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ummmmmmm , that oyster sure does give an amazing reward ! # runescape | 1 | 682721949072625664 |
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a great picture to finish this year and louis reprensent the fandom # directioners <user> emoji_276 | 1 | 682722242111774720 |
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happy new year guys ! ! ;) | 1 | 682727470433308672 |
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sometimes genius just happens by accident ... # artsymistake # nailselfie # nye2016 # sparkles # nyenails emoji_92 emoji_517 | 1 | 682751920956641280 |
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# righttovote comes first . # vote # voting # votingrights # votebernie # votetrump # statism # liberty # anarchism | 1 | 682762265041321989 |
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yes . yes it is . # dealwithit # bigcattruths # bigcatfacts modeon <user> | 1 | 682773510196822016 |
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too bad alabama doesn 't have a solid defense or high-powered offense . # rolltide # bamavsmsu | 1 | 682784347305410560 |
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happy new year , we are back to work next tuesday 5th january ! # yeah | 1 | 682836685323956224 |
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me , hanging out with the pasta this new years ! ! # 2016 # party really # bestnightever | 1 | 682864661813981184 |
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i went to # 32c3 and all i got was this stupid bracelet | 1 | 682883715681390593 |
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<user> your app in england . adds are working though you 'd be pleased to know . # fail | 1 | 682906033312935936 |
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lol first time taking it # nocalculator # imthatgood | 1 | 682931582357893120 |
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be thankful for all the small things in life , sometimes they mean the most . # thankful # gratitude | 1 | 682931696845611008 |
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when you realize how brown you are .. # white | 1 | 682934584527466496 |
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that 's ok , <user> <user> , i didn 't want to watch the nhl # winterclassic anyway # fixit emoji_97 | 1 | 682987076128657408 |
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the official indian passport website 's under maintenance notification is epic | 1 | 683009023247953921 |
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the # broncos and elway need to pull a dikta in <num> to get christian mccaffrey . still , get him | 1 | 683062203268780032 |
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apparently this is what the carrollton arby 's considers a large fry ... box only half full . thanks <user> | 1 | 683087755019026432 |
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thanks <user> for another day of great service | 1 | 683090662418288640 |
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queues queues and more queues .. securities fence doing the job ;) # farce <user> <user> | 1 | 683181977726418945 |
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in tears emoji_1651 | 1 | 683182680360529920 |
|
this place is rubbish . i 'm heading home . # cycling # malta | 1 | 683215653113823232 |
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wow ang sweet naman ! | 1 | 683250958717956097 |
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quite pleasant here today # winterishere | 1 | 683275769330712577 |
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yes , this pretty much sums it up . | 1 | 683302904363638784 |
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it 's safe to say , i like food # foodie # fitness # food emoji_15 | 1 | 683308322259398658 |
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muslim anti terror demo 2day . you could barely move for all those tabloid journalists desperate to cover it | 1 | 683324835745902592 |
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# stlblues get their style back tonight # secretweapon # fanfav # noregrets # differencemaker # bergs | 1 | 683337444511498240 |
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why do humans cling to what soon will perish ? there 's a limit , once i was one of them . # stephenking | 1 | 683344545027854336 |
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i wont let you close enough to hurt me . you poor soul ! ! | 1 | 683355503947309056 |
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easter eggs in january <user> please tell me when your halloween stuff will be available march or april ? | 1 | 683364611513397248 |
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<user> don 't like coleslaw honest lol xx | 1 | 683365234229248004 |
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great game ! <user> <user> # whereareyou | 1 | 683431160127590400 |
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eve had theapple . i have these . # thanksmom | 1 | 683800787995066368 |
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whoa , now it turns out jj ripped off wizard of oz too # dorothyismarysue <user> | 1 | 683810612518993920 |
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me and my friends outtake on the 'tyler oakley drama ' clearly the illuminati is key <user> | 1 | 683836032756920320 |
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don 't look away , assad is starving people . who cares ! not my kid . # assadkills many ways # uselessnations | 1 | 683843373514514432 |
