id
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42953 | img/42953.png | 0 | its their character not their color that matters |
23058 | img/23058.png | 0 | don't be afraid to love again everyone is not like your ex |
13894 | img/13894.png | 0 | putting bows on your pet |
37408 | img/37408.png | 0 | i love everything and everybody! except for squirrels i hate squirrels |
82403 | img/82403.png | 0 | everybody loves chocolate chip cookies, even hitler |
16952 | img/16952.png | 0 | go sports! do the thing! win the points! |
76932 | img/76932.png | 0 | fine you're right. now can we fucking drop it? |
70914 | img/70914.png | 1 | tattoos are bad for your health i know 5 million people that had tattoos and they all died |
02973 | img/02973.png | 0 | how long can i run? till the chain tightens |
58306 | img/58306.png | 0 | what is he hiding? we need to see his tax returns! let me stop you right there hillary you deleted 30,000 emails, used bleach bit on hard drives, then destroyed phones with hammers you have no right to talk about people hiding anything truth uncensored |
79351 | img/79351.png | 1 | jew mad? get fuhrerious! |
34096 | img/34096.png | 0 | removes polish with chemicals, nobody bats an eye |
25489 | img/25489.png | 1 | brother... a day without a blast is a day wasted |
19324 | img/19324.png | 0 | when you're the only dog left at the dog shelter and the black family wants to adopt you |
79346 | img/79346.png | 0 | voting for hillary is like letting casey anthony watch your kids because she's not guilty |
13426 | img/13426.png | 0 | they will soon be free |
97628 | img/97628.png | 0 | is it ok for your son or daughter to call another man "daddy? |
14238 | img/14238.png | 0 | most religions are religions of peace |
28936 | img/28936.png | 0 | when you find out there's an opening for the role of first lady |
59784 | img/59784.png | 0 | if people reject me because i stand on the truth then i have no problem walking alone |
02146 | img/02146.png | 0 | from the bottom of my heart i would like to sincerely apologize..... for being white |
70146 | img/70146.png | 0 | lets erect a memorial to all the americans murdered by an illegal alien make it 1,500 miles long 30 feet tall and put it on the southern border |
28061 | img/28061.png | 0 | just because they do this dosen't mean they'll do this |
97180 | img/97180.png | 1 | if there is no race it can't be homicide |
49752 | img/49752.png | 0 | here's to all my friends who never post about politics or religion |
25610 | img/25610.png | 0 | enjoying a day at the beach |
15872 | img/15872.png | 1 | when you come home from a long day of suicide bombinb and your wife gives you this look |
72640 | img/72640.png | 0 | is bribing muslims for liberal votes justin trudeau's only skill? why does justin trudeau love foreigners so much while openly disrespecting canadians, canadian values, our history and traditions, our seniors and veterans? sharia law has no place in canada! never has... never will. |
64318 | img/64318.png | 0 | when they take too long to blow out the candle |
17956 | img/17956.png | 0 | one simple question why are we letting one man systematically destroy our nation before our eyes? answer mitch mcconnell |
93547 | img/93547.png | 1 | d.j. osama spin laden droppin' beats like the twin towers |
10743 | img/10743.png | 0 | move to new york they said it'll be fun they said |
37091 | img/37091.png | 0 | my sandwich-maker is very slow today |
25719 | img/25719.png | 0 | when you accidentally fall in the toilet |
76825 | img/76825.png | 0 | two woman walking home together after a nice day out together |
72598 | img/72598.png | 0 | texas churches be like... pew pew pew |
43078 | img/43078.png | 0 | i don't always have a heat stroke and get frostbite in the same week but when i do i know i'm in kentucky |
51846 | img/51846.png | 0 | doesn't wear tampons because she trips over the string |
01569 | img/01569.png | 0 | when you can't decide to pre heat the oven or just throw the meal in right away |
95812 | img/95812.png | 0 | happy shot in the face day 5-2-2011 |
06418 | img/06418.png | 0 | 1 bomb every minute |
53976 | img/53976.png | 0 | black power comes with a lot of responsibility |
70193 | img/70193.png | 0 | that chiken is so black no one is going to eat it |
60427 | img/60427.png | 0 | i hope both teams lose |
