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18 classes
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60 classes
utt
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judgments
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1
af-ZA
train
16alarm
48alarm_set
maak my wakker nege-uur v. m. op vrydag
maak my wakker [time : nege-uur v. m.] op [date : vrydag]
20
{ "slot": [ "time", "date" ], "method": [ "translation", "translation" ] }
{ "worker_id": [ "40", "49", "20" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
2
af-ZA
train
16alarm
48alarm_set
stel 'n alarm vir twee ure van nou af
stel 'n alarm vir [time : twee ure van nou af]
20
{ "slot": [ "time" ], "method": [ "translation" ] }
{ "worker_id": [ "64", "27", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 1, 2 ], "language_identification": [ "target", "target", "target" ] }
4
af-ZA
train
10audio
46audio_volume_mute
janneman stilte
janneman stilte
40
{ "slot": [], "method": [] }
{ "worker_id": [ "45", "40", "73" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
5
af-ZA
train
10audio
46audio_volume_mute
stop
stop
2
{ "slot": [], "method": [] }
{ "worker_id": [ "49", "40", "45" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
6
af-ZA
train
10audio
46audio_volume_mute
janneman onderbreek dit vir tien sekondes
janneman onderbreek dit vir [time : tien sekondes]
40
{ "slot": [ "time" ], "method": [ "translation" ] }
{ "worker_id": [ "45", "40", "73" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 3, 4, 3 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
7
af-ZA
train
10audio
46audio_volume_mute
stop vir tien sekondes
stop vir [time : tien sekondes]
2
{ "slot": [ "time" ], "method": [ "translation" ] }
{ "worker_id": [ "45", "40", "49" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
9
af-ZA
train
8iot
1iot_hue_lightchange
maak die beligting bietjie meer warm hier
maak die beligting bietjie meer [color_type : warm] hier
20
{ "slot": [ "color_type" ], "method": [ "unchanged_translation" ] }
{ "worker_id": [ "71", "40", "20" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 3 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
10
af-ZA
train
8iot
1iot_hue_lightchange
stel asseblief die beligting geskik vir lees
stel asseblief die beligting [color_type : geskik vir lees]
40
{ "slot": [ "color_type" ], "method": [ "translation" ] }
{ "worker_id": [ "40", "24", "60" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
12
af-ZA
train
8iot
40iot_hue_lightoff
tyd om te slaap
tyd om te slaap
7
{ "slot": [], "method": [] }
{ "worker_id": [ "27", "20", "40" ], "intent_score": [ 0, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
13
af-ZA
train
8iot
40iot_hue_lightoff
tyd om te slaap janneman
tyd om te slaap janneman
40
{ "slot": [], "method": [] }
{ "worker_id": [ "40", "24", "60" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
15
af-ZA
train
8iot
40iot_hue_lightoff
skakel af die lig in die badkamer
skakel af die lig in die [house_place : badkamer]
20
{ "slot": [ "house_place" ], "method": [ "translation" ] }
{ "worker_id": [ "20", "40", "64" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
16
af-ZA
train
8iot
31iot_hue_lightdim
olly verdof die ligte in die gang
olly verdof die ligte in die [house_place : gang]
20
{ "slot": [ "house_place" ], "method": [ "translation" ] }
{ "worker_id": [ "27", "20", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 3, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
18
af-ZA
train
8iot
40iot_hue_lightoff
skakel die ligte af in die slaapkamer
skakel die ligte af in die [house_place : slaapkamer]
20
{ "slot": [ "house_place" ], "method": [ "translation" ] }
{ "worker_id": [ "40", "35", "20" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
20
af-ZA
train
8iot
1iot_hue_lightchange
stel die ligte na twintig persent
stel die ligte [change_amount : na twintig persent]
60
{ "slot": [ "change_amount" ], "method": [ "translation" ] }
{ "worker_id": [ "24", "40", "60" ], "intent_score": [ 1, 0, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
21
af-ZA
train
8iot
1iot_hue_lightchange
olly stel ligte tot twintig persent
olly stel ligte [change_amount : tot twintig persent]
20
{ "slot": [ "change_amount" ], "method": [ "translation" ] }
{ "worker_id": [ "49", "20", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
22
af-ZA
train
8iot
31iot_hue_lightdim
olly verdof die ligte in die kombuis
olly verdof die ligte in die [house_place : kombuis]
60
{ "slot": [ "house_place" ], "method": [ "translation" ] }
{ "worker_id": [ "40", "60", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
23
af-ZA
train
8iot
31iot_hue_lightdim
verdof die ligte in die kombuis
verdof die ligte in die [house_place : kombuis]
40
{ "slot": [ "house_place" ], "method": [ "translation" ] }
{ "worker_id": [ "60", "20", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
25
af-ZA
train
8iot
34iot_cleaning
janneman maak die woonstel skoon
janneman maak die [house_place : woonstel] skoon
40
{ "slot": [ "house_place" ], "method": [ "translation" ] }
{ "worker_id": [ "40", "60", "20" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 1 ], "language_identification": [ "target", "target", "target" ] }
28
af-ZA
train
8iot
34iot_cleaning
stofsuig die huis
stofsuig die [house_place : huis]
40
{ "slot": [ "house_place" ], "method": [ "translation" ] }
{ "worker_id": [ "40", "27", "20" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
29
af-ZA
train
8iot
34iot_cleaning
stofsuig die huis olly
stofsuig die [house_place : huis] olly
20
{ "slot": [ "house_place" ], "method": [ "translation" ] }
{ "worker_id": [ "45", "20", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 0, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
32
af-ZA
train
8iot
34iot_cleaning
stofsuig die matte
stofsuig die [house_place : matte]
40
