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text
string | intents
sequence | slots
dict |
---|---|---|
አዲስ Pin ማግኘት ጊዜ ጊዜ ይሆናል? | [
"how_long",
"pin",
"arrival",
"new"
] | null |
OK, እኔ በ 9 05 ከሰዓት እና በ 25 እስከ 7 ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት. | [
"make_open_apply_setup_get_activate",
"acknowledge"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": {
"span": [
71,
80
],
"text": "next week",
"values": {
"days": null,
"from": {
"day": 21,
"month": 3,
"year": 2022
},
"to": {
"day": 27,
"month": 3,
"year": 2022
},
"type": "absolute"
}
},
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": {
"span": [
26,
45
],
"text": "9 05 in the morning",
"value": {
"hour": 9,
"minute": 5
}
},
"time_period": null,
"time_to": {
"span": [
50,
62
],
"text": "25 to 7 p.m.",
"value": {
"hour": 18,
"minute": 35
}
}
} |
በ 25 በ 23 በ | [
"affirm"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": {
"span": [
10,
20
],
"text": "25 past 23",
"value": {
"hour": 23,
"minute": 25
}
},
"time_period": null,
"time_to": null
} |
የ 6 አዲስ የተመሠረተ መስፈርቶች ያቀርባል. | [
"make_open_apply_setup_get_activate",
"standing_order",
"new"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": {
"span": [
7,
8
],
"text": "6",
"value": 6
},
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
የእርስዎ ካርድ ማሸጊያ በ 3 ሰዓታት ውስጥ ማሸጊያ አይችልም | [
"card",
"cancel_close_leave_freeze",
"lost_stolen"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": {
"span": [
40,
52
],
"text": "last 3 hours",
"values": {
"from": {
"hour": 6,
"minute": 0
},
"to": {
"hour": 9,
"minute": 0
},
"type": "absolute"
}
},
"time_to": null
} |
1 የንግድ ይጀምራል | [
"make_open_apply_setup_get_activate",
"business"
] | null |
እያንዳንዱ ቀናት በ 4 ቀናት በ Kawamoto Rickelle ይሆናል. | [
"make_open_apply_setup_get_activate",
"standing_order"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": {
"span": [
60,
77
],
"text": "4th of each month",
"values": {
"days": null,
"from": null,
"to": null,
"type": "periodic"
}
},
"date_to": null,
"number": null,
"person_name": {
"span": [
35,
52
],
"text": "rickelle kawamoto",
"value": "rickelle kawamoto"
},
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
ደንበኞች | [
"end_call"
] | null |
አሁን ይሆናል ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ | [
"end_call"
] | null |
በ 20 ወደ 2 ይሆናል. | [
"acknowledge"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": {
"span": [
3,
10
],
"text": "20 to 2",
"value": {
"hour": 1,
"minute": 40
}
},
"time_from": null,
"time_period": null,
"time_to": null
} |
የክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክክ | [
"cheque",
"wrong_notworking_notshowing",
"transfer_payment_deposit",
"why"
] | null |
እያንዳንዱ ሰው ስም ላይ የክክክ ማግኘት ይችላሉ? | [
"request_info",
"cheque",
"transfer_payment_deposit"
] | null |
እርስዎ ይህ ፎቶ ማግኘት ጊዜ ይሆናል? | [
"arrival",
"when"
] | null |
፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ | [
"thank",
"affirm",
"arrival"
] | null |
እርስዎ የእርስዎን ካርድ መግዛት ይችላሉ? የእርስዎን ካርድ መግዛት ላይ የእርስዎን ካርድ መግዛት ላይ መግዛት ይችላሉ. | [
"contactless",
"lost_stolen",
"cancel_close_leave_freeze",
"card"
] | {
"amount_of_money": null,
"company_name": null,
"date": {
"span": [
71,
81
],
"text": "last night",
"value": {
"day": 14,
"month": 3,
"year": 2022
}
},
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
አይ, እርስዎ ይሰጣል አይደለም | [
"lost_stolen",
"deny"
] | null |
የእርስዎን የክሬዲት ካርድ ሌሎች አገሮች ውስጥ መጠቀም ይችላሉ? | [
"card",
"international",
"credit",
"request_info"
] | null |
የእኔ የክሬዲት ካርድ ላይ የክሬዲት የክሬዲት የክሬዲት የክሬዲት የክሬዲት የክሬዲት? | [
