GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning
Paper
•
2402.16829
•
Published
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27.5k
| query_idx
int64 0
27.5k
| positive_idx
int64 2
27.5k
| negative_idx
int64 2
27.5k
|
|---|---|---|---|---|---|---|---|
5f2c569776
|
Mikey I`m bored
| 0
|
negative
| 0
| 0
| 17,875
| 7,413
|
e1e1d25e91
|
So sad that schools have to close.
| 0
|
negative
| 1
| 1
| 23,366
| 17,140
|
06e32ccac1
|
thanks! You know that happens once in awhile
| 2
|
positive
| 2
| 2
| 26,618
| 902
|
374ae24d75
|
fantastic, love all things Krautrock
| 2
|
positive
| 3
| 3
| 21,124
| 3,806
|
d8706b82c6
|
Nobody is up this early
| 1
|
neutral
| 4
| 4
| 12,785
| 6,906
|
bff0c7715b
|
Finished Death Du Jour. School`s out. Nerd.
| 1
|
neutral
| 5
| 5
| 8,618
| 16,340
|
c861f23a07
|
Ugh i can`t sleep and it`s reallyy gettin to me gahif pisses me off so bad sometimes. Atleast i know who my friends are
| 0
|
negative
| 6
| 6
| 3,572
| 16,501
|
9d76437643
|
Hell of a lot to do. But they say you shouldn`t complain theese days. Who are 'they' and can 'they' help me in that case
| 0
|
negative
| 7
| 7
| 14,175
| 9,143
|
5528ad6d00
|
The Life Of A College Stay At Home Mom: Delay in the Bash http://bit.ly/CnyhP
| 1
|
neutral
| 8
| 8
| 13,566
| 15,773
|
1198e70e6e
|
I understand Computers are fun again!
| 2
|
positive
| 9
| 9
| 3,363
| 10,716
|
b1c2b4b9d5
|
Oh no I wanted to go to sea but today the sun is not here! SIGH!
| 0
|
negative
| 10
| 10
| 22,173
| 24,298
|
cb38ab0a5a
|
Awake. Suprisingly. Couldn`t get to sleep last night so gave up and pulled an all-nighter. How are you?
| 1
|
neutral
| 11
| 11
| 22,507
| 5,672
|
6b33f809af
|
Oh, I forgot. They weighed me at the Dr. I am at my highest weight ever.
| 0
|
negative
| 12
| 12
| 2,913
| 19,291
|
00f99b9bc5
|
It`s been 2 days without gas...the gas company turned it off to do maintenance. I can`t cook.
| 1
|
neutral
| 13
| 13
| 5,158
| 5,150
|
6f841de17d
|
Sigh only 1 problem though i need to call Stooopid LIME aka Cable and Wireless and have them reconnect my interent 2 day without net sads
| 0
|
negative
| 14
| 14
| 17,822
| 11,430
|
49d2c6aa7b
|
_pooh what kind of party do we got going now?
| 1
|
neutral
| 15
| 15
| 18,666
| 11,521
|
573e4fe22d
|
At the dentist. I have a hole in my tooth
| 0
|
negative
| 16
| 16
| 6,613
| 6,333
|
5e7dfb5b07
|
OMG THAT`S AWESOME. this is the first time ever i`m not seeing it the day it comes out. Demi is taking over my day. haha
| 2
|
positive
| 17
| 17
| 18,137
| 16,606
|
27a39da558
|
Oh, I`m so sorry. I feel your pain. I can`t kill them either, and I`m always the one that finds them. Why is that?
| 0
|
negative
| 18
| 18
| 4,696
| 9,751
|
fb393e469f
|
You must be scared to be trolling here. You guys are so sad. #tcot #right
| 0
|
negative
| 19
| 19
| 1,269
| 4,839
|
bc4d433d86
|
i believe that you are
| 1
|
neutral
| 20
| 20
| 2,836
| 3,038
|
86519b9fb0
|
yeah that too
| 1
|
neutral
| 21
| 21
| 24,715
| 13,079
|
8e3a7cf371
|
says HAPPY MOTHER`S DAY! http://plurk.com/p/sv70e
| 2
|
positive
| 22
| 22
| 9,071
| 26,272
|
b7593875b9
|
It hurts to breathe again.. Why?
| 0
|
negative
| 23
| 23
| 20,027
| 17,887
|
76f6934ef1
|
John at a college thing staying home all weekend and hanging out with my momma. Sushi tonight <3
| 1
|
neutral
| 24
| 24
| 10,450
| 19,221
|
f9642f01f4
|
colds nearly gone, yayness!! greys anatomy on tonight . . . . . .double yay!
| 2
|
positive
| 25
| 25
| 17,965
| 9,808
|
ede830dcb7
|
Headed home, dad duty tonight. Might take the kids to the course again. Although my boys took me for $11 last night in a chipping contest
| 1
|
neutral
| 26
| 26
| 2,614
| 13,657
|
9652c18d7d
|
thats another sponsor
| 1
|
neutral
| 27
| 27
| 13,431
| 14,108
|
bd8243d706
|
BEEN TOWN WITH THE MOTHER NICE & SUNNNY
| 2
|
positive
| 28
| 28
| 7,516
| 11,764
|
923f8c1b23
|
LOVED AP Tour in Columbus, OH last night! I`m still exhausted! Goin to bed now so sweet dreams!! gnight!!
| 1
|
neutral
| 29
| 29
| 18,478
| 16,625
|
66f49ba7d6
|
Soooooooooo win the PowerBall jackpot then impose your formidable will upon the weather
| 2
|
positive
| 30
| 30
| 5,496
| 3,616
|
588a092490
|
Just when I thought albany couldn`t any worse my ao`s leave me
| 0
|
negative
| 31
| 31
| 8,739
| 4,761
|
e74a24c3a1
|
ouch does picking your nose count?
| 0
|
negative
| 32
| 32
| 21,272
| 8,331
|
c20f4e96ce
|
has a really really itchy eye
| 0
|
negative
| 33
| 33
| 1,157
| 23,571
|
86ad37ee29
|
Morning Sunshine
| 1
|
neutral
| 34
| 34
| 9,410
| 25,827
|
88a1a58eeb
|
I have to go to work with out my and
| 1
|
neutral
| 35
| 35
| 17,885
| 11,025
|
adc4306cdb
|
i don`t have any of that
| 1
|
neutral
| 36
| 36
| 27,450
| 19,148
|
4257893187
|
Believe it or not I`m a super geek
| 1
|
neutral
| 37
| 37
| 22,504
| 26,717
|
d3c5e838e2
|
TGIF, too bad the weather sucks...
| 0
|
negative
| 38
| 38
| 11,891
| 10,596
|
e729bab43d
|
im very much excited to go back to school
| 2
|
positive
| 39
| 39
| 19,514
| 22,520
|
b47a2c7ebe
|
It`s almost past 3. Time to go to bed
| 1
|
neutral
| 40
| 40
| 5,751
| 22,149
|
01818a5856
|
Thanking god for after elton for allowing me to see the new TW trailer since work blocked youtube and lj
| 2
|
positive
| 41
| 41
| 15,226
| 8,035
|
13452e8985
|
Just finished my 1st new song !!! Soon on Youtube ! Keeping you updated !
| 1
|
neutral
| 42
| 42
| 23,578
| 4,920
|
89fbc71b73
|
Itsurely will dear . in posted a presentation on Swine flu yest and it got 500 downloads in just a day!!i feels great
| 2
|
positive
| 43
| 43
| 15,226
| 18,611
|
8c5a1638d7
|
VCenter is screwing up on me today. More specifically the MSSQL server that it connects to.
| 0
|
negative
| 44
| 44
| 15,755
| 5,889
|
25cf98f210
|
Not feeling comfortable with myself today
| 0
|
negative
| 45
| 45
| 11,231
| 20,500
|
02b88062b3
|
_ i missed you. today was the greatest day ever. im burnt and **** lmfao. but it will be a nice tan. 11 rides in 6 hrs! <3
| 1
|
neutral
| 46
| 46
| 15,690
| 8,533
|
56a213f8f5
|
I can understand the fear. I feel that way about many things. You really need motivation to overcome it. Mine was guilt
| 0
|
negative
| 47
| 47
| 25,059
| 5,688
|
7dae7be518
|
_crumbles all the best for art attack. thanks 4d follow
| 2
|
positive
| 48
| 48
| 25,231
| 15,922
|
06e398557d
|
Finished with MTML assignment But didn`t like it at all. Feels like I missed lotsa points but the word limit is 2500. Hmmpph!
