id
stringlengths
1
5
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class label
60 classes
label_text
stringlengths
8
24
text
stringlengths
2
189
idx
int64
0
11.5k
query_idx
int64
0
11.5k
positive_idx
int64
0
11.5k
negative_idx
int64
0
11.5k
3478
45play_music
play_music
play latest country music releases
0
0
10,266
1,688
14785
49qa_factoid
qa_factoid
what is the distance to the moon
1
1
3,847
10,317
16808
15email_addcontact
email_addcontact
get apahelp at yahoo dot com in my contacts
2
2
1,316
3,183
1524
45play_music
play_music
play some boy band music
3
3
6,272
8,482
699
13weather_query
weather_query
what is the weather report
4
4
9,912
4,386
12666
11transport_traffic
transport_traffic
what is traffic like right now
5
5
3,404
11,061
2379
22news_query
news_query
what has happened recently in the world
6
6
6,088
382
15117
49qa_factoid
qa_factoid
look up someone
7
7
9,872
6,449
9696
20play_audiobook
play_audiobook
resume the playback of zanes southeast chronicles
8
8
5,661
672
1118
22news_query
news_query
please tell me the latest news about politics
9
9
10,456
9,835
10800
53lists_remove
lists_remove
delete recent list now
10
10
7,801
1,975
5592
40iot_hue_lightoff
iot_hue_lightoff
turn off lights in bathroom
11
11
1,839
2,602
4091
14audio_volume_up
audio_volume_up
i want volume on my speakers
12
12
7,956
2,384
5730
40iot_hue_lightoff
iot_hue_lightoff
turn off the lights please
13
13
9,259
4,331
705
25general_joke
general_joke
tell me something funny
14
14
4,440
9,725
12694
11transport_traffic
transport_traffic
is there bad traffic on the highway right now
15
15
2,856
2,456
4050
25general_joke
general_joke
please tell me a joke
16
16
10,793
1,317
6740
32calendar_query
calendar_query
when is peter's birthday
17
17
4,687
371
8901
50calendar_set
calendar_set
please set event on monday
18
18
11,020
2,763
2536
45play_music
play_music
open playlist five
19
19
2,763
2,853
15643
27social_query
social_query
need info
20
20
3,707
6,073
12776
11transport_traffic
transport_traffic
what's the traffic situation from kamycka to dejvicka
21
21
8,735
7,532
7540
32calendar_query
calendar_query
how free am i this week
22
22
7,033
3,938
5079
57music_query
music_query
recommend artists similar to rihanna
23
23
9,266
1,753
9792
45play_music
play_music
resume the memorial songs
24
24
9,554
7,031
3579
46audio_volume_mute
audio_volume_mute
go silent until three p. m.
25
25
4,830
2,949
13697
4qa_stock
qa_stock
what is the value of apple
26
26
68
8,646
13406
49qa_factoid
qa_factoid
what is the mass of a microwave
27
27
1,778
2,049
9289
36play_radio
play_radio
i'd like to listen to ninety nine point five
28
28
5,040
3,793
983
1iot_hue_lightchange
iot_hue_lightchange
change the color of the lights in my bedroom to red
29
29
1,726
5,015
4270
56iot_coffee
iot_coffee
i would like a cup of coffee
30
30
5,663
9,430
977
40iot_hue_lightoff
iot_hue_lightoff
can you please turn off the lights in this room
31
31
7,333
10,614
6879
32calendar_query
calendar_query
what time is my meeting on thursday
32
32
6,430
5,843
7261
50calendar_set
calendar_set
remind me thirty minutes before my meeting at three p. m. tomorrow
33
33
1,593
4,119
2135
23alarm_query
alarm_query
when is the next alarm
34
34
7,937
10,109
7488
32calendar_query
calendar_query
appointments this wednesday
35
35
4,198
3,935
12053
55recommendation_movies
recommendation_movies
what highly rated movies are playing this weekend
36
36
1,264
10,504
1740
57music_query
music_query
please tell me the name of this song that is currently playing
37
37
522
9,831
6327
12general_quirky
general_quirky
i need to have better focus olky i couldn't concentrate on a single task
38
38
3,510
10,698
1912
48alarm_set
alarm_set
set alarm at five am
39
39
6,762
2,523
4475
13weather_query
weather_query
do i need my raingear
40
40
9,154
6,348
3109
45play_music
play_music
find me a good pop song
41
41
708
581
8866
48alarm_set
alarm_set
set alarm for reminder
42
42
1,005
5,535
7669
50calendar_set
calendar_set
tell me when my moms birthday is
43
43
9,927
4,537
6256
16takeaway_order
takeaway_order
hi i want to order fried chick with white sauce
44
44
5,116
7,384
9799
20play_audiobook
play_audiobook
open album name
45
45
664
9,590
13573
49qa_factoid
qa_factoid
where in the world is lyon
46
46
5,691
10,336
12063
6recommendation_events
recommendation_events
list events in ny
47
47
9,879
6,302
16882
33email_sendemail
email_sendemail
send message via email
48
48
1,399
2,560
10219
9cooking_recipe
cooking_recipe
what do i need to make french toast
49
49
6,870
7,561
6156
0datetime_query
datetime_query
please tell me the date for the first day of next month
50
50
11,344
4,907
1559
57music_query
music_query
suggest me some metal music
51
51
868
8,838
3984
46audio_volume_mute
audio_volume_mute
please be silent
52
52
2,126
607
13568
26qa_definition
qa_definition
what does it look like
53
53
4,599
1,050
9852
20play_audiobook
play_audiobook