"card",
"credit",
"overdraft",
"limits",
"request_info"
] | null |
ከ 16 እስከ 22 ሰከንዶች ውስጥ ይሆናል. | [
"request_info"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": {
"span": [
17,
21
],
"text": "16th",
"value": {
"day": 16,
"month": 3,
"year": 2022
}
},
"date_period": null,
"date_to": {
"span": [
29,
40
],
"text": "22nd of Apr",
"value": {
"day": 22,
"month": 4,
"year": 2022
}
},
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
በ 20 ሰከንዶች ውስጥ, በ 20 ሰከንዶች ውስጥ, በ 20 ሰከንዶች ውስጥ, በ 20 ሰከንዶች ውስጥ. | [
"thank",
"affirm"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": {
"span": [
15,
33
],
"text": "July the 20th 1992",
"value": {
"day": 20,
"month": 7,
"year": 1992
}
},
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ ከሁሉም ጊዜ? | [
"how_much",
"more_higher_after",
"transfer_payment_deposit"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": {
"span": [
45,
54
],
"text": "last week",
"value": {
"day": 7,
"month": 2,
"year": 2022
}
},
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": {
"span": [
30,
38
],
"text": "take out",
"value": "take out"
},
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
ከ 8 ሰከንዶች በፊት የፕላስቲክ ውስጥ እያንዳንዱ መጠን ይሰጣል. | [
"how_much"
] | {
"amount_of_money": null,
"company_name": null,
"date": {
"span": [
33,
44
],
"text": "8 weeks ago",
"value": {
"day": 18,
"month": 1,
"year": 2022
}
},
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": {
"span": [
24,
32
],
"text": "pharmacy",
"value": "pharmacy"
},
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
እኔ በአሁኑ ጊዜ በ LA VN እንደ 5 ቀናት ይመልከቱ, እኔ ከ 400 በላይ ምግብዎች ውስጥ ይሰጣል | [
"request_info",
"more_higher_after",
"transfer_payment_deposit"
] | {
"amount_of_money": {
"span": [
67,
70
],
"text": "400",
"value": {
"amount": 400,
"currency": "ambiguous"
}
},
"company_name": {
"span": [
18,
23
],
"text": "LA VN",
"value": "LA VN"
},
"date": null,
"date_from": null,
"date_period": {
"span": [
37,
43
],
"text": "lately",
"values": {
"days": null,
"from": null,
"to": null,
"type": "ambiguous"
}
},
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": {
"span": [
74,
83
],
"text": "groceries",
"value": "groceries"
},
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ? | [
"mortgage",
"when"
] | null |
እርስዎ የመስመር ላይ የእርስዎን የመስመር ላይ እርስዎ ይሆናል? | [
"balance",
"when"
] | null |
በ 15 ደቂቃዎች በፊት የተመሠረተ ነገር በጣም ቀላል ነው. | [
"affirm",
"greet"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": {
"span": [
71,
85
],
"text": "15 minutes ago",
"value": {
"hour": 8,
"minute": 45
}
},
"time_from": null,
"time_period": null,
"time_to": null
} |
ይሰጣሉ እና ይሰጣሉ! | [
"thank",
"greet"
] | null |
ይህ የተሻለ pin ነው, ነገር ግን እርስዎ ያግኙ አይደለም... | [
"pin",
"affirm",
"wrong_notworking_notshowing"
] | null |
መተግበሪያ ላይ መተግበሪያ ላይ መተግበሪያ ላይ መተግበሪያ ላይ መተግበሪያ | [
"pin"
] | null |
እባክዎን እባክዎን እባክዎ | [
"appointment",
"thank",
"make_open_apply_setup_get_activate"
] | null |
እባክዎን! የእርስዎን ደንበኞች ደንበኞች ደንበኞች ደንበኞች ደንበኞች ደንበኞች ደንበኞች ደንበኞች | [
"debit",
"thank",
"card"
] | null |
የእርስዎን የእርስዎን የመስመር ላይ የእርስዎን የመስመር ላይ የእርስዎን የመስመር ላይ የእርስዎን የመስመር ላይ የእርስዎን የመስመር ላይ የእርስዎን የመስመር ላይ የእርስዎን የመስመር ላይ የእርስዎን? | [
"current",
"card",
"request_info",
"account",
"debit",
"transfer_payment_deposit"
] | null |
እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ | [
"debit",
"dont_know"
] | null |
የክሬዲት የክሬዲት የክሬዲት የክሬዲት የክሬዲት የክሬዲት የክሬዲት የክሬዲት 73 | [
"withdrawal",
"card",
"make_open_apply_setup_get_activate"
] | {
"amount_of_money": {
"span": [
34,
43
],
"text": "73 pounds",