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congrats , i see # guncontrol is working out well for y 'all . # chicago # nra # 2adefenders | 1 | 683854138535358465 |
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never seen an outsource deal that sounds like it started from here | 1 | 683859183511285760 |
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you know you 're in australia when <user> is drinking wine | 1 | 683868783547551744 |
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my wife bought me some coffee . - must have been the glasses ... # yyj # coffee <user> | 1 | 683877353898950656 |
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<user> <user> too bad you don 't get such great cereal in australia huh ... # justacerealbox | 1 | 683882326179233793 |
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looking up this stuff is sooo much fun | 1 | 683882952938278912 |
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<user> mornin sunshine # grumpycat | 1 | 683889125745922048 |
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such an attractive airport ! ! ! ! | 1 | 683926586698141696 |
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thank you battery for dying | 1 | 683945720840323072 |
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way to go # schererville for keeping indiana in the news # myoldstompinggrounds # smh | 1 | 683958598796505088 |
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haha ! | 1 | 683979570568105985 |
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# devereconstruction presence on l 'ville past <num> wks . i 'm sure <user> is on top of them . <user> | 1 | 684001784088686592 |
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welcome to toronto .... the true north ! woke up to some lovely weather today . # itsprettycold emoji_140 emoji_540 emoji_540 emoji_543 | 1 | 684036010636804096 |
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i can tell moore really cares b / c of the shabby clothes he wears and not b / c of how rich he is ! ! ! | 1 | 684042671741091840 |
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happy new year ! ! ! # wtf emoji_276 | 1 | 684043013388120065 |
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why hello reality , nice of you to creep back so fast # comedy # mondaymotivation emoji_410 | 1 | 684043024830181376 |
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brb , going to grab my zip disks and floppies to deploy software updates in an enterprise environment . | 1 | 684047142906761216 |
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lot of enthusiasm on display from young voters at the clinton rally in new hampshire | 1 | 684048166224838656 |
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haha ! # gags # funny # pout # bbloggers # bblog # beauty # selfie # followforfollow # likeforlike # jhallidiva | 1 | 684051880524161026 |
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with psn down , # starwarsbattlefront becomes an animated r2d2 wallpaper . hooray for always online games ! | 1 | 684110397914386433 |
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why such a small box for such a big item <user> ? | 1 | 684110747933237249 |
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gotta love that <user> prime service ... this just keeps happening with my orders ... so worth | 1 | 684127708486496259 |
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add me on # snapchat & see my mundane behind the scenes life ... # twitter | 1 | 684140022417780739 |
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omg ! it snowed ! i wonder if work will be closed tomorrow . | 1 | 684162257475997696 |
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gotta love the high quality products from the lake stevens <user> . # yuck | 1 | 684530584765333504 |
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got a nice cold for the rest of winter # lovebeingill # foff | 1 | 684536371386683392 |
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rt <user> : oh please i alrdy hv become a groom once .. not anymore ;) dnt insist ... | 1 | 684585518105899008 |
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creating history by performing at <user> this year , but sad coz chetan is not impressed . # upnext | 1 | 684649006606061568 |
|
the gene escaping ... | 1 | 684698671594778624 |
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" but kombats are so original , no one will mistake it for another fandom ! " yeah , it looks soooo different . | 1 | 684741930924793856 |
|
unclear how russian media is portraying the ankara-moscow relationship cc <user> <user> | 1 | 684751136490962945 |
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finally getting some acknowledgment around here ! | 1 | 684751830425833472 |
|
i 'm really classy . | 1 | 684788302143078400 |
|
lovely . | 1 | 684821191039840256 |
|
shed for me then # motherinlaw | 1 | 684835175738568704 |
|
great to see <user> embracing the best technology available . | 1 | 684848251552567298 |
|
wisdom per barleys brewhaus # almostbetterthantacos <user> <user> | 1 | 684920023475994626 |
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after careful deliberation , i opted for the # selfie # photo at right for my professional # linkedin profile | 1 | 684921998305312768 |
|
took me so long to get this guys , i waited for hours . thanks <user> (: # iscreenshotthatish | 1 | 684923881421930496 |
|
