--- dataset_info: - config_name: ar features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 45856 num_examples: 300 - name: test num_bytes: 75318 num_examples: 500 download_size: 42895 dataset_size: 121174 - config_name: da features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 42705 num_examples: 300 - name: test num_bytes: 71292 num_examples: 500 download_size: 40847 dataset_size: 113997 - config_name: de features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 43650 num_examples: 300 - name: test num_bytes: 71860 num_examples: 500 download_size: 41610 dataset_size: 115510 - config_name: de-ba features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 41662 num_examples: 300 - name: test num_bytes: 69555 num_examples: 500 download_size: 41105 dataset_size: 111217 - config_name: de-muc features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 42265 num_examples: 300 - name: test num_bytes: 70964 num_examples: 500 download_size: 41632 dataset_size: 113229 - config_name: de-st features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 42477 num_examples: 300 - name: test num_bytes: 69411 num_examples: 500 download_size: 41251 dataset_size: 111888 - config_name: en features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 41696 num_examples: 300 - name: test num_bytes: 68876 num_examples: 500 - name: train num_bytes: 6148074 num_examples: 43605 download_size: 947993 dataset_size: 6258646 - config_name: gsw features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 45436 num_examples: 300 - name: test num_bytes: 73791 num_examples: 500 download_size: 42715 dataset_size: 119227 - config_name: id features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 42951 num_examples: 300 - name: test num_bytes: 70226 num_examples: 500 download_size: 39586 dataset_size: 113177 - config_name: it features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 43044 num_examples: 300 - name: test num_bytes: 70501 num_examples: 500 download_size: 41208 dataset_size: 113545 - config_name: ja features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 26237 num_examples: 150 - name: test num_bytes: 44092 num_examples: 250 download_size: 23056 dataset_size: 70329 - config_name: kk features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 47650 num_examples: 300 - name: test num_bytes: 79265 num_examples: 500 download_size: 45080 dataset_size: 126915 - config_name: lt features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 39900 num_examples: 300 - name: test num_bytes: 64043 num_examples: 500 download_size: 42161 dataset_size: 103943 - config_name: nap features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 44195 num_examples: 300 - name: test num_bytes: 71241 num_examples: 500 download_size: 42055 dataset_size: 115436 - config_name: nl features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 43007 num_examples: 300 - name: test num_bytes: 71458 num_examples: 500 download_size: 40963 dataset_size: 114465 - config_name: 'no' features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 473111 num_examples: 3300 - name: test num_bytes: 771745 num_examples: 5500 download_size: 195139 dataset_size: 1244856 - config_name: sr features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 42518 num_examples: 300 - name: test num_bytes: 72942 num_examples: 500 download_size: 43364 dataset_size: 115460 - config_name: tr features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 38782 num_examples: 300 - name: test num_bytes: 64046 num_examples: 500 download_size: 41863 dataset_size: 102828 - config_name: zh features: - name: words list: string - name: slots list: class_label: names: '0': O '1': I-alarm/alarm_modifier '2': I-album '3': I-artist '4': I-best_rating '5': I-condition_description '6': I-condition_temperature '7': I-cuisine '8': I-datetime '9': I-entity_name '10': I-facility '11': I-genre '12': I-location '13': I-movie_name '14': I-movie_type '15': I-music_item '16': I-negation '17': I-news/type '18': I-object_location_type '19': I-object_name '20': I-object_part_of_series_type '21': I-object_select '22': I-object_type '23': I-party_size_description '24': I-party_size_number '25': I-playlist '26': I-rating_unit '27': I-rating_value '28': I-recurring_datetime '29': I-reference '30': I-reminder/reminder_modifier '31': I-reminder/todo '32': I-restaurant_name '33': I-restaurant_type '34': I-served_dish '35': I-service '36': I-sort '37': I-timer/attributes '38': I-track '39': I-weather/attribute '40': I-weather/temperatureUnit '41': I-reference-part '42': B-alarm/alarm_modifier '43': B-album '44': B-artist '45': B-best_rating '46': B-condition_description '47': B-condition_temperature '48': B-cuisine '49': B-datetime '50': B-entity_name '51': B-facility '52': B-genre '53': B-location '54': B-movie_name '55': B-movie_type '56': B-music_item '57': B-negation '58': B-news/type '59': B-object_location_type '60': B-object_name '61': B-object_part_of_series_type '62': B-object_select '63': B-object_type '64': B-party_size_description '65': B-party_size_number '66': B-playlist '67': B-rating_unit '68': B-rating_value '69': B-recurring_datetime '70': B-reference '71': B-reminder/reminder_modifier '72': B-reminder/todo '73': B-restaurant_name '74': B-restaurant_type '75': B-served_dish '76': B-service '77': B-sort '78': B-timer/attributes '79': B-track '80': B-weather/attribute '81': B-weather/temperatureUnit '82': B-reference-part - name: intent dtype: class_label: names: '0': AddToPlaylist '1': alarm/cancel_alarm '2': alarm/modify_alarm '3': alarm/set_alarm '4': alarm/show_alarms '5': alarm/snooze_alarm '6': alarm/time_left_on_alarm '7': BookRestaurant '8': PlayMusic '9': RateBook '10': reminder/cancel_reminder '11': reminder/set_reminder '12': reminder/show_reminders '13': SearchCreativeWork '14': SearchScreeningEvent '15': weather/checkSunrise '16': weather/checkSunset '17': weather/find splits: - name: dev num_bytes: 41465 num_examples: 300 - name: test num_bytes: 69082 num_examples: 500 download_size: 41588 dataset_size: 110547 configs: - config_name: ar data_files: - split: dev path: ar/dev-* - split: test path: ar/test-* - config_name: da data_files: - split: dev path: da/dev-* - split: test path: da/test-* - config_name: de data_files: - split: dev path: de/dev-* - split: test path: de/test-* - config_name: de-ba data_files: - split: dev path: de-ba/dev-* - split: test path: de-ba/test-* - config_name: de-muc data_files: - split: dev path: de-muc/dev-* - split: test path: de-muc/test-* - config_name: de-st data_files: - split: dev path: de-st/dev-* - split: test path: de-st/test-* - config_name: en data_files: - split: dev path: en/dev-* - split: test path: en/test-* - split: train path: en/train-* - config_name: gsw data_files: - split: dev path: gsw/dev-* - split: test path: gsw/test-* - config_name: id data_files: - split: dev path: id/dev-* - split: test path: id/test-* - config_name: it data_files: - split: dev path: it/dev-* - split: test path: it/test-* - config_name: ja data_files: - split: dev path: ja/dev-* - split: test path: ja/test-* - config_name: kk data_files: - split: dev path: kk/dev-* - split: test path: kk/test-* - config_name: lt data_files: - split: dev path: lt/dev-* - split: test path: lt/test-* - config_name: nap data_files: - split: dev path: nap/dev-* - split: test path: nap/test-* - config_name: nl data_files: - split: dev path: nl/dev-* - split: test path: nl/test-* - config_name: 'no' data_files: - split: dev path: no/dev-* - split: test path: no/test-* - config_name: sr data_files: - split: dev path: sr/dev-* - split: test path: sr/test-* - config_name: tr data_files: - split: dev path: tr/dev-* - split: test path: tr/test-* - config_name: zh data_files: - split: dev path: zh/dev-* - split: test path: zh/test-* language: - ar - da - de - en - id - it - ja - kk - lt - nl - nb - nn - sr - tr - zh --- # From Masked-Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding This repository contains the latest xSID data (v0.7). It is a copy of the data from: https://bitbucket.org/robvanderg/multilexnorm/src/master/ , where you can find the code to reproduce the paper. Please cite the papers below if you use the data. [![data](https://bytebucket.org/robvanderg/multilexnorm/raw/31695c6867f8cdf30c7f7a00c38fe2cde7cbc1e4/multilexnorm-cover.png)]() Usage: ``` from datasets import load_dataset ds = load_dataset( "robvanderg/xSID", "da", split="dev", ) print(ds) Dataset({ features: ['words', 'slots', 'intent'], num_rows: 