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Sunday afternoon walking through Venice in the sun with @user οΈ οΈ οΈ @ Abbot Kinney, Venice | 12β
|
Time for some BBQ and whiskey libations. Chomp, belch, chomp! (@ Lucille's Smokehouse Bar-B-Que) | 19π
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Love love love all these people οΈ οΈ οΈ #friends #bff #celebrate #blessed #sundayfunday @ Sanβ¦ | 0β€
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οΈ οΈ οΈ οΈ @ Toys"R"Us | 0β€
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Man these are the funniest kids ever!! That face! #HappyBirthdayBubb @ FLIPnOUT Xtreme | 2π
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#sandiego @ San Diego, California | 11πΊπΈ
|
My little οΈ οΈ οΈ οΈ οΈ #ObsessedWithMyDog @ Cafe Solstice Capitol Hill | 0β€
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More #tinyepic things #tinyepicwestern, this one is crazy @user I may be one of yourβ¦ | 19π
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Last night οΈ @ Omnia Night Club At Caesars Palace | 0β€
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friendship at its finest. ....#pixar #toystory #buzz #woody #friends #friendship #bffβ¦ | 7β¨
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I L VE working for a cause! Yesterday's balloon decor for SNN 11th Annual Back 2 School Healthβ¦ | 1π
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Dem shoes tho! Lol! ...I'm getting some! Get ready copleypriceymcaβ¦ | 2π
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I love weekends with you, calebrancourt @ Cannery Row At Monterey Bay, CA | 9π
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Yesss! August is full of love and birthdays οΈ @ Los Angeles,β¦ | 0β€
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I took a pic with Eminem! *still not over that performance vibe from #parrisproject!β¦ | 1π
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I L VE working for a cause! Yesterday's balloon decor for SNN 11th Annual Back 2 School Healthβ¦ | 1π
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Sundays are all about the cute babies and dogs! #Ballard #sundaymarket #littelestmodelβ¦ | 1π
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it was too hot .. trying to find shade behind @user at the roadraceengineering boothβ¦ | 4π₯
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Sometimes you just have to be a kid Skyspace, Los Angeles. #CRStylesTravel #FunDay #LALifeβ¦ | 19π
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had an amazing night, with some pretty amazing people @ Pandora Summer | 8π
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Thank you @user for an incredible night last night @ Shrine Auditorium & Expo Hall | 7β¨
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thanks for the amazing night @ Pandora Summer | 8π
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@user draw the line ~ | 5π
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This is why I hate when Taylor visits #Bunny #NotCaturday @ Our House | 2π
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thank you to my boys for performing so well last night, I love you all very much @ Pandoraβ¦ | 8π
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2nd theater and 3rd movie of the day a new record #badmoms #suicidesquad #sausageparty (at @user | 2π
|
In honor of #happygayunclesday οΈ #happygunclesday #guncle #guncles @ Chula Vista, California | 0β€
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I think it's nap time for us @ Los Angeles, California | 1π
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I L VE working for a cause! Yesterday's balloon decor for SNN 11th Annual Back 2 School Healthβ¦ | 1π
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Chasing #mclarenp1 in Malibu today.________________________________________ : credit: @user | 10π·
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Sunday afternoon at home! Drinking good wine and enjoying this incredible view to the sound ofβ¦ | 8π
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#Lunch @user best #Ribs in #SanDiego (at @user in San Diego, CA) | 14π
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Here's to the start of a great adventure. Niners today, Alaska tomorrow. #grams @ Levi's Stadium | 1π
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Really horrible seats for a really awful Sunday afternoon! Life is really bad #soundersfc.β¦ | 16π
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Enjoy your last days of summer! Clearly, mauricethewhale is enjoying his! #ladykillerβ¦ | 2π
|
Surprised everyone by actually surviving a weekend in the wild (however still came close toβ¦ | 14π
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In the zone | : @user #colorsworldwide #RnBOnly @ The Regent | 18πΈ
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βMe & Catherine Sutherland!!!β #PowerMorphicon2016 #PowerRangersZeo #PowerRangersTurboβ¦ | 6π
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Taped up and dripped out. Know what I'm talking bout #paint #painting #diy #homeimprovementβ¦ | 6π
|
princesscruises @ Port of Seattle, Pier 91 | 8π
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Stay classy #SanDiego (@ San Diego International Airport - @user in San Diego, CA) | 14π
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I οΈ the people I work with. Enjoying our Sunday watching the firstβ¦ | 0β€
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Another big happy 18th birthday to my partner in crime οΈ I love u and all the crazy times we'veβ¦ | 0β€
|
Day is DONE! Thank u INSTA-LIKERS! Rollicking day at FRINGE! C U THURSDAY~~~and then some .β¦ | 9π
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SnakeShred recording guitars for the new SnakeSkin record #guitar #recording #api #apipeggedβ¦ | 19π
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My sisters, my best friends #hamessisters #andlewisandclarkβ¦ | 13π
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my absolute favorite place. @ La Jolla Cove Seal Beach | 3π
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To live is an awfully big adventure #Seattle #spaceneedle @ Space Needle | 8π
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Finally met Snow White ! She was my favorite when i was little :) #SnowWhite #Disneyland @user | 0β€
|
@user loved your coverage at TI as always, now need to get you on some of those Sounders matches... | 16π
|
Saturdayzzz w/ Lionel Richie @ Harvey's Outdoor Ampitheater | 7β¨
|
All the beautiful ladies that helped make last night #APositiveExperience @ Upscale Salon | 7β¨
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Sunday funday indeed #sundayfunday #igers #igdaily #instalike #enjoylife #asian #LAβ¦ | 6π
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Lights, Camera, Action @ Hollywood Walk of Fame | 6π
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Found your Unicorn @user it's a pillow/stuffed toy and every pride weekend itβ¦ | 2π
|
Harry Potter οΈ @ TCL Chinese Theatres | 0β€
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My key was still here...thank the Lawd #littlehoneyvee #doodles #doodleoftheday #illustrationβ¦ | 0β€
|
οΈ οΈ οΈ @ Los Angeles, California | 0β€
|
Absolutely in love with this ethereal glow on holytolidoitseric. Who would rock this look?β¦ | 1π
|
Getting up that ice wall one ax at a time : pechoi11 @ Mount Shasta, California | 18πΈ
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Sephora is my favorite place @ SEPHORA | 7β¨
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Tutorial time w/ @user @user @ Stern Grove Festival | 2π
|
I love my people! @ Paso Robles, California | 8π
|
Rad Fashion at the midway SF on a Sunday οΈ οΈ οΈ @ The Midway SF | 0β€
|
Just like the movie... Radiator Springs οΈ #cars #inloveβ¦ | 0β€
|
Cheers to Bruce on his birthday. οΈ#westhollywoodβ¦ | 0β€
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My bears! #cityfest οΈ οΈ οΈ @ Babycakes San Diego | 0β€
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gonna miss you guys so much. thank you for an amazing experience οΈ#ballyhoocarrieβ¦ | 0β€
|
MATTRESS HELPER - new again SAGGING #BED #FIRMER #fix #guaranteed #sleepless #needsleepβ¦ | 7β¨
|
Just that sound alone makes the world stop οΈ @ Sausalito, California | 0β€
|
#ExclusiveBaseballPicks are KILLING the #Bookie like always. #WeeklyRecap 8/8-8/14. 96-3β¦ | 19π
|
My lady love beautiful friend #doubleLtrouble #leilavie #beachour @ Stinson Beach, California | 1π
|
My date for tonight @ Hotel Las Rocas | 1π
|
This weekend love was truly in the air but out of all the celeb weddings I have to sayβ¦ | 0β€
|
@user hi from Tijuana B.C. See you soon | 14π
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οΈ #gramma @ Living Way Christian Fellowship | 0β€
|
Acquired this stunner today at my new favorite spot Sharks Tooth #crassula.β¦ | 1π
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Birthday cheers with my favorite people!!#26again #justafewofmygirls #justafewofmygirlsβ¦ | 14π
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today was my first day of work at Victoria Secret SO happy and SOβ¦ | 1π
|
Taking bae to all my favorite #LA spots. #gettycenter @ Getty Center | 8π
|
So much fun this weekend celebrating the bride to be. #MalliesLastRally @ Las Vegas, Nevada | 3π
|
Love this picture of me and baby Eve at Disneyland earlier today β¦ | 1π
|
The one photo I've taken with my Mother that I like for once. -08/13/16, Sat. @ El Doradoβ¦ | 5π
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Love my bed @ Downey, California | 1π
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So cute!! #KnottsBerryFarm #Charlie #Snoopy #Woodstock @ Knott's Berry Farm | 1π
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I οΈ Faure Requiem @user oboyddd @ Walt Disney Concert Hall | 0β€
|
οΈ @ Columbia River | 12β
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No I don't have any carrots!! #seattlepoloclub #horse #horses @ Seattle Polo & Equestrian Club | 2π
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My favourite place in California #YosemiteNationalPark #California @ Yosemite Wilderness | 1π
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#sundayfunday #live at allure... @user @user @user | 6π
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My babies οΈ οΈ οΈ #cat #dog #catsofinstagram #dogsofinstagram #lovemyfurbabies @ Port Hueneme,β¦ | 0β€
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Photo taken Thursday at SDCC2016 by MannyLLanura Photography. #widowmaker #overwatchβ¦ | 10π·
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Hello there, my king Jareth #bowie #goblinking #labyrinth @ Los Angeles, California | 0β€
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These Teens @ ARIA Resort & Casino | 14π
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Sunday views #hike #waterfall #waterfallhike #latourellfalls #hikeoregon #hikepnw #whyihikeβ¦ | 12β
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"Beauty begins the moment you decide to be yourself" -Coco Chanel love this!Skin is the largestβ¦ | 13π
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Caught by the lens of Yc Wong. photo by 8888tiger8888 suit by virginblak #ljifffβ¦ | 18πΈ
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Weldone champ #babrain #alikhamis #rio #rio2016 #olympics @ Losβ¦ | 7β¨
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Took a lil trip to Tahoe #iputhehoeintahoe @ Incline Village Atβ¦ | 8π
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About to hang out with a bunch of #Armenians and #Russians...trying to fit in Sporting myβ¦ | 19π
|
Dataset Card for tweet_eval
Dataset Summary
TweetEval consists of seven heterogenous tasks in Twitter, all framed as multi-class tweet classification. The tasks include - irony, hate, offensive, stance, emoji, emotion, and sentiment. All tasks have been unified into the same benchmark, with each dataset presented in the same format and with fixed training, validation and test splits.