"value": {
"amount": 73,
"currency": "GBP"
}
},
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
የእርስዎ የ ATMs መቆጣጠሪያ መቆጣጠሪያ መቆጣጠሪያ መቆጣጠሪያ? | [
"withdrawal",
"contactless",
"card",
"request_info"
] | null |
እኔ በ ATM ካርድ ጋር መግዛት ይችላሉ | [
"wrong_notworking_notshowing",
"card",
"withdrawal"
] | null |
የክፍያ ካርድ ለማግኘት እንዴት ይሆናል? | [
"savings",
"account",
"how",
"card",
"make_open_apply_setup_get_activate"
] | null |
የ Amazon Prime ቪዲዮ ላይ የክፍያ ማግኘት እንዴት ይፈልጋሉ? | [
"refund",
"make_open_apply_setup_get_activate",
"how"
] | {
"amount_of_money": null,
"company_name": {
"span": [
32,
50
],
"text": "Amazon Prime Video",
"value": "Amazon Prime Video"
},
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
የእርስዎ የቪዛ በመጠቀም የፕላስቲክ መለያዎች ማግኘት ይችላሉ? | [
"card",
"transfer_payment_deposit",
"request_info"
] | {
"amount_of_money": null,
"company_name": {
"span": [
43,
54
],
"text": "post office",
"value": "post office"
},
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
ምንም, ይህ M&S ላይ የተመሠረተ ግምገማ በፊት አይችልም. | [
"direct_debit",
"deny",
"existing"
] | {
"amount_of_money": null,
"company_name": {
"span": [
25,
28
],
"text": "M&S",
"value": "M&S"
},
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
የእርስዎን የመስመር ላይ ጓደኝነት እና የመስመር ላይ ጓደኝነት ምን ነው? | [
"balance",
"direct_debit",
"request_info"
] | null |
የ direct debit payments ላይ የተወሰነ ፍጥነት እንዴት ነው? | [
"request_info",
"direct_debit",
"transfer_payment_deposit"
] | null |
የንግድ አጠቃቀም አጠቃቀም አጠቃቀም አጠቃቀም አጠቃቀም አጠቃቀም አጠቃቀም ነው? | [
"contactless",
"limits",
"request_info",
"transfer_payment_deposit"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": {
"span": [
12,
19
],
"text": "monthly",
"values": {
"days": 30,
"from": null,
"to": null,
"type": "relative"
}
},
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
እርስዎ አግኝቷል ወይም አግኝቷል ፡፡ | [
"dont_know",
"contactless"
] | null |
ነገር ግን እኔ ዝቅተኛ ይሆናል | [
"less_lower_before"
] | null |
እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ? | [
"overdraft",
"change",
"request_info",
"dont_know",
"less_lower_before"
] | null |
እሱም አንድ ጥቅል መጠን ይሆናል, ነገር ግን እሱም 40€ ይሆናል! | [
"refund"
] | {
"amount_of_money": {
"span": [
53,
56
],
"text": "40€",
"value": {
"amount": 40,
"currency": "EUR"
}
},
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
እኔ በጣም ቀጥተኛ ጊዜ በሽያጭ ለማግኘት ይሆናል. | [
"refund",
"wrong_notworking_notshowing"
] | null |
እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ? | [
"loan",
"wrong_notworking_notshowing",
"why"
] | null |
የእርስዎ ሻንጋይ ሻንጋይ ሻንጋይ ሻንጋይ ሻንጋይ ሻንጋይ ሻንጋይ ஏன்? | [
"fees_interests",
"request_info",
"more_higher_after",
"loan",
"why"
] | null |
እኔ በ 10 ሰዓታት በ 9 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 ሰዓታት በ 10 | [
"cancel_close_leave_freeze",
"appointment",
"mortgage"
] | {
"amount_of_money": null,
"company_name": null,
"date": {
"span": [
29,
37
],
"text": "tomorrow",
"value": {
"day": 16,
"month": 3,
"year": 2022
}
},
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": {
"span": [
41,
56
],
"text": "10 past 9 night",
"value": {
"hour": 21,
"minute": 10
}
},
"time_from": null,
"time_period": null,
"time_to": null
} |
እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ | [
"appointment",
"make_open_apply_setup_get_activate"
] | null |
ይህ የእኔ የመጀመሪያው የክፍያ ነው, ስለዚህ የክፍያዎች ላይ ተጨማሪ መረጃ ያንብቡ ይሆናል. | [
"mortgage",
"request_info",
"fees_interests"
] | null |
ተጨማሪ ያንብቡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ | [
"mortgage",
"make_open_apply_setup_get_activate",
"request_info"
] | null |