{ "slot": [ "house_place" ], "method": [ "translation" ] }
{ "worker_id": [ "60", "24", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
33
af-ZA
train
2calendar
32calendar_query
kyk wanneer die vertoning begin
kyk wanneer die vertoning begin
40
{ "slot": [], "method": [] }
{ "worker_id": [ "40", "60", "70" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
34
af-ZA
train
3play
45play_music
ek will weer na 'n koos kombuis liedjie luister
ek will weer na 'n [artist_name : koos kombuis] liedjie luister
40
{ "slot": [ "artist_name" ], "method": [ "localization" ] }
{ "worker_id": [ "24", "62", "60" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
35
af-ZA
train
3play
45play_music
ek wil weer daardie musiek een speel
ek wil weer daardie [media_type : musiek] een speel
5
{ "slot": [ "media_type" ], "method": [ "translation" ] }
{ "worker_id": [ "24", "60", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 3 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
36
af-ZA
train
9general
12general_quirky
kyk my motor is gereed
kyk my motor is gereed
15
{ "slot": [], "method": [] }
{ "worker_id": [ "62", "73", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
37
af-ZA
train
9general
12general_quirky
kyk of my skootrekenaar werk
kyk of my skootrekenaar werk
40
{ "slot": [], "method": [] }
{ "worker_id": [ "74", "24", "73" ], "intent_score": [ 1, 0, 1 ], "slots_score": [ 2, 2, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
38
af-ZA
train
9general
12general_quirky
is die helderheid van my skerm laag
is die helderheid van my skerm laag
60
{ "slot": [], "method": [] }
{ "worker_id": [ "24", "8", "62" ], "intent_score": [ 0, 1, 1 ], "slots_score": [ 0, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
39
af-ZA
train
9general
12general_quirky
ek moet liggingsdienste aan hê kan jy kyk
ek moet liggingsdienste aan hê kan jy kyk
58
{ "slot": [], "method": [] }
{ "worker_id": [ "62", "74", "73" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
40
af-ZA
train
9general
12general_quirky
kyk die status van my krag verbruik
kyk die status van my krag verbruik
15
{ "slot": [], "method": [] }
{ "worker_id": [ "60", "40", "12" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 0, 0 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 1 ], "language_identification": [ "target", "target", "target" ] }
43
af-ZA
train
9general
12general_quirky
ek is nie moeg nie ek is eintlik gelukkig
ek is nie moeg nie ek is eintlik gelukkig
7
{ "slot": [], "method": [] }
{ "worker_id": [ "73", "74", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
44
af-ZA
train
9general
12general_quirky
ollie ek is nie moeg nie ek is eintlik gelukkig
ollie ek is nie moeg nie ek is eintlik gelukkig
15
{ "slot": [], "method": [] }
{ "worker_id": [ "21", "73", "74" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
45
af-ZA
train
9general
5general_greet
wat gaan aan
wat gaan aan
15
{ "slot": [], "method": [] }
{ "worker_id": [ "74", "73", "24" ], "intent_score": [ 1, 1, 2 ], "slots_score": [ 2, 1, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
48
af-ZA
train
5datetime
0datetime_query
vertel my die tyd in moskou
vertel my die tyd in [place_name : moskou]
43
{ "slot": [ "place_name" ], "method": [ "localization" ] }
{ "worker_id": [ "27", "40", "60" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 2, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
49
af-ZA
train
5datetime
38datetime_convert
se vir my die tyd g. m. t. plus vyf
se vir my die tyd [time_zone : g. m. t. plus vyf]
73
{ "slot": [ "time_zone" ], "method": [ "translation" ] }
{ "worker_id": [ "73", "40", "27" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 3 ], "spelling_score": [ 2, 1, 2 ], "language_identification": [ "target", "target", "target" ] }
51
af-ZA
train
14takeaway
3takeaway_query
olly lys mees gegradeerde afleweringsopsies vir sjinese kos
olly lys mees gegradeerde [order_type : afleweringsopsies] vir [food_type : sjinese] kos
17
{ "slot": [ "order_type", "food_type" ], "method": [ "translation", "unchanged" ] }
{ "worker_id": [ "8", "27", "62" ], "intent_score": [ 1, 2, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 2, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
52
af-ZA
train
14takeaway
3takeaway_query
mees gegradeerde aflewering opsies vir chinese kos
mees gegradeerde [order_type : aflewering] opsies vir [food_type : chinese] kos
40
{ "slot": [ "order_type", "food_type" ], "method": [ "translation", "unchanged" ] }
{ "worker_id": [ "40", "45", "64" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 1 ], "language_identification": [ "target", "target", "target" ] }
54
af-ZA
train
14takeaway
3takeaway_query
olly hoogste gegradeerde aflewerings opsies vir chinese kos
olly hoogste gegradeerde [order_type : aflewerings] opsies vir [food_type : chinese] kos
73
{ "slot": [ "order_type", "food_type" ], "method": [ "translation", "unchanged" ] }
{ "worker_id": [ "27", "40", "8" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 2, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
55
af-ZA
train
14takeaway
3takeaway_query
ek wil kerrie as wegneem hê enige aanbevelings
ek wil [food_type : kerrie] as wegneem hê enige aanbevelings
36
{ "slot": [ "food_type" ], "method": [ "translation" ] }
{ "worker_id": [ "27", "49", "8" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
56
af-ZA
train
14takeaway
3takeaway_query
ek wil 'n bietjie kerrie hê om te gaan enige aanbevelings janneman
ek wil 'n bietjie [food_type : kerrie] hê om te gaan enige aanbevelings janneman
40
{ "slot": [ "food_type" ], "method": [ "translation" ] }
{ "worker_id": [ "64", "40", "60" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 2, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
57
af-ZA
train
14takeaway
3takeaway_query
vind my taiwannese wegneemetes rondom die waterfront