Supported Tasks and Leaderboards
text_classification
: The dataset can be trained using a SentenceClassification model from HuggingFace transformers.
Languages
The text in the dataset is in English, as spoken by Twitter users.
Dataset Structure
Data Instances
An instance from emoji
config:
{'label': 12, 'text': 'Sunday afternoon walking through Venice in the sun with @user οΈ οΈ οΈ @ Abbot Kinney, Venice'}
An instance from emotion
config:
{'label': 2, 'text': "βWorry is a down payment on a problem you may never have'. \xa0Joyce Meyer. #motivation #leadership #worry"}
An instance from hate
config:
{'label': 0, 'text': '@user nice new signage. Are you not concerned by Beatlemania -style hysterical crowds crongregating on youβ¦'}
An instance from irony
config:
{'label': 1, 'text': 'seeing ppl walking w/ crutches makes me really excited for the next 3 weeks of my life'}
An instance from offensive
config:
{'label': 0, 'text': '@user Bono... who cares. Soon people will understand that they gain nothing from following a phony celebrity. Become a Leader of your people instead or help and support your fellow countrymen.'}
An instance from sentiment
config:
{'label': 2, 'text': '"QT @user In the original draft of the 7th book, Remus Lupin survived the Battle of Hogwarts. #HappyBirthdayRemusLupin"'}
An instance from stance_abortion
config:
{'label': 1, 'text': 'we remind ourselves that love means to be willing to give until it hurts - Mother Teresa'}
An instance from stance_atheism
config:
{'label': 1, 'text': '@user Bless Almighty God, Almighty Holy Spirit and the Messiah. #SemST'}
An instance from stance_climate
config:
{'label': 0, 'text': 'Why Is The Pope Upset? via @user #UnzippedTruth #PopeFrancis #SemST'}
An instance from stance_feminist
config:
{'label': 1, 'text': "@user @user is the UK's answer to @user and @user #GamerGate #SemST"}
An instance from stance_hillary
config:
{'label': 1, 'text': "If a man demanded staff to get him an ice tea he'd be called a sexists elitist pig.. Oink oink #Hillary #SemST"}
Data Fields
For emoji
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: β€1
: π2
: π3
: π4
: π₯5
: π6
: π7
: β¨8
: π9
: π10
: π·11
: πΊπΈ12
: β13
: π14
: π15
: π―16
: π17
: π18
: πΈ19
: π
For emotion
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: anger1
: joy2
: optimism3
: sadness
For hate
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: non-hate1
: hate
For irony
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: non_irony1
: irony
For offensive
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: non-offensive1
: offensive
For sentiment
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: negative1
: neutral2
: positive
For stance_abortion
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: none1
: against2
: favor
For stance_atheism
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: none1
: against2
: favor
For stance_climate
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: none1
: against2
: favor
For stance_feminist
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: none1
: against2
: favor
For stance_hillary
config:
text
: astring
feature containing the tweet.label
: anint
classification label with the following mapping:0
: none1
: against2
: favor
Data Splits
name | train | validation | test |
---|---|---|---|
emoji | 45000 | 5000 | 50000 |
emotion | 3257 | 374 | 1421 |
hate | 9000 | 1000 | 2970 |
irony | 2862 | 955 | 784 |
offensive | 11916 | 1324 | 860 |
sentiment | 45615 | 2000 | 12284 |
stance_abortion | 587 | 66 | 280 |
stance_atheism | 461 | 52 | 220 |
stance_climate | 355 | 40 | 169 |
stance_feminist | 597 | 67 | 285 |
stance_hillary | 620 | 69 | 295 |
Dataset Creation
Curation Rationale
[Needs More Information]
Source Data
Initial Data Collection and Normalization
[Needs More Information]
Who are the source language producers?