የእርስዎን ምርጥ ክፍያዎች ይህ ቀናት ነው? | [
"request_info",
"more_higher_after",
"transfer_payment_deposit"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": {
"span": [
31,
40
],
"text": "this week",
"values": {
"days": null,
"from": {
"day": 14,
"month": 3,
"year": 2022
},
"to": {
"day": 20,
"month": 3,
"year": 2022
},
"type": "absolute"
}
},
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
የእኛን የንግድ ሻጋታዎች በ kwartaal ውስጥ እንዴት ነው? | [
"fees_interests",
"request_info"
] | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": {
"span": [
40,
52
],
"text": "this quarter",
"values": {
"days": null,
"from": {
"day": 1,
"month": 1,
"year": 2022
},
"to": {
"day": 31,
"month": 3,
"year": 2022
},
"type": "absolute"
}
},
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
ተጨማሪ መረጃ ለማግኘት የእርስዎ ሻጋታዎች እና ሻጋታዎች ይፈልጋሉ | [
"loan",
"request_info",
"fees_interests"
] | null |
የእርስዎን ደንበኞች ማግኘት ይፈልጋሉ | [
"loan",
"cancel_close_leave_freeze"
] | null |
እባክዎን እባክዎን እባክዎን እባክዎን እባክዎን እባክዎን | [
"handoff"
] | null |
እባክዎ እባክዎ እባክዎ እባክዎ እባክዎ እባክዎ እባክዎ እባክዎ እባክዎ | [
"deny",
"transfer_payment_deposit",
"handoff"
] | null |
እኔ ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት ከሰዓት! | [
"change",
"limits",
"more_higher_after",
"transfer_payment_deposit"
] | {
"amount_of_money": null,
"company_name": null,
"date": {
"span": [
56,
65
],
"text": "Wednesday",
"value": {
"day": 16,
"month": 3,
"year": 2022
}
},
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
ይህ ከሁሉም ከሁሉም ነገር ያካትታል. | [
"more_higher_after"
] | null |
የእርስዎ የ ExFlex የሽያጭ መለያ ላይ የሙከራዎች ላይ የሙከራዎች የሙከራዎች የሙከራዎች የሙከራዎች ምን ነው? | [
"how_much",
"limits",
"savings",
"account",
"transfer_payment_deposit"
] | null |
እኔ የእርስዎ ደንበኞች ለመቀነስ ለመቀነስ ይሆናል, ነገር ግን የእርስዎ ደንበኞች ለመቀነስ ይሆናል, ነገር ግን በእርስዎ ደንበኞች ለመቀነስ ይሆናል, ነገር ግን የእርስዎ ደንበኞች ለመቀነስ ይሆናል | [
"cancel_close_leave_freeze",
"wrong_notworking_notshowing",
"transfer_payment_deposit",
"overdraft",
"fees_interests"
] | null |
እኔ ጊዜ ይሆናል | [
"change"
] | null |
ተጨማሪ ያንብቡ, please | [
"change"
] | null |
በአሁኑ ስኬት | [
"how_much",
"balance"
] | null |
በአሁኑ የንግድ ሻጋታ | [
"how_much",
"balance"
] | null |
የ 56.79 £ ወደ የዩናይትድ ስቴትስ አገሮች ወደ እያንዳንዱ ገበያ ላይ እያንዳንዱ ገበያ እያንዳንዱ ገበያ እያንዳንዱ ገበያ እያንዳንዱ ገበያ እያንዳንዱ ገበያ እያንዳንዱ? | [
"how_much",
"transfer_payment_deposit",
"fees_interests",
"international"
] | {
"amount_of_money": {
"span": [
44,
56
],
"text": "56.79 pounds",
"value": {
"amount": 56.79,
"currency": "GBP"
}
},
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
እኔ እንዴት መቆጣጠሪያ ይሆናል? | [
"balance",
"request_info"
] | null |
በ 7 ቀናት ውስጥ በ 700 £ በ Gui Kephart ማቅረብ ይችላሉ | [
"make_open_apply_setup_get_activate",
"transfer_payment_deposit"
] | {
"amount_of_money": {
"span": [
15,
19
],
"text": "700£",
"value": {
"amount": 700,
"currency": "GBP"
}
},
"company_name": null,
"date": {
"span": [
35,
44
],
"text": "in 7 days",
"value": {
"day": 22,
"month": 3,
"year": 2022
}
},
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": {
"span": [
23,
34
],
"text": "guy kephart",
"value": "guy kephart"
},
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
ነገር ግን እኔምምምምምምምምምምምምምምምምምምምምምምምም | [
"dont_know"
] | {
"amount_of_money": {
"span": [
47,
58
],
"text": "3800 pounds",
"value": {
"amount": 3800,
"currency": "GBP"
}
},
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
ለ Jodie Bienaime | null | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": {
"span": [
4,
18
],
"text": "jodie bienaime",
"value": "jodie bienaime"
},
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
