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Jalen hurts first drive low key lookin really good but MALCOM COMIN UP W THE BIG STOP! {{USERNAME}}	4
Sometimes The Bad Things That Happen In Our Lives Put Us Directly On The Best Things That Will Ever Happen To Us. IWANTASAP WITH ELLA #ASAPFeelGood \| {{USERNAME}}	3
I request all the country men to give holidays to your servant s who are working at your house, residence, bangalows. By this we can stop spreding of covid19. A work yourself in your houses. For sometime ... {@Narendra Modi@} {@PMO India@}	3
Quicker end than expected. Had a blast {@USA Softball@} with these girls and coaches. Teammates for life! #softball #memories	4
The first #musicofthefuturevideooftheweek is now live featuring {{USERNAME}} and you can watch the full video of #LoneWolf on {{URL}} Watch it,subscribe and follow Also #intuition is dropping on the… {{URL}}	2
Breaking Bad: El Camino s Rotten Tomatoes Score Is Far From Bad {{URL}} #BreakingBad #RottenTomatoes {@Netflix@}	2
Watching Harry Potter and The Prisoner of Azkaban and I want {@Alfonso Cuaron@} to go back and remake all of the other Harry Potter films please.	2
Appreciation tweet for Love In The Air by {@GFRIEND@} . One of their best choreos :3 {{URL}}	2
Leonard Fournette carves up the Chiefs D to make it 28-9 #EDFsports {{USERNAME}} {{USERNAME}} {{USERNAME}} {{USERNAME}} {{USERNAME}}	4
I made sourdough bread! {{USERNAME}} supervised. Also had a little Easter dinner. #baking #easter {{URL}}	3
Aye james harden was hardly on twitter during his rockets stint, went to Nets and was tweeting “Scary Hours” after every win…will he tweet again or will he go back to not being on twitter..lmao {@James Harden@} #NBAPlayoffs #BucksVsNets	4
Chelsea loosing to Leicester at the fA cup final wasn t the saddest event yesterdays. But loosing my jovial uncle, who was a staunch Chelsea fan the same night after the game remains a mysterious nightmare to me. {{USERNAME}} {{USERNAME}} uncle George is gone! RIP u-Geogeee!	4
BTW the spots by {@FOX Sports@} are pushing hard for the Dodgers.... Come on {@Tampa Bay Rays@} get the W and prove you belong!!!!	4
So... no need to go see Bad Boys for Life now, huh {@Joe Budden@}	2
Dear {@Apple@} I dig all the updates, but please stop updating the Podcast app so much.	5
So sad to hear this ...so young and talented may your soul R.I.P {@JuiceWorlddd@}	2
Check out Star Cinema’s offering for the new year Princess DayaReese ! Starring Maymay Entrata and Edward Barber {{URL}} MAYWARD KAPAMILYA 4EVER MAYWARD KAPAMILYA 4EVER MAYWARD KAPAMILYA 4EVER #MayWard #MaymayEntrata {@Maymay@} {@Edward Barber@}	2
Holy Spirit Invades the White House as Worship Leaders Call Upon the Name of Jesus {{URL}} via {{USERNAME}}	0
So, today marks one year since I finished reading A Taste of Honey, the first thing I read for my year of exclusively reading {{USERNAME}} titles. The goal was to read the entire catalog in one year and let me say that my failure to complete the challenge was stupendous.	0
Great Road win today boyzzz!!! Now let’s go back home and get a W against the Chiefs!! Also I hope everything is okay with {{USERNAME}} prayers!!! #OnePride	4
Please check out my new video - How to draw a Queen with a crown {{URL}} via {@YouTube@} #queen #sketch #drawing #cartoon #popart #elearning #remotelearning #color #pencilsketch #crown #red #tutorial #learn #green #cute #easy #yellow #jewels	0
The first round of anti-woke (ie racist) GBNews-supporting companies to boycott are here! {@Crunchy Nut Detectives Bites Division@} {@The National Lottery@} {@OVO Energy@} {@Morrisons@} {@Premier Inn@} {@Cazoo@} {@Amazon co uk@} Did I miss any? {{URL}}	1
⚪️ The #QPRXI of the Decade take centre stage in your New Year s Day edition of Hoops ... All the build-up ahead of #QPRCAR On sale around {{USERNAME}} Stadium Also available digitally	4