vind my [food_type : taiwannese] [order_type : wegneemetes] rondom die [place_name : waterfront]
23
{ "slot": [ "food_type", "order_type", "place_name" ], "method": [ "translation", "translation", "localization" ] }
{ "worker_id": [ "45", "64", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
60
af-ZA
train
16alarm
52alarm_remove
stop sewe-uur v. m. alarm
stop [time : sewe-uur v. m.] alarm
20
{ "slot": [ "time" ], "method": [ "translation" ] }
{ "worker_id": [ "35", "45", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
62
af-ZA
train
16alarm
23alarm_query
lys asseblief aktiewe alarms
lys asseblief aktiewe alarms
37
{ "slot": [], "method": [] }
{ "worker_id": [ "49", "40", "20" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
65
af-ZA
train
4news
22news_query
wat gebeur vandag in rugby
wat gebeur [date : vandag] in [news_topic : rugby]
64
{ "slot": [ "news_topic", "date" ], "method": [ "localization", "translation" ] }
{ "worker_id": [ "40", "24", "73" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
66
af-ZA
train
3play
45play_music
speel asseblief yesterday van die beatles
speel asseblief [song_name : yesterday] van die [artist_name : beatles]
74
{ "slot": [ "song_name", "artist_name" ], "method": [ "unchanged", "unchanged" ] }
{ "worker_id": [ "12", "74", "60" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target|english", "target|english", "target" ] }
69
af-ZA
train
15music
43music_likeness
ek hou van rock musiek
ek hou van [music_genre : rock] musiek
73
{ "slot": [ "music_genre" ], "method": [ "unchanged" ] }
{ "worker_id": [ "40", "24", "18" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 1 ], "language_identification": [ "target", "target|english", "target|english" ] }
70
af-ZA
train
15music
43music_likeness
my gunsteling musiek groep is queen
my gunsteling musiek groep is [artist_name : queen]
40
{ "slot": [ "artist_name" ], "method": [ "unchanged" ] }
{ "worker_id": [ "40", "24", "60" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 0, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target|english", "target" ] }
72
af-ZA
train
3play
45play_music
begin musiek van nadine speel
begin musiek van nadine speel
60
{ "slot": [], "method": [] }
{ "worker_id": [ "60", "74", "12" ], "intent_score": [ 1, 0, 0 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
73
af-ZA
train
3play
45play_music
speel asseblief my beste musiek
speel asseblief my beste musiek
40
{ "slot": [], "method": [] }
{ "worker_id": [ "60", "62", "35" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 3, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
75
af-ZA
train
15music
57music_query
wie het die musiek wat nou speel gekomponeer
wie het die musiek wat nou speel gekomponeer
39
{ "slot": [], "method": [] }
{ "worker_id": [ "40", "62", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
76
af-ZA
train
15music
57music_query
wat is daardie die album is huidige musiek van
wat is daardie die album is huidige musiek van
43
{ "slot": [], "method": [] }
{ "worker_id": [ "24", "40", "45" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 2, 3 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
77
af-ZA
train
15music
43music_likeness
olly ek geniet regtig hierdie liedjie
olly ek geniet regtig hierdie liedjie
40
{ "slot": [], "method": [] }
{ "worker_id": [ "60", "27", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 0, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
78
af-ZA
train
15music
43music_likeness
die lied wat jy speel is wonderlik
die lied wat jy speel is wonderlik
43
{ "slot": [], "method": [] }
{ "worker_id": [ "40", "24", "5" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 0, 0 ], "grammar_score": [ 4, 4, 3 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
79
af-ZA
train
15music
43music_likeness
dit is een van die beste liedjies vir my
dit is een van die beste liedjies vir my
29
{ "slot": [], "method": [] }
{ "worker_id": [ "60", "40", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 3 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
81
af-ZA
train
8iot
18iot_hue_lightup
maak ligte helderder
maak ligte helderder
40
{ "slot": [], "method": [] }
{ "worker_id": [ "40", "20", "62" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
82
af-ZA
train
8iot
18iot_hue_lightup
verhoog asseblief die ligte voluit
verhoog asseblief die ligte [change_amount : voluit]
40
{ "slot": [ "change_amount" ], "method": [ "translation" ] }
{ "worker_id": [ "20", "40", "45" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
83
af-ZA
train
8iot
34iot_cleaning
het skakel die stofsuier robot aan
het skakel die [device_type : stofsuier robot] aan
40
{ "slot": [ "device_type" ], "method": [ "translation" ] }
{ "worker_id": [ "40", "20", "60" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 3, 4 ], "spelling_score": [ 1, 1, 2 ], "language_identification": [ "target", "target", "target" ] }
84
af-ZA
train
8iot
34iot_cleaning
skakel die skoonmaker robot aan
skakel die [device_type : skoonmaker robot] aan
40
{ "slot": [ "device_type" ], "method": [ "translation" ] }
{ "worker_id": [ "60", "20", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
87
af-ZA
train
14takeaway
16takeaway_order
bestel asseblief soesji vir aandete
bestel asseblief [food_type : soesji] vir [meal_type : aandete]
17
{ "slot": [ "food_type", "meal_type" ], "method": [ "unchanged", "translation" ] }
{ "worker_id": [ "49", "12", "27" ], "intent_score": [ 1, 2, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 1, 2 ], "language_identification": [ "target", "target", "target" ] }
88
af-ZA
train
14takeaway
16takeaway_order
haai ek wil hê jy moet 'n burger bestel
haai ek wil hê jy moet 'n [food_type : burger] bestel
17
{ "slot": [ "food_type" ], "method": [ "unchanged" ] }
{ "worker_id": [ "49", "8", "27" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 1 ], "language_identification": [ "target", "target", "target" ] }