የእኔ ስም Coppedge ነው. | null | {
"amount_of_money": null,
"company_name": null,
"date": null,
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": {
"span": [
11,
19
],
"text": "coppedge",
"value": "coppedge"
},
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
የእርስዎ የሽያጭ ገበያዎች ላይ የሽያጭ ገበያዎች ውስጥ የሽያጭ ገበያዎች ውስጥ የሽያጭ ገበያዎች ይሆናል? | [
"request_info",
"fees_interests",
"savings",
"account"
] | null |
የሽያጭዎች እና የሽያጭዎች ላይ አንድ ጥያቄ | [
"fees_interests"
] | null |
አንድ ሰዓታት ውስጥ ማግኘት ይችላሉ? | [
"request_info"
] | null |
እርስዎ የእርስዎ አጠቃቀም መለያዎች እና የእርስዎ አጠቃቀም መለያዎች ላይ የተወሰነ አጠቃቀም ይሆናል? | [
"current",
"account",
"request_info"
] | null |
አሁን መለያ | [
"current",
"account"
] | null |
እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ እርስዎ | [
"account",
"cancel_close_leave_freeze"
] | {
"amount_of_money": null,
"company_name": null,
"date": {
"span": [
76,
84
],
"text": "tomorrow",
"value": {
"day": 16,
"month": 3,
"year": 2022
}
},
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
እርስዎ የንግድ ገበያ ማግኘት ይችላሉ? | [
"international",
"transfer_payment_deposit",
"make_open_apply_setup_get_activate"
] | null |
እርስዎ የእርስዎ ኢሜይል በዓለም ላይ ይሆናል? | [
"international",
"request_info"
] | null |
የንግድ መለያ ለመፍጠር የንግድ መለያ ለመፍጠር የንግድ መለያ ለመፍጠር እንዴት ነው? | [
"make_open_apply_setup_get_activate",
"request_info",
"account",
"new"
] | null |
እኔ አጠቃቀም አጠቃቀም አጠቃቀም አጠቃቀም | [
"make_open_apply_setup_get_activate",
"transfer_payment_deposit",
"account",
"existing"
] | null |
ያግኙን አይደለም | [
"dont_know"
] | null |
መጋቢት ይሆናል | [
"make_open_apply_setup_get_activate"
] | {
"amount_of_money": null,
"company_name": null,
"date": {
"span": [
11,
19
],
"text": "Thursday",
"value": {
"day": 17,
"month": 3,
"year": 2022
}
},
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
ከፍተኛ ጥራት ያግኙ | [
"make_open_apply_setup_get_activate",
"transfer_payment_deposit"
] | null |
ካርድ ጋር ያግኙን | [
"card"
] | null |
እኔ የእርስዎ ካርድ ይሰጣል, ነገር ግን ነገር ግን ይሰጣል አይደለም. | [
"wrong_notworking_notshowing",
"card",
"transfer_payment_deposit"
] | null |
ዛሬ | null | {
"amount_of_money": null,
"company_name": null,
"date": {
"span": [
0,
5
],
"text": "today",
"value": {
"day": 15,
"month": 3,
"year": 2022
}
},
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
የ 19 ሰዓታት ይሰጣሉ | null | {
"amount_of_money": null,
"company_name": null,
"date": {
"span": [
4,
16
],
"text": "Jan the 19th",
"value": {
"day": 19,
"month": 1,
"year": 2023
}
},
"date_from": null,
"date_period": null,
"date_to": null,
"number": null,
"person_name": null,
"shopping_category": null,
"time": null,
"time_from": null,
"time_period": null,
"time_to": null
} |
ይህ በጣም ጥሩ ነው. | [
"affirm"
] | null |
፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ ፡፡ | [
"affirm",
"transfer_payment_deposit"
] | null |
የክፍያ የክፍያ የክፍያ አይችልም | [
"deny",
"transfer_payment_deposit"
] | null |
ምንም! | [
"deny"
] | null |
የእርስዎን ገንዘብ ያግኙን? | [
"transfer_payment_deposit",
"request_info"
] | null |
የእርስዎ ጓደኞችን ይሆናል ይሆናል | [
"wrong_notworking_notshowing",
"transfer_payment_deposit"
] | null |
እርስዎ እርስዎ ያግኙ | [
"request_info"
] | null |
ይህ በጣም தவறு ነው | [
"wrong_notworking_notshowing"
] | null |
እርስዎ ይሆናል ፡፡ | [
"wrong_notworking_notshowing"
] | null |
Dataset Card for Multi3NLU++
Dataset Summary
Please access the dataset using
git clone https://huggingface.co/datasets/uoe-nlp/multi3-nlu/
Multi3NLU++ consists of 3080 utterances per language representing challenges in building multilingual multi-intent multi-domain task-oriented dialogue systems. The domains include banking and hotels. There are 62 unique intents.