[Needs More Information]
Annotations
Annotation process
[Needs More Information]
Who are the annotators?
[Needs More Information]
Personal and Sensitive Information
[Needs More Information]
Considerations for Using the Data
Social Impact of Dataset
[Needs More Information]
Discussion of Biases
[Needs More Information]
Other Known Limitations
[Needs More Information]
Additional Information
Dataset Curators
Francesco Barbieri, Jose Camacho-Collados, Luis Espiinosa-Anke and Leonardo Neves through Cardiff NLP.
Licensing Information
This is not a single dataset, therefore each subset has its own license (the collection itself does not have additional restrictions).
All of the datasets require complying with Twitter Terms Of Service and Twitter API Terms Of Service
Additionally the license are:
- emoji: Undefined
- emotion(EmoInt): Undefined
- hate (HateEval): Need permission here
- irony: Undefined
- Offensive: Undefined
- Sentiment: Creative Commons Attribution 3.0 Unported License
- Stance: Undefined
Citation Information
@inproceedings{barbieri2020tweeteval,
title={{TweetEval:Unified Benchmark and Comparative Evaluation for Tweet Classification}},
author={Barbieri, Francesco and Camacho-Collados, Jose and Espinosa-Anke, Luis and Neves, Leonardo},
booktitle={Proceedings of Findings of EMNLP},
year={2020}
}
If you use any of the TweetEval datasets, please cite their original publications:
Emotion Recognition:
@inproceedings{mohammad2018semeval,
title={Semeval-2018 task 1: Affect in tweets},
author={Mohammad, Saif and Bravo-Marquez, Felipe and Salameh, Mohammad and Kiritchenko, Svetlana},
booktitle={Proceedings of the 12th international workshop on semantic evaluation},
pages={1--17},
year={2018}
}
Emoji Prediction:
@inproceedings{barbieri2018semeval,
title={Semeval 2018 task 2: Multilingual emoji prediction},
author={Barbieri, Francesco and Camacho-Collados, Jose and Ronzano, Francesco and Espinosa-Anke, Luis and
Ballesteros, Miguel and Basile, Valerio and Patti, Viviana and Saggion, Horacio},
booktitle={Proceedings of The 12th International Workshop on Semantic Evaluation},
pages={24--33},
year={2018}
}
Irony Detection:
@inproceedings{van2018semeval,
title={Semeval-2018 task 3: Irony detection in english tweets},
author={Van Hee, Cynthia and Lefever, Els and Hoste, V{\'e}ronique},
booktitle={Proceedings of The 12th International Workshop on Semantic Evaluation},
pages={39--50},
year={2018}
}
Hate Speech Detection:
@inproceedings{basile-etal-2019-semeval,
title = "{S}em{E}val-2019 Task 5: Multilingual Detection of Hate Speech Against Immigrants and Women in {T}witter",
author = "Basile, Valerio and Bosco, Cristina and Fersini, Elisabetta and Nozza, Debora and Patti, Viviana and
Rangel Pardo, Francisco Manuel and Rosso, Paolo and Sanguinetti, Manuela",
booktitle = "Proceedings of the 13th International Workshop on Semantic Evaluation",
year = "2019",
address = "Minneapolis, Minnesota, USA",
publisher = "Association for Computational Linguistics",
url = "https://www.aclweb.org/anthology/S19-2007",
doi = "10.18653/v1/S19-2007",
pages = "54--63"
}
Offensive Language Identification:
@inproceedings{zampieri2019semeval,
title={SemEval-2019 Task 6: Identifying and Categorizing Offensive Language in Social Media (OffensEval)},
author={Zampieri, Marcos and Malmasi, Shervin and Nakov, Preslav and Rosenthal, Sara and Farra, Noura and Kumar, Ritesh},
booktitle={Proceedings of the 13th International Workshop on Semantic Evaluation},
pages={75--86},
year={2019}
}
Sentiment Analysis:
@inproceedings{rosenthal2017semeval,
title={SemEval-2017 task 4: Sentiment analysis in Twitter},
author={Rosenthal, Sara and Farra, Noura and Nakov, Preslav},
booktitle={Proceedings of the 11th international workshop on semantic evaluation (SemEval-2017)},
pages={502--518},
year={2017}
}
Stance Detection:
@inproceedings{mohammad2016semeval,
title={Semeval-2016 task 6: Detecting stance in tweets},
author={Mohammad, Saif and Kiritchenko, Svetlana and Sobhani, Parinaz and Zhu, Xiaodan and Cherry, Colin},
booktitle={Proceedings of the 10th International Workshop on Semantic Evaluation (SemEval-2016)},
pages={31--41},
year={2016}
}
Contributions
Thanks to @gchhablani and @abhishekkrthakur for adding this dataset.
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