91
af-ZA
train
14takeaway
16takeaway_order
kan ek wegneem aandete bestel van romans
kan ek [order_type : wegneem] [meal_type : aandete] bestel van [business_name : romans]
40
{ "slot": [ "order_type", "meal_type", "business_name" ], "method": [ "translation", "translation", "localization" ] }
{ "worker_id": [ "49", "21", "27" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 3, 3 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
92
af-ZA
train
14takeaway
3takeaway_query
doen biesmiellah wegneem etes
doen [business_name : biesmiellah] [order_type : wegneem etes]
40
{ "slot": [ "business_name", "order_type" ], "method": [ "localization", "translation" ] }
{ "worker_id": [ "8", "49", "27" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 3 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target|other", "target", "target" ] }
93
af-ZA
train
16alarm
48alarm_set
stel 'n wekker vir twaalf
stel 'n wekker vir [time : twaalf]
20
{ "slot": [ "time" ], "method": [ "translation" ] }
{ "worker_id": [ "40", "27", "20" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 3, 4 ], "spelling_score": [ 2, 1, 2 ], "language_identification": [ "target", "target", "target" ] }
94
af-ZA
train
16alarm
48alarm_set
stel 'n alarm veertig minute van nou af
stel 'n alarm [time : veertig minute van nou af]
20
{ "slot": [ "time" ], "method": [ "translation" ] }
{ "worker_id": [ "27", "45", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 1, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
95
af-ZA
train
16alarm
48alarm_set
stel alarm vir agtuur elke weeksdag
stel alarm vir [time : agtuur] [general_frequency : elke weeksdag]
20
{ "slot": [ "time", "general_frequency" ], "method": [ "translation", "translation" ] }
{ "worker_id": [ "20", "40", "64" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
96
af-ZA
train
17weather
13weather_query
reën dit
[weather_descriptor : reën] dit
15
{ "slot": [ "weather_descriptor" ], "method": [ "translation" ] }
{ "worker_id": [ "15", "73", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
97
af-ZA
train
17weather
13weather_query
gaan dit reën
gaan dit [weather_descriptor : reën]
15
{ "slot": [ "weather_descriptor" ], "method": [ "translation" ] }
{ "worker_id": [ "15", "24", "62" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 3 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
98
af-ZA
train
17weather
13weather_query
sneeu dit tans
[weather_descriptor : sneeu] dit tans
17
{ "slot": [ "weather_descriptor" ], "method": [ "translation" ] }
{ "worker_id": [ "24", "15", "27" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
101
af-ZA
train
17weather
13weather_query
wat is die week se weer
wat is [date : die week se] weer
40
{ "slot": [ "date" ], "method": [ "translation" ] }
{ "worker_id": [ "40", "15", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
104
af-ZA
train
4news
22news_query
vertel my b. b. c. nuus
vertel my [media_type : b. b. c.] nuus
40
{ "slot": [ "media_type" ], "method": [ "unchanged" ] }
{ "worker_id": [ "60", "24", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
105
af-ZA
train
4news
22news_query
wat is die nuss op b. b. c. nuus
wat is die nuss op [media_type : b. b. c.] nuus
43
{ "slot": [ "media_type" ], "method": [ "unchanged" ] }
{ "worker_id": [ "40", "60", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 1, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
106
af-ZA
train
4news
22news_query
wat is e nuus se nuutste nuus
wat is [media_type : e nuus] se nuutste nuus
20
{ "slot": [ "media_type" ], "method": [ "localization" ] }
{ "worker_id": [ "60", "24", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
108
af-ZA
train
3play
45play_music
speel 'n liedjie waarvan ek hou
speel 'n liedjie waarvan ek hou
40
{ "slot": [], "method": [] }
{ "worker_id": [ "40", "60", "3" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
110
af-ZA
train
3play
45play_music
speel daft punk
speel [artist_name : daft punk]
40
{ "slot": [ "artist_name" ], "method": [ "unchanged" ] }
{ "worker_id": [ "60", "73", "46" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target|english" ] }
111
af-ZA
train
3play
45play_music
sit aan 'n bietjie coldplay
sit aan 'n bietjie [artist_name : coldplay]
46
{ "slot": [ "artist_name" ], "method": [ "unchanged" ] }
{ "worker_id": [ "62", "60", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 3, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target|english", "target|english", "target" ] }
114
af-ZA
train
15music
28music_settings
skommel hierdie speellys
[player_setting : skommel] hierdie speellys
64
{ "slot": [ "player_setting" ], "method": [ "translation" ] }
{ "worker_id": [ "24", "60", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
116
af-ZA
train
15music
57music_query
wat speel nou
wat speel nou
20
{ "slot": [], "method": [] }
{ "worker_id": [ "24", "73", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
117
af-ZA
train
15music
57music_query
watter musiek is hierdie
watter musiek is hierdie
64
{ "slot": [], "method": [] }
{ "worker_id": [ "40", "60", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
118
af-ZA
train
15music
57music_query
sê my die kunstenaar van die song
sê my die kunstenaar van die song
40
{ "slot": [], "method": [] }
{ "worker_id": [ "64", "40", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 1, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target|english", "target" ] }
119
af-ZA
train
9general
25general_joke
maak my lag
maak my lag
15
{ "slot": [], "method": [] }
{ "worker_id": [ "21", "27", "73" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 1 ], "grammar_score": [ 4, 2, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
120
af-ZA
train
9general
25general_joke
janneman laat my lag
janneman laat my lag
40
{ "slot": [], "method": [] }
{ "worker_id": [ "74", "35", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
121
af-ZA
train
9general
25general_joke
vertel my n goeie grappie
vertel my n [joke_type : goeie] grappie
69
{ "slot": [ "joke_type" ], "method": [ "translation" ] }
{ "worker_id": [ "24", "62", "73" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
123
af-ZA
train
9general
25general_joke
vertel my 'n grap
vertel my 'n grap
15
{ "slot": [], "method": [] }
{ "worker_id": [ "24", "62", "73" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
125
af-ZA
train
9general
25general_joke
alexa vertel vir my n grappie
alexa vertel vir my n grappie
7
{ "slot": [], "method": [] }
{ "worker_id": [ "24", "73", "74" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 1, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
126
af-ZA
train
9general
25general_joke
kikker my op
kikker my op
29
{ "slot": [], "method": [] }
{ "worker_id": [ "62", "74", "24" ], "intent_score": [ 1, 1, 2 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
129
af-ZA
train
9general
12general_quirky
vertel my van vandag
vertel my van [date : vandag]
73
{ "slot": [ "date" ], "method": [ "translation" ] }
{ "worker_id": [ "62", "73", "38" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
130
af-ZA
train
14takeaway
16takeaway_order
bestel 'n pizza
bestel 'n [food_type : pizza]
29
{ "slot": [ "food_type" ], "method": [ "unchanged" ] }
{ "worker_id": [ "8", "49", "27" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 3 ], "spelling_score": [ 2, 1, 1 ], "language_identification": [ "target", "target", "target" ] }
131
af-ZA
train
14takeaway
16takeaway_order
bestel vir my 'n boerie rolletjie van bo-kaap kombuis
bestel vir my 'n [food_type : boerie rolletjie] van [business_name : bo-kaap kombuis]
40
{ "slot": [ "food_type", "business_name" ], "method": [ "translation", "localization" ] }
{ "worker_id": [ "45", "40", "64" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 0, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 1 ], "language_identification": [ "target", "target", "target" ] }
133
af-ZA
train
14takeaway
3takeaway_query
wanneer kom my bestelling
wanneer kom my bestelling
29
{ "slot": [], "method": [] }
{ "worker_id": [ "8", "49", "27" ], "intent_score": [ 1, 1, 0 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
134
af-ZA
train
14takeaway
3takeaway_query
hoe lank nog vir my wegneem ete
hoe lank nog vir my [order_type : wegneem] ete
40
{ "slot": [ "order_type" ], "method": [ "translation" ] }
{ "worker_id": [ "8", "49", "27" ], "intent_score": [ 1, 1, 0 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 2 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
135
af-ZA
train
14takeaway
3takeaway_query
domino's aflewering status
[business_name : domino's] [order_type : aflewering] status
40
{ "slot": [ "business_name", "order_type" ], "method": [ "unchanged", "translation" ] }
{ "worker_id": [ "49", "8", "27" ], "intent_score": [ 1, 1, 0 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 3 ], "spelling_score": [ 2, 2, 1 ], "language_identification": [ "target", "target", "target" ] }
136
af-ZA
train
15music
57music_query
wat speel nou
wat speel nou
64
{ "slot": [], "method": [] }
{ "worker_id": [ "40", "24", "13" ], "intent_score": [ 1, 1, 2 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
137
af-ZA
train
15music
57music_query
sê vir my die liedjie se naam
sê vir my die liedjie se naam
54
{ "slot": [], "method": [] }
{ "worker_id": [ "60", "40", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 2, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
139
af-ZA
train
3play
45play_music
speel my jazz speel lys
speel my [music_genre : jazz] speel lys
40
{ "slot": [ "music_genre" ], "method": [ "unchanged" ] }
{ "worker_id": [ "60", "35", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 1, 2 ], "language_identification": [ "target", "target", "target" ] }
140
af-ZA
train
3play
45play_music
begin my jazz speellys
begin my [music_genre : jazz] speellys
40
{ "slot": [ "music_genre" ], "method": [ "unchanged" ] }
{ "worker_id": [ "40", "24", "60" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
141
af-ZA
train
3play
45play_music
speel my gunsteling speellys
speel my gunsteling speellys
17
{ "slot": [], "method": [] }
{ "worker_id": [ "60", "62", "13" ], "intent_score": [ 1, 1, 2 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 3, 2 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
142
af-ZA
train
15music
43music_likeness
dit is a goeie lied
dit is a goeie lied
43
{ "slot": [], "method": [] }
{ "worker_id": [ "47", "24", "40" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 3, 4, 4 ], "spelling_score": [ 1, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
143
af-ZA
train
15music
7music_dislikeness
ek hou nie daarvan nie
ek hou nie daarvan nie
64
{ "slot": [], "method": [] }
{ "worker_id": [ "40", "60", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 2, 1, 2 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
144
af-ZA
train
15music
43music_likeness
ek hou daarvan
ek hou daarvan
2
{ "slot": [], "method": [] }
{ "worker_id": [ "24", "40", "60" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
145
af-ZA
train
15music
43music_likeness
ek hou van jazz
ek hou van [music_genre : jazz]
2
{ "slot": [ "music_genre" ], "method": [ "unchanged" ] }
{ "worker_id": [ "40", "64", "24" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target", "target", "target" ] }
146
af-ZA
train
3play
45play_music
kan jy bietjie jazz speel
kan jy bietjie [music_genre : jazz] speel
40
{ "slot": [ "music_genre" ], "method": [ "unchanged" ] }
{ "worker_id": [ "62", "60", "21" ], "intent_score": [ 1, 1, 1 ], "slots_score": [ 1, 1, 1 ], "grammar_score": [ 4, 4, 4 ], "spelling_score": [ 2, 2, 2 ], "language_identification": [ "target|english", "target", "target" ] }