300 }) ``` ## Citation ``` @inproceedings{van-der-goot-etal-2021-masked, title = "From Masked Language Modeling to Translation: Non-{E}nglish Auxiliary Tasks Improve Zero-shot Spoken Language Understanding", author = {van der Goot, Rob and Sharaf, Ibrahim and Imankulova, Aizhan and {\"U}st{\"u}n, Ahmet and Stepanovi{\'c}, Marija and Ramponi, Alan and Khairunnisa, Siti Oryza and Komachi, Mamoru and Plank, Barbara}, editor = "Toutanova, Kristina and Rumshisky, Anna and Zettlemoyer, Luke and Hakkani-Tur, Dilek and Beltagy, Iz and Bethard, Steven and Cotterell, Ryan and Chakraborty, Tanmoy and Zhou, Yichao", booktitle = "Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies", month = jun, year = "2021", address = "Online", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2021.naacl-main.197", doi = "10.18653/v1/2021.naacl-main.197", pages = "2479--2497", } ``` If you use version >= 0.4 (which includes Neapolitan and Swiss German), please also cite: ``` @inproceedings{aepli-etal-2023-findings, title = "Findings of the {V}ar{D}ial Evaluation Campaign 2023", author = {Aepli, No{\"e}mi and {\c{C}}{\"o}ltekin, {\c{C}}a{\u{g}}r{\i} and Van Der Goot, Rob and Jauhiainen, Tommi and Kazzaz, Mourhaf and Ljube{\v{s}}i{\'c}, Nikola and North, Kai and Plank, Barbara and Scherrer, Yves and Zampieri, Marcos}, editor = {Scherrer, Yves and Jauhiainen, Tommi and Ljube{\v{s}}i{\'c}, Nikola and Nakov, Preslav and Tiedemann, J{\"o}rg and Zampieri, Marcos}, booktitle = "Tenth Workshop on NLP for Similar Languages, Varieties and Dialects (VarDial 2023)", month = may, year = "2023", address = "Dubrovnik, Croatia", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2023.vardial-1.25", doi = "10.18653/v1/2023.vardial-1.25", pages = "251--261", } ``` If you use version >= 0.5 (which includes Bavarian and Lithuanian), please also cite: ``` @inproceedings{winkler-etal-2024-slot, title = "Slot and Intent Detection Resources for {B}avarian and {L}ithuanian: Assessing Translations vs Natural Queries to Digital Assistants", author = "Winkler, Miriam and Juozapaityte, Virginija and van der Goot, Rob and Plank, Barbara", editor = "Calzolari, Nicoletta and Kan, Min-Yen and Hoste, Veronique and Lenci, Alessandro and Sakti, Sakriani and Xue, Nianwen", booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)", month = may, year = "2024", address = "Torino, Italia", publisher = "ELRA and ICCL", url = "https://aclanthology.org/2024.lrec-main.1297", pages = "14898--14915", @inproceedings{Winkler2024, title = "Slot and Intent Detection Resources for {B}avarian and {L}ithuanian: Assessing Translations vs Natural Queries to Digital Assistants", author = "Winkler, Miriam and Juozapaityte, Virginija and van der Goot, Rob and Plank, Barbara", booktitle = "Proceedings of The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation", year = "2024", publisher = "Association for Computational Linguistics", } ``` If you use version >= 0.7 (which includes Munich Bavarian and Norwegian dialects), please also cite: ``` @inproceedings{kruckl-etal-2025-improving, title = "Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal {B}avarian Case Study", author = {Kr{\"u}ckl, Xaver Maria and Blaschke, Verena and Plank, Barbara}, editor = "Scherrer, Yves and Jauhiainen, Tommi and Ljube{\v{s}}i{\'c}, Nikola and Nakov, Preslav and Tiedemann, Jorg and Zampieri, Marcos", booktitle = "Proceedings of the 12th Workshop on NLP for Similar Languages, Varieties and Dialects", month = jan, year = "2025", address = "Abu Dhabi, UAE", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2025.vardial-1.10/", pages = "128--146" } @inproceedings{maehlum-scherrer-2024-nomusic, title = "{N}o{M}usic - The {N}orwegian Multi-Dialectal Slot and Intent Detection Corpus", author = "M{\ae}hlum, Petter and Scherrer, Yves", editor = {Scherrer, Yves and Jauhiainen, Tommi and Ljube{\v{s}}i{\'c}, Nikola and Zampieri, Marcos and Nakov, Preslav and Tiedemann, J{\"o}rg}, booktitle = "Proceedings of the Eleventh Workshop on NLP for Similar Languages, Varieties, and Dialects (VarDial 2024)", month = jun, year = "2024", address = "Mexico City, Mexico", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2024.vardial-1.9/", doi = "10.18653/v1/2024.vardial-1.9", pages = "107--116" } ```