78395 | img/78395.png | 0 | say the damn pronouns |
04876 | img/04876.png | 0 | goin |
92075 | img/92075.png | 0 | we need problem solvers not racist and religious bigots in office |
86354 | img/86354.png | 0 | officer down |
74386 | img/74386.png | 1 | we said we would never forget why are you voting them into our government? |
59613 | img/59613.png | 1 | when a porn video features a tranny but then' she' turns out to be a midget too you had my curiosity but now you have my attention |
10263 | img/10263.png | 0 | rep. dan crenshaw former navy seal decorated war hero literally lost an eye "doing something about terrorism" rep.ocasio-cortez former bartender supports socialism told dan crenshawn he should "do something about terrorism" |
48279 | img/48279.png | 0 | nice watch must have cost an arm and a leg |
52610 | img/52610.png | 1 | i'm sick of politics so here's a pic of michelle obama riding a unicorn |
58371 | img/58371.png | 0 | when you suck at photoshop |
27401 | img/27401.png | 0 | for the last time.. i'm not michelle obama |
89574 | img/89574.png | 0 | i'm cute |
25473 | img/25473.png | 0 | and then i told them you're going on a fun camping trip |
47913 | img/47913.png | 0 | the jussie smollett case explained. "how do you plead? " "innocent!!!" "black, gay, trump hater, friend of michelle obama |
08295 | img/08295.png | 0 | please consider donating water to children in need |
02497 | img/02497.png | 0 | you're a wizard motherfucker |
90471 | img/90471.png | 1 | relax mexicans you are rapists, drug lords and criminals |
69357 | img/69357.png | 0 | hey look at me! i'm a serial pedofile |
54602 | img/54602.png | 1 | when you just finished shooting a bunch of black kids but accidently killed a squirrel |
15320 | img/15320.png | 0 | obama working to legalize medical cannabis for all of the usa |
63182 | img/63182.png | 0 | my wife just got a seashell tattoo on her inner thigh if you put your ear to it you can smell the ocean |
20619 | img/20619.png | 1 | when you beat the shit out of the tranny hooker after you nut and call it a f****t but it doesn't get back up |
82457 | img/82457.png | 0 | ring ring hello? i've been waiting for your call all damn day!!! |
81059 | img/81059.png | 0 | i like my refugees like this '' '' '' |
42137 | img/42137.png | 0 | when you get hungry you can either think about it or.. |
74530 | img/74530.png | 1 | what's the difference between a jew and a pizza? a pizza doesn't scream when you put it in the oven |
40832 | img/40832.png | 0 | taking photo with a mosque |
46127 | img/46127.png | 0 | "ay, tone. how'd da gas stay in if da door is made of wood?" |
87594 | img/87594.png | 0 | what do i have in common with cow pies? the older we get, the easier for you to pick us up! |
12548 | img/12548.png | 0 | running chocolate |
12894 | img/12894.png | 0 | imagine, if you will an entire country so ignorant that the people wilfully give billions of dollars in order to elect rich criminals to rule over their lives and steal their money, but believe they are free |
02476 | img/02476.png | 0 | im never doing a garden again! |
06937 | img/06937.png | 1 | coming soon to your neighborhood 300,000 islamic heathens demanding the usa change to suit thier sick religion |
05762 | img/05762.png | 0 | listen bitch, before you start fucking with me you should know my team is bigger |
40259 | img/40259.png | 0 | masturbation it's not just for men |
85072 | img/85072.png | 0 | what is this sleep of which you speak? |
46537 | img/46537.png | 0 | oakland mayor libby schaaf i saved 800 ms-13 rapists, murderers, molesters from ice |
56432 | img/56432.png | 0 | what if i told you that you cant "tolerate" a person who agrees with you? " |
39805 | img/39805.png | 0 | look both ways before you cross the street |
29163 | img/29163.png | 1 | what kind of punch can take out 20 kids and 6 adults? a sandy hook |
36072 | img/36072.png | 0 | she said "choke me daddy" so i gave her 2 popeye's biscuits without a drink |
60147 | img/60147.png | 0 | meditation before going to school |
90583 | img/90583.png | 1 | we can kill as many as we want and your stupid government keeps bringing us in |
38612 | img/38612.png | 0 | so there is this new implant that can actually fix stupid |
52097 | img/52097.png | 1 | if you're vaping inside a mcdonalds, inside a walmart ... that's the turducken of white trash |