MASSIVE 1.1: A 1M-Example Multilingual Natural Language Understanding Dataset with 52 Typologically-Diverse Languages

Dataset Summary

MASSIVE 1.1 is a parallel dataset of > 1M utterances across 52 languages with annotations for the Natural Language Understanding tasks of intent prediction and slot annotation. Utterances span 60 intents and include 55 slot types. MASSIVE was created by localizing the SLURP dataset, composed of general Intelligent Voice Assistant single-shot interactions.

Name Lang Utt/Lang Domains Intents Slots
MASSIVE 1.1 52 19,521 18 60 55
SLURP (Bastianelli et al., 2020) 1 16,521 18 60 55
NLU Evaluation Data (Liu et al., 2019) 1 25,716 18 54 56
Airline Travel Information System (ATIS) (Price, 1990) 1 5,871 1 26 129
ATIS with Hindi and Turkish (Upadhyay et al., 2018) 3 1,315-5,871 1 26 129
MultiATIS++ (Xu et al., 2020) 9 1,422-5,897 1 21-26 99-140
Snips (Coucke et al., 2018) 1 14,484 - 7 53
Snips with French (Saade et al., 2019) 2 4,818 2 14-15 11-12
Task Oriented Parsing (TOP) (Gupta et al., 2018) 1 44,873 2 25 36
Multilingual Task-Oriented Semantic Parsing (MTOP) (Li et al., 2021) 6 15,195-22,288 11 104-113 72-75
Cross-Lingual Multilingual Task Oriented Dialog (Schuster et al., 2019) 3 5,083-43,323 3 12 11
Microsoft Dialog Challenge (Li et al., 2018) 1 38,276 3 11 29
Fluent Speech Commands (FSC) (Lugosch et al., 2019) 1 30,043 - 31 -
Chinese Audio-Textual Spoken Language Understanding (CATSLU) (Zhu et al., 2019) 1 16,258 4 - 94

Supported Tasks and Leaderboards

The dataset can be used to train a model for natural-language-understanding (NLU) :

  • intent-classification
  • multi-class-classification
  • natural-language-understanding

Languages

The MASSIVE 1.1 corpora consists of parallel sentences from 52 languages :

  • Afrikaans - South Africa (af-ZA)
  • Amharic - Ethiopia (am-ET)
  • Arabic - Saudi Arabia (ar-SA)
  • Azeri - Azerbaijan (az-AZ)
  • Bengali - Bangladesh (bn-BD)
  • Catalan - Spain (ca-ES)
  • Chinese - China (zh-CN)
  • Chinese - Taiwan (zh-TW)
  • Danish - Denmark (da-DK)
  • German - Germany (de-DE)
  • Greek - Greece (el-GR)
  • English - United States (en-US)
  • Spanish - Spain (es-ES)
  • Farsi - Iran (fa-IR)
  • Finnish - Finland (fi-FI)
  • French - France (fr-FR)
  • Hebrew - Israel (he-IL)
  • Hungarian - Hungary (hu-HU)
  • Armenian - Armenia (hy-AM)
  • Indonesian - Indonesia (id-ID)
  • Icelandic - Iceland (is-IS)
  • Italian - Italy (it-IT)
  • Japanese - Japan (ja-JP)
  • Javanese - Indonesia (jv-ID)
  • Georgian - Georgia (ka-GE)
  • Khmer - Cambodia (km-KH)
  • Korean - Korea (ko-KR)
  • Latvian - Latvia (lv-LV)
  • Mongolian - Mongolia (mn-MN)
  • Malay - Malaysia (ms-MY)
  • Burmese - Myanmar (my-MM)
  • Norwegian - Norway (nb-NO)
  • Dutch - Netherlands (nl-NL)
  • Polish - Poland (pl-PL)
  • Portuguese - Portugal (pt-PT)
  • Romanian - Romania (ro-RO)
  • Russian - Russia (ru-RU)
  • Slovanian - Slovania (sl-SL)
  • Albanian - Albania (sq-AL)
  • Swedish - Sweden (sv-SE)
  • Swahili - Kenya (sw-KE)
  • Hindi - India (hi-IN)
  • Kannada - India (kn-IN)
  • Malayalam - India (ml-IN)
  • Tamil - India (ta-IN)
  • Telugu - India (te-IN)
  • Thai - Thailand (th-TH)
  • Tagalog - Philippines (tl-PH)
  • Turkish - Turkey (tr-TR)
  • Urdu - Pakistan (ur-PK)
  • Vietnamese - Vietnam (vi-VN)
  • Welsh - United Kingdom (cy-GB)

Load the dataset with HuggingFace

from datasets import load_dataset
dataset = load_dataset("AmazonScience/massive", "en-US", split='train')
print(dataset[0])

Dataset Structure

Data Instances

{
  "id": "0",
  "locale": "fr-FR",
  "partition": "test",
  "scenario": "alarm",
  "intent": "alarm_set",
  "utt": "réveille-moi à cinq heures du matin cette semaine",
  "annot_utt": "réveille-moi à [time : cinq heures du matin] [date : cette semaine]",
  "worker_id": "22",
  "slot_method": [
    { "slot": "time", "method": "translation" },
    { "slot": "date", "method": "translation" }
  ],
  "judgments": [
    {
      "worker_id": "22",
      "intent_score": 1,
      "slots_score": 1,
      "grammar_score": 4,
      "spelling_score": 2,
      "language_identification": "target"
    },
    {
      "worker_id": "8",
      "intent_score": 1,
      "slots_score": 1,
      "grammar_score": 4,
      "spelling_score": 2,
      "language_identification": "target"
    },
    {
      "worker_id": "0",
      "intent_score": 1,
      "slots_score": 1,
      "grammar_score": 4,
      "spelling_score": 2,
      "language_identification": "target"
    }
  ]
}

Data Fields

id: maps to the original ID in the SLURP collection. Mapping back to the SLURP en-US utterance, this utterance served as the basis for this localization.

locale: is the language and country code accoring to ISO-639-1 and ISO-3166.

partition: is either train, dev, or test, according to the original split in SLURP.

scenario: is the general domain, aka "scenario" in SLURP terminology, of an utterance

intent: is the specific intent of an utterance within a domain formatted as {scenario}_{intent}

utt: the raw utterance text without annotations

annot_utt: the text from utt with slot annotations formatted as [{label} : {entity}]

worker_id: The obfuscated worker ID from MTurk of the worker completing the localization of the utterance. Worker IDs are specific to a locale and do not map across locales.

slot_method: for each slot in the utterance, whether that slot was a translation (i.e., same expression just in the target language), localization (i.e., not the same expression but a different expression was chosen more suitable to the phrase in that locale), or unchanged (i.e., the original en-US slot value was copied over without modification).

judgments: Each judgment collected for the localized utterance has 6 keys. worker_id is the obfuscated worker ID from MTurk of the worker completing the judgment. Worker IDs are specific to a locale and do not map across locales, but are consistent across the localization tasks and the judgment tasks, e.g., judgment worker ID 32 in the example above may appear as the localization worker ID for the localization of a different de-DE utterance, in which case it would be the same worker.