start from my last session of joes book
54
54
9,090
4,941
11941
19recommendation_locations
recommendation_locations
what restaurants are open near me
55
55
4,084
820
13366
26qa_definition
qa_definition
definition and use in sentence the word absolute
56
56
8,244
8,232
10372
51play_game
play_game
temple runner play
57
57
9,274
5,513
1081
13weather_query
weather_query
show me weather list for tomorrow
58
58
9,912
3,386
211
18iot_hue_lightup
iot_hue_lightup
make the room brighter
59
59
1,161
5,419
7481
50calendar_set
calendar_set
i want a reminder that repeats every week
60
60
654
1,628
3794
46audio_volume_mute
audio_volume_mute
i want to mute the speaker
61
61
8,998
5,808
12472
2transport_ticket
transport_ticket
pay for train ticket
62
62
6,110
9,346
10601
21lists_createoradd
lists_createoradd
i think i ran out of this can you add it to my list
63
63
11,067
11,072
10933
21lists_createoradd
lists_createoradd
put wash the car to my to do list
64
64
3,577
7,511
10413
12general_quirky
general_quirky
ask me an arithmetic question
65
65
3,334
2,466
15940
33email_sendemail
email_sendemail
reply to the latest email
66
66
8,674
8,872
856
45play_music
play_music
r. & b. music
67
67
4,238
5,609
14302
4qa_stock
qa_stock
what is the value of the yen right now
68
68
4,066
6,921
4344
43music_likeness
music_likeness
rate this song five stars and save the rating
69
69
10,247
11,151
380
45play_music
play_music
please play games by disturbed
70
70
1,214
291
13257
19recommendation_locations
recommendation_locations
where to buy cannon cameras
71
71
3,163
5,366
2361
16takeaway_order
takeaway_order
i want to order some pizza
72
72
5,165
1,559
5277
14audio_volume_up
audio_volume_up
please increase volume in music player
73
73
2,110
8,393
8008
32calendar_query
calendar_query
what time is my dentist appointment on monday
74
74
6,029
10,159
14949
32calendar_query
calendar_query
shall we meet for today's party
75
75
10,760
3,623
7018
30calendar_remove
calendar_remove
delete new year's eve from the calendar
76
76
7,275
1,537
3738
35audio_volume_down
audio_volume_down
please adjust the speakers to a lower more comfortable level
77
77
5,883
6,759
15663
47social_post
social_post
post new status
78
78
1,619
7,057
4170
56iot_coffee
iot_coffee
start coffee machine
79
79
10,063
5,294
649
23alarm_query
alarm_query
do i have any alarms set for today
80
80
4,544
5,585
3971
13weather_query
weather_query
olly what's the weather right now
81
81
3,104
2,397
15539
27social_query
social_query
brief me about my news feed stories
82
82
9,096
3,393
9176
30calendar_remove
calendar_remove
remove the party event from the calendar
83
83
8,636
7,526
14923
12general_quirky
general_quirky
i would like it to be able to tell if something is starting to burn and turn off the oven stove or microwave
84
84
9,680
1,692
12271
2transport_ticket
transport_ticket
can you book me a train ticket to bombay for tomorrow in any train
85
85
8,878
8,187
7786
50calendar_set
calendar_set
remind me when it is lunchtime
86
86
1,609
1,665
14729
10qa_currency
qa_currency
how much is twenty argentinian pesos in pounds
87
87
5,221
556
10794
59lists_query
lists_query
what are all my lists
88
88
1,741
2,416
7770
32calendar_query
calendar_query
do i have any reminders set
89
89
10,490
933
8222
50calendar_set
calendar_set
remind me about thing at time
90
90
2,497
7,647
7749
50calendar_set
calendar_set
set up a reoccurring grocery store trip for every sunday
91
91
3,905
2,962
6333
12general_quirky
general_quirky
i had the worst day ever today
92
92
2,312
2,788
10165
9cooking_recipe
cooking_recipe
how long do i boil a hard boiled egg
93
93
4,071
7,666
8113
50calendar_set
calendar_set
please put mary's birthday party on the twenty second at seven p. m.
94
94
1,088
3,240
4824
13weather_query
weather_query
weather this weekend
95
95
1,637
974
447
45play_music
play_music
play old-fashioned christmas music
96
96
10,877
10,384
2010
13weather_query
weather_query
this week weather will be sunny or not
97
97
430
786
13655
49qa_factoid
qa_factoid
what is the highest mountain in the us
98
98
9,163
5,755
8659
30calendar_remove
calendar_remove
please clear out my calendar completely
99
99
4,310
10,410

MTEB Amazon Massive Intent Triplets Dataset

This dataset was used in the paper GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning. Refer to https://arxiv.org/abs/2402.16829 for details.

The code for generating the data is available at https://github.com/avsolatorio/GISTEmbed/blob/main/scripts/create_classification_dataset.py.

Citation

@article{solatorio2024gistembed,
    title={GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning},
    author={Aivin V. Solatorio},
    journal={arXiv preprint arXiv:2402.16829},
    year={2024},
    URL={https://arxiv.org/abs/2402.16829}
    eprint={2402.16829},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}
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