34961 | img/34961.png | 0 | this cat is pushing a watermelon out of a lake. your argument is invalid |
15803 | img/15803.png | 1 | what do you call a retarded jew? auschwistic |
89762 | img/89762.png | 0 | that blackened chicken was so dry it reminded me of your mother |
38465 | img/38465.png | 0 | yo dawg, i heard you like memes so i made a meme mocking memes you so you can can mock me knocking memes while reading mock memes |
53289 | img/53289.png | 0 | when everybody's worried about their ex but you're just here enjoying your lemonade |
75321 | img/75321.png | 1 | cannibal tribe from indonesia will take muslim refugess in any amount |
18350 | img/18350.png | 0 | when you see the gas bill |
91547 | img/91547.png | 0 | cheers to all the people who can change their minds when presented with information that contradicts their beliefs |
30247 | img/30247.png | 0 | broken chair |
93741 | img/93741.png | 0 | stop being a bitch |
51243 | img/51243.png | 0 | honestly how often do you masturbate? |
The Hateful Memes Challenge README
The Hateful Memes Challenge is a dataset and benchmark created by Facebook AI to drive and measure progress on multimodal reasoning and understanding. The task focuses on detecting hate speech in multimodal memes.
Please see the paper for further details:
For more details, see also the website:
https://hatefulmemeschallenge.com
Dataset details
The files for this folder are arranged as follows:
img/ - the PNG images train.jsonl - the training set dev_seen.jsonl - the "seen" development set test_seen.jsonl - the "seen" test set dev_unseen.jsonl - the "unseen" development set test_unseen.jsonl - the "unseen" test set
The "seen" dataset was presented in the NeurIPS paper; the “unseen” dev and test set were released as a part of the NeurIPS 2020 competition.
The .jsonl format contains one JSON-encoded example per line, each of which has the following fields:
‘text’ - the text occurring in the meme ‘img’ - the path to the image in the img/ directory ‘label’ - the label for the meme (0=not-hateful, 1=hateful), provided for train and dev
The metric to use is AUROC. You may also report accuracy in addition, since this is arguably more interpretable. To compute these metrics, we recommend the roc_auc_score and accuracy_score methods in sklearn.metrics, with default settings.
Getting started
To get started working on this dataset, there's an easy-to-use "starter kit" available in MMF: https://github.com/facebookresearch/mmf/tree/master/projects/hateful_memes.
Note on Annotator Accuracy
As is to be expected with a dataset of this size and nature, some of the examples in the training set have been misclassified. We are not claiming that our dataset labels are completely accurate, or even that all annotators would agree on a particular label. Misclassifications, although possible, should be very rare in the dev and seen test set, however, and we will take extra care with the unseen test set.
As a reminder, the annotations collected for this dataset were not collected using Facebook annotators and we did not employ Facebook’s hate speech policy. As such, the dataset labels do not in any way reflect Facebook’s official stance on this matter.
License
The dataset is licensed under the terms in the LICENSE.txt
file.
Image Attribution
If you wish to display example memes in your paper, please provide the following attribution:
Image is a compilation of assets, including ©Getty Image.
Citations
If you wish to cite this work, please use the following BiBTeX:
@inproceedings{Kiela:2020hatefulmemes,
author = {Kiela, Douwe and Firooz, Hamed and Mohan, Aravind and Goswami, Vedanuj and Singh, Amanpreet and Ringshia, Pratik and Testuggine, Davide},
booktitle = {Advances in Neural Information Processing Systems},
editor = {H. Larochelle and M. Ranzato and R. Hadsell and M. F. Balcan and H. Lin},
pages = {2611--2624},
publisher = {Curran Associates, Inc.},
title = {The Hateful Memes Challenge: Detecting Hate Speech in Multimodal Memes},
url = {https://proceedings.neurips.cc/paper/2020/file/1b84c4cee2b8b3d823b30e2d604b1878-Paper.pdf},
volume = {33},
year = {2020}
}
Contact
If you have any questions or comments on the dataset, please contact [email protected] or one of the authors.
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