intent_score : "Does the sentence match the intent?"
  0: No
  1: Yes
  2: It is a reasonable interpretation of the goal

slots_score : "Do all these terms match the categories in square brackets?"
  0: No
  1: Yes
  2: There are no words in square brackets (utterance without a slot)

grammar_score : "Read the sentence out loud. Ignore any spelling, punctuation, or capitalization errors. Does it sound natural?"
  0: Completely unnatural (nonsensical, cannot be understood at all)
  1: Severe errors (the meaning cannot be understood and doesn't sound natural in your language)
  2: Some errors (the meaning can be understood but it doesn't sound natural in your language)
  3: Good enough (easily understood and sounds almost natural in your language)
  4: Perfect (sounds natural in your language)

spelling_score : "Are all words spelled correctly? Ignore any spelling variances that may be due to differences in dialect. Missing spaces should be marked as a spelling error."
  0: There are more than 2 spelling errors
  1: There are 1-2 spelling errors
  2: All words are spelled correctly

language_identification : "The following sentence contains words in the following languages (check all that apply)"
  1: target
  2: english
  3: other
  4: target & english
  5: target & other
  6: english & other
  7: target & english & other

Data Splits

Language Train Dev Test
af-ZA 11514 2033 2974
am-ET 11514 2033 2974
ar-SA 11514 2033 2974
az-AZ 11514 2033 2974
bn-BD 11514 2033 2974
ca-ES 11514 2033 2974
cy-GB 11514 2033 2974
da-DK 11514 2033 2974
de-DE 11514 2033 2974
el-GR 11514 2033 2974
en-US 11514 2033 2974
es-ES 11514 2033 2974
fa-IR 11514 2033 2974
fi-FI 11514 2033 2974
fr-FR 11514 2033 2974
he-IL 11514 2033 2974
hi-IN 11514 2033 2974
hu-HU 11514 2033 2974
hy-AM 11514 2033 2974
id-ID 11514 2033 2974
is-IS 11514 2033 2974
it-IT 11514 2033 2974
ja-JP 11514 2033 2974
jv-ID 11514 2033 2974
ka-GE 11514 2033 2974
km-KH 11514 2033 2974
kn-IN 11514 2033 2974
ko-KR 11514 2033 2974
lv-LV 11514 2033 2974
ml-IN 11514 2033 2974
mn-MN 11514 2033 2974
ms-MY 11514 2033 2974
my-MM 11514 2033 2974
nb-NO 11514 2033 2974
nl-NL 11514 2033 2974
pl-PL 11514 2033 2974
pt-PT 11514 2033 2974
ro-RO 11514 2033 2974
ru-RU 11514 2033 2974
sl-SL 11514 2033 2974
sq-AL 11514 2033 2974
sv-SE 11514 2033 2974
sw-KE 11514 2033 2974
ta-IN 11514 2033 2974
te-IN 11514 2033 2974
th-TH 11514 2033 2974
tl-PH 11514 2033 2974
tr-TR 11514 2033 2974
ur-PK 11514 2033 2974
vi-VN 11514 2033 2974
zh-CN 11514 2033 2974
zh-TW 11514 2033 2974

Personal and Sensitive Information

The corpora is free of personal or sensitive information.

Additional Information

Dataset Curators

MASSIVE: Jack FitzGerald and Christopher Hench and Charith Peris and Scott Mackie and Kay Rottmann and Ana Sanchez and Aaron Nash and Liam Urbach and Vishesh Kakarala and Richa Singh and Swetha Ranganath and Laurie Crist and Misha Britan and Wouter Leeuwis and Gokhan Tur and Prem Natarajan.

SLURP: Bastianelli, Emanuele and Vanzo, Andrea and Swietojanski, Pawel and Rieser, Verena.

Hugging Face Upload and Integration: Labrak Yanis (Not affiliated with the original corpus)

Licensing Information

Copyright Amazon.com Inc. or its affiliates.

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Citation Information

Please cite the following papers when using this dataset.

@misc{fitzgerald2022massive,
      title={MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages},
      author={Jack FitzGerald and Christopher Hench and Charith Peris and Scott Mackie and Kay Rottmann and Ana Sanchez and Aaron Nash and Liam Urbach and Vishesh Kakarala and Richa Singh and Swetha Ranganath and Laurie Crist and Misha Britan and Wouter Leeuwis and Gokhan Tur and Prem Natarajan},
      year={2022},
      eprint={2204.08582},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

@inproceedings{bastianelli-etal-2020-slurp,
    title = "{SLURP}: A Spoken Language Understanding Resource Package",
    author = "Bastianelli, Emanuele  and
      Vanzo, Andrea  and
      Swietojanski, Pawel  and
      Rieser, Verena",
    booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)",
    month = nov,
    year = "2020",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2020.emnlp-main.588",
    doi = "10.18653/v1/2020.emnlp-main.588",
    pages = "7252--7262",
    abstract = "Spoken Language Understanding infers semantic meaning directly from audio data, and thus promises to reduce error propagation and misunderstandings in end-user applications. However, publicly available SLU resources are limited. In this paper, we release SLURP, a new SLU package containing the following: (1) A new challenging dataset in English spanning 18 domains, which is substantially bigger and linguistically more diverse than existing datasets; (2) Competitive baselines based on state-of-the-art NLU and ASR systems; (3) A new transparent metric for entity labelling which enables a detailed error analysis for identifying potential areas of improvement. SLURP is available at https://github.com/pswietojanski/slurp."
}
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