| 1
|
neutral
| 49
| 49
| 5,235
| 27,067
|
72b47d49df
|
I Sing Everytime
| 1
|
neutral
| 50
| 50
| 10,035
| 21,319
|
b17ced3ab9
|
yer i hope the competition doesnt end before i post my video! lol but there are some really good singers who entered.....
| 2
|
positive
| 51
| 51
| 2,418
| 14,985
|
c4287c0723
|
Western Digital Caviar Black 1TB SATA 300 NCQ 32MB on the way...
| 1
|
neutral
| 52
| 52
| 9,485
| 16,088
|
aad244f37d
|
*hug*
| 2
|
positive
| 53
| 53
| 16,565
| 18,887
|
0688b31fc2
|
still here unfortunately!!!!
| 0
|
negative
| 54
| 54
| 22,499
| 11,404
|
97e35f9a82
|
Sometimes games are cruel because they`re not real... like last night when I won $128,600 on Wheel of Fortune
| 0
|
negative
| 55
| 55
| 8,494
| 11,373
|
e91ab170ff
|
good morning!
| 2
|
positive
| 56
| 56
| 11,440
| 2,386
|
018df5ca07
|
Dropped my lei off at the cemetary.
| 1
|
neutral
| 57
| 57
| 24,754
| 19,740
|
586671760a
|
' ...not academically of course. ' I miss him already
| 0
|
negative
| 58
| 58
| 27,427
| 3,619
|
7abffbad91
|
(blinks fast) its better now ... Lol thanks :-*
| 2
|
positive
| 59
| 59
| 8,731
| 17,134
|
1aff3a58c9
|
july 21st!?? that means at your concert I won`t know all the songs. oh well, yay demi!! <3
| 1
|
neutral
| 60
| 60
| 15,304
| 27,049
|
f8e833863b
|
in media still havnet found ipod
| 1
|
neutral
| 61
| 61
| 8,647
| 17,392
|
0648056717
|
Keep the suggestions coming...I love the classics!
| 2
|
positive
| 62
| 62
| 7,891
| 4,469
|
d953042861
|
we watched that one day in the middle of playing-- it REALLY doesn`t hold up
| 0
|
negative
| 63
| 63
| 10,550
| 9,165
|
fae991f007
|
ooo how i love a bank holiday x
| 2
|
positive
| 64
| 64
| 6,504
| 14,390
|
797b708e5d
|
fun in the sun hmmm hell no it`s cold
| 1
|
neutral
| 65
| 65
| 12,511
| 9,334
|
a0e9f216f2
|
This is truly enlightening for me
| 2
|
positive
| 66
| 66
| 26,915
| 12,257
|
fee2425a97
|
Dane Cook is at the sports arena tonight. Wish I had tickets
| 2
|
positive
| 67
| 67
| 15,193
| 7,289
|
229c6d70b3
|
I can honestly say that thematic had a big part in my blogging enthusiam ~ I love being able to do what I want
| 2
|
positive
| 68
| 68
| 22,141
| 21,205
|
ad66a2b1b3
|
has been told shes not allowed in the sun tomorow! either that or wear sun cream!
| 1
|
neutral
| 69
| 69
| 23,442
| 23,048
|
6e8a9b822b
|
just got back from seeing Star Strek
| 1
|
neutral
| 70
| 70
| 5,377
| 10,293
|
623c380ff0
|
_Crow Morning!
| 1
|
neutral
| 71
| 71
| 12,854
| 7,657
|
14d03fee74
|
you didn`t say you were leaving yesterday! You won`t see me at the house anymore once you get back... tear tear
| 1
|
neutral
| 72
| 72
| 25,332
| 22,161
|
3e95b01fc7
|
is looking at that person from a very different pov. never thought i`d see this day arrive!
| 1
|
neutral
| 73
| 73
| 12,498
| 5,543
|
833268a50f
|
need to get a hand
| 1
|
neutral
| 74
| 74
| 3,231
| 15,072
|
97cc49b422
|
not in the mood crazii crazii highly upset now with everything & everybody
| 0
|
negative
| 75
| 75
| 16,425
| 9,082
|
0bc67060be
|
Would like some Nutella. None to be had
| 0
|
negative
| 76
| 76
| 25,173
| 16,234
|
fcf1b2f590
|
Sadly cannot listen... *sob*
| 0
|
negative
| 77
| 77
| 14,222
| 8,165
|
50f8337cdf
|
_654 it`s this damp weather...
| 0
|
negative
| 78
| 78
| 21,626
| 15,912
|
1aba5124eb
|
Apparently TV could not be fixed On the plus side, we are being refunded the cost of it and can buy a new one.
| 1
|
neutral
| 79
| 79
| 20,538
| 321
|
7802506121
|
cooked my own Lunch todayy Givin` my mum a relaxin` dayy.
| 1
|
neutral
| 80
| 80
| 9,437
| 20,973
|
38ae26b088
|
just woke up day off and need to go in to work that sucks. Also have to go dentist for filling at 12 then st helens for mri scan at 2
| 0
|
negative
| 81
| 81
| 8,433
| 14,775
|
a4388ba674
|
how i wish the result IS true...
| 1
|
neutral
| 82
| 82
| 10,254
| 5,849
|
fdf1b79e65
|
Just saw my boo he went back to work now time to do my hair but it`s going to rain WTF
| 0
|
negative
| 83
| 83
| 10,009
| 10,729
|
04de4a348d
|
My dog is sick. I love that little doggie. He`s usually so keen and happy, but he doesn`t even want to go for a run in the forest today.
| 1
|
neutral
| 84
| 84
| 8,347
| 1,699
|
ee9d0cab1f
|
what`s going on sweetheart?
| 2
|
positive
| 85
| 85
| 7,568
| 21,572
|
04b219d74b
|
Cheers *lifts coffee cup* here here for Mondays
| 2
|
positive
| 86
| 86
| 21,090
| 19,974
|
67d8e11605
|
hmm sorry, I went mia there
| 0
|
negative
| 87
| 87
| 2,661
| 17,098
|
ddbfe60ea3
|
Nicky, I LAND at 10pm, it will be like 10:40 before I get home! UGH! Wont be any fish fry left for me anyways
| 0
|
negative
| 88
| 88
| 13,085
| 2,353
|
4da3756f54
|
i flew from washington to calfornia , are you still gonna be at the meet& greet tomorrow ?
| 1
|
neutral
| 89
| 89
| 3,846
| 114
|
3dc3fa8cbd
|
proud of the ceviche and bellinis turning out so well and LOVING the smell of fresh flowers in the house
| 2
|
positive
| 90
| 90
| 7,020
| 22,865
|
0a49ead450
|
Got home from audition awhile ago. I think it went pretty well Now my math homework is calling my name -.-`
| 2
|
positive
| 91
| 91
| 15,193
| 18,208
|
55c858a306
|
_mraz http://twitpic.com/4iq19 - popcorn crazy dude and still adorable
| 2
|
positive
| 92
| 92
| 5,399
| 23,489
|
9d9e65ced2
|
I think I may have ruined a friendship this week by getting carried away
| 0
|
negative
| 93
| 93
| 23,523
| 18,681
|
1555aee6cb
|
The nocturnal serendipity... Kashmir is an important means to that end...
| 2
|
positive
| 94
| 94
| 8,726
| 14,899
|
70d229b300
|
haha. Your a loser. ily
| 1
|
neutral
| 95
| 95
| 20,173
| 19,770
|
4117fe27e1
|
I dont think he`s ganna text me.
| 1
|
neutral
| 96
| 96
| 13,232
| 13,177
|
8da517c945
|
yeah doesn`t that suck! I am working with a Nano here so i had to take 75% of my music off! so sad
| 0
|
negative
| 97
| 97
| 27,224
| 18,389
|
3c7375060f
|
_hunter Ah now Comedy Central have Frasier all morning till twelve. So I guess there goes my morning
| 1
|
neutral
| 98
| 98
| 303
| 14,626
|
5de31bf0bd
|
aww i know its my addiction! awww i know sameee ! its just more more more !
| 1
|
neutral
| 99
| 99
| 1,674
| 11,495
|
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.
@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}
}