Supported Tasks and Leaderboards
- multi-label intent detection
- slot filling
- cross-lingual language understanding for task-oriented dialogue
Languages
The dataset covers four language pairs in addition to the source dataset in English: Spanish, Turkish, Marathi, Amharic
Dataset Structure
Data Instances
Each data instance contains the following features: text, intents, uid, lang, and ocassionally slots and values
See the Multi3NLU++ corpus viewer to explore more examples.
An example from the Multi3NLU++ looks like the following:
{
"text": "माझे उद्याचे रिझर्वेशन मला रद्द का करता येणार नाही?",
"intents": [
"why",
"booking",
"cancel_close_leave_freeze",
"wrong_notworking_notshowing"
],
"slots": {
"date_from": {
"text": "उद्याचे",
"span": [
5,
12
],
"value": {
"day": 16,
"month": 3,
"year": 2022
}
}
},
"uid": "hotel_1_1",
"lang": "mr"
}
Data Fields
- 'text': a string containing the utterance for which the intent needs to be detected
- 'intents': the corresponding intent labels
- 'uid': unique identifier per language
- 'lang': the language of the dataset
- 'slots': annotation of the span that needs to be extracted for value extraction with its label and value
Data Splits
The experiments are done on different k-fold validation setups. The dataset has multiple types of data splits. Please see Section 4 of the paper.
Dataset Creation
Curation Rationale
Existing task-oriented dialogue datasets are 1) predominantly limited to detecting a single intent, 2) focused on a single domain, and 3) include a small set of slot types. Furthermore, the success of task-oriented dialogue is 4) often evaluated on a small set of higher-resource languages (i.e., typically English) which does not test how generalisable systems are to the diverse range of the world's languages. Our proposed dataset addresses all these limitations
Source Data
Initial Data Collection and Normalization
Please see Section 3 of the paper
Who are the source language producers?
The source language producers are authors of NLU++ dataset. The dataset was professionally translated into our chosen four languages. We used Blend Express and Proz.com to recruit these translators.
Personal and Sensitive Information
None. Names are fictional
Discussion of Biases
We have carefully vetted the examples to exclude the problematic examples.
Other Known Limitations
The dataset comprises utterances extracted from real dialogues between users and conversational agents as well as synthetic human-authored utterances constructed with the aim of introducing additional combinations of intents and slots. The utterances therefore lack the wider context that would be present in a complete dialogue. As such the dataset cannot be used to evaluate systems with respect to discourse-level phenomena present in dialogue.
Additional Information
Baseline models: Our MLP and QA models are based on the huggingface transformers library.
QA
We use the following code snippet for our QA experiments. Please refer to the paper for more details
https://github.com/huggingface/transformers/blob/main/examples/pytorch/question-answering/run_qa.py
python run_qa.py config_qa.json
Licensing Information
The dataset is Creative Commons Attribution 4.0 International (cc-by-4.0)
Citation Information
Coming soon
Contact
Nikita Moghe and Evgeniia Razumovskaia and Liane Guillou
Dataset card based on Allociné
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