a # piercing went bad , i resortedto a # lipbow . i 'm thinking its a # trendsetter # katespade # bows | 1 | 684934265751093248 |
|
ughhhhh ... i can 't decide which one to get ! # sotough | 1 | 684951892347252736 |
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these things go well together | 1 | 684979497074991104 |
|
rare engram <user> <user> is it any good ? # ready4nextib # 1000yardstare # destiny | 1 | 685103804581216257 |
|
wow , <user> ! we found that spectacular sunrise you were talking about ! emoji_15 emoji_15 emoji_15 | 1 | 685107977460686849 |
|
... so every 'top story ' headline on <user> . com is hidden behind a pay wall . good on you , guys . | 1 | 685113505276649473 |
|
made me think of <user> and <user> miss you gals ! # inappropriatelydressed | 1 | 685117054953877505 |
|
thanks <user> , the # bullying and # harassment continue . the reporting process is so easy & effective . | 1 | 685156039159853056 |
|
on a lighter note # delhi | 1 | 685159825995505665 |
|
# 2016 is going to be great ! ifications # marketselloff # marketvolatility # china # chinameltdown | 1 | 685164083117608960 |
|
current mood ! ! # attitude # ohwell | 1 | 685168383738785792 |
|
very reassured by what i am hearing coming out of hampden <user> # rangers # sevco # zombieclub # sectarianism | 1 | 685175113482944512 |
|
found donut photo ( not mine ) .. enjoy # lol # love is # beautiful e # thesimpsons # lessimpson # donut # ho … | 1 | 685183064826351617 |
|
<user> glad to see ecological survey was submitted to bromley planning before you levelled the place | 1 | 685190077555826692 |
|
it 's what 's for dinner .... yum | 1 | 685190289431113728 |
|
now how can i send you an autographed pic when you don 't tell me your name ? ? ? # sillybilly # ktar | 1 | 685204034815275008 |
|
# chickenfries from # burgerking was alright . i haven 't had # fastfood in months . # krizyhan # nyc # finedining | 1 | 685221022937821184 |
|
<user> speaking some truth emoji_131 emoji_131 emoji_131 | 1 | 685234721282981889 |
|
having a blast losing to a hacker on my second game in months ! @ # funrun2 # catty3000 # 22 | 1 | 685236198298808320 |
|
winner of the most creative and breakthrough messaging at # ces16 .... # really ? | 1 | 685236400854188033 |
|
thankyou # neworleans for your # pothole it 's what makes this place great , right ? and costly . # tire # imdone emoji_75 | 1 | 685248241412145152 |
|
the person who left this note was probably running low on # coffee # funny | 1 | 685269360940822528 |
|
never to early to working on x 's and o 's ! ! ! # prodigy | 1 | 685271249187110912 |
|
<user> <user> thanks for returning my rma damaged and broken . how you treat $ 799 monitors is amazing . | 1 | 685276611042766849 |
MMSD2.0: Towards a Reliable Multi-modal Sarcasm Detection System
This is a copy of the dataset uploaded on Hugging Face for easy access. The original data comes from this work, which is an improvement upon a previous study.
Usage
from typing import TypedDict, cast
import pytorch_lightning as pl
from datasets import Dataset, load_dataset
from torch import Tensor
from torch.utils.data import DataLoader
from transformers import CLIPProcessor
class MMSDModelInput(TypedDict):
pixel_values: Tensor
input_ids: Tensor
attention_mask: Tensor
label: Tensor
id: list[str]
class MMSDDatasetModule(pl.LightningDataModule):
def __init__(
self,
clip_ckpt_name: str = "openai/clip-vit-base-patch32",
dataset_version: str = "mmsd-v2",
max_length: int = 77,
train_batch_size: int = 32,
val_batch_size: int = 32,
test_batch_size: int = 32,
num_workers: int = 19,
) -> None:
super().__init__()
self.clip_ckpt_name = clip_ckpt_name
self.dataset_version = dataset_version
self.train_batch_size = train_batch_size
self.val_batch_size = val_batch_size
self.test_batch_size = test_batch_size
self.num_workers = num_workers
self.max_length = max_length
def setup(self, stage: str) -> None:
processor = CLIPProcessor.from_pretrained(self.clip_ckpt_name)
def preprocess(example):
inputs = processor(
text=example["text"],
images=example["image"],
return_tensors="pt",
padding="max_length",
truncation=True,
max_length=self.max_length,
)
return {
"pixel_values": inputs["pixel_values"],
"input_ids": inputs["input_ids"],
"attention_mask": inputs["attention_mask"],
"label": example["label"],
}
self.raw_dataset = cast(
Dataset,
load_dataset("coderchen01/MMSD2.0", name=self.dataset_version),
)
self.dataset = self.raw_dataset.map(
preprocess,
batched=True,
remove_columns=["text", "image"],
)
def train_dataloader(self) -> DataLoader:
return DataLoader(
self.dataset["train"],
batch_size=self.train_batch_size,
shuffle=True,
num_workers=self.num_workers,
)
def val_dataloader(self) -> DataLoader:
return DataLoader(
self.dataset["validation"],
batch_size=self.val_batch_size,
num_workers=self.num_workers,
)
def test_dataloader(self) -> DataLoader:
return DataLoader(
self.dataset["test"],
batch_size=self.test_batch_size,
num_workers=self.num_workers,
)
References
[1] Yitao Cai, Huiyu Cai, and Xiaojun Wan. 2019. Multi-Modal Sarcasm Detection in Twitter with Hierarchical Fusion Model. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pages 2506–2515, Florence, Italy. Association for Computational Linguistics.
[2] Libo Qin, Shijue Huang, Qiguang Chen, Chenran Cai, Yudi Zhang, Bin Liang, Wanxiang Che, and Ruifeng Xu. 2023. MMSD2.0: Towards a Reliable Multi-modal Sarcasm Detection System. In Findings of the Association for Computational Linguistics: ACL 2023, pages 10834–10845, Toronto, Canada. Association for Computational Linguistics.
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