - 100 100
all 22825 463284 20.3 9.86 1.87 100 - 100 100

45 domains: ['Banks_1', 'Buses_1', 'Buses_2', 'Calendar_1', 'Events_1', 'Events_2', 'Flights_1', 'Flights_2', 'Homes_1', 'Hotels_1', 'Hotels_2', 'Hotels_3', 'Media_1', 'Movies_1', 'Music_1', 'Music_2', 'RentalCars_1', 'RentalCars_2', 'Restaurants_1', 'RideSharing_1', 'RideSharing_2', 'Services_1', 'Services_2', 'Services_3', 'Travel_1', 'Weather_1', 'Alarm_1', 'Banks_2', 'Flights_3', 'Hotels_4', 'Media_2', 'Movies_2', 'Restaurants_2', 'Services_4', 'Buses_3', 'Events_3', 'Flights_4', 'Homes_2', 'Media_3', 'Messaging_1', 'Movies_3', 'Music_3', 'Payment_1', 'RentalCars_3', 'Trains_1']

  • cat slot match: how many values of categorical slots are in the possible values of ontology in percentage.
  • non-cat slot span: how many values of non-categorical slots have span annotation in percentage.

Citation

@article{rastogi2019towards,
  title={Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset},
  author={Rastogi, Abhinav and Zang, Xiaoxue and Sunkara, Srinivas and Gupta, Raghav and Khaitan, Pranav},
  journal={arXiv preprint arXiv:1909.05855},
  year={2019}
}

Licensing Information

CC BY-SA 4.0

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