Despite the refs and Troy Aikman s absolutely shameless homerism, America s team (the {@Green Bay Packers@} ) beats America s team (everyone s least favorite team, the Cowboys) in front of Rupert Murdoch. My God that feels good. Thank you {@Aaron Jones 3 3@} - tonight was your night.	4
OK {@BBC Strictly@} , I can just about put up with armography but I draw the line at spoonography {@Aljaz Skorjanec@} you have to rein in the -ographies	2
Great big fight feel main event in {@Tessa Blanchard@} v {{USERNAME}} . Tessa s reign full of excellent matches adding to the legacy. Big time cool moment for new champ #wowsuperheroes	4
I can’t sleep until I learn what {@Mark Hamill Mar@} thinks about The Mandalorian. My boyfriend thinks I’m crazy but this is serious.	2
The final game of a four-game series between the Cubs and Reds in Cincinnati has been postponed because of rain. by {{USERNAME}} {{URL}}	4
freeze focused playlist ft. permission to dance {@TOMORROW X TOGETHER@} {@TXT OFFICIAL@} keep streaming {{URL}}	2
RECAP: THE SIMPSONS {@Yeardley Smith@} Talked About How She Booked the Role of Lisa Simpson on STARS IN THE HOUSE {{URL}}	2
yo, {@twenty one pilots@} new song is a cool one. Glad to see them back with new music!	2
Surprise surprise: The Bank of England will issue e-pounds within two years as cash dies out {{URL}} {{USERNAME}}	1
World s oceans at a tipping point, indicates UN s Intergovernmental Panel on #Climate Change report {{URL}} via {@ABC News@}	5
#MapOfTheSoulOne_D1 #MapOfTheSoulOne_D2 this was the best concert I have ever been to ... I’ve never seen bts concert in person but this made me feel like I was part of that ARMY ocean. The performances were incredible. I will never forget this {@BTS_twt@} {{USERNAME}}	2
Hunter S Thompson s favourite songs. Lou Reed and Bob Dylan in there - I like it that Spirit in the Sky, and White Rabbit are in there too. #HunterSThompson {@Bob Dylan@} {@Lou Reed@} {@Sir Rod Stewart@} {{URL}}	2
#NowPlaying Studeo - I ve Loved You From The Start on {{USERNAME}} to submit@bongoboyrecords.com your music #indiemusic {{USERNAME}}	2
#Finland s allowing the flow of tourists into #Lapland. Main road north so full, speed was down to 60kph. Why are many hotels & restaurants still open {@Finnish Government@} , {@Finnish Embassy UK@} , {@THL@} , {@Finnish Institute for Health and Welfare THL@} ? Idiotic to close state facilities and not close for for-pr...	1
Load management has become a big issue for the Clippers early in the season. They re trying to block out the noise, but it s hard when they lose and Kawhi Leonard sits. {@Jovan Buha@} has the story. {{URL}}	4
Jennifer Lopez Reveals Details About Marry Me Soundtrack - Watch! {{URL}} di {@JustJared com@}	2
The #Pirates celebrating the 50th anniversary of that 1971 World Series team had one of those games tonight. One of those games that get put into top 10 lists on . {{USERNAME}} it was incredible to witness and almost surreal. In a difficult season these games make summer fun!	4
Seems like a good movie night, sitting down to watch The Little Things on {@HBO Max@} . Denzel is definitely one of the best actors I ve ever seen, so I ll always give his movies a shot. Having Rami Malek and Jared Leto doesn t hire either	2
. {{USERNAME}} hey mate I m not sure who you made you upset but I would like to apologise. my uncle knows the head brewmaster behind young henry s so if you drop on by to the brewery after lockdown I ll shout you a couple of beers hope all is well keep yourself safe	3
Super Duper Sunday. Will England be able to revenge the loss against Croatia in the semi-finals of the FIFA World Cup 2018. A repeat of the FIFA World Cup 2018 Semi- Finals. #ENG #CRO {{USERNAME}} {{USERNAME}} {{USERNAME}} {{USERNAME}} {@Sony Sports@} #euroinhindi #EURO2020	4
⚽️ This afternoon we have our first League game of the season ⚽️ Sunday 8th September 2019. ⚽️ {{USERNAME}} Vs {{USERNAME}} SWRWFL - Northern Division The Field, Almondsbury, Bristol, BS32 4AA. 2PM #WeAreBoco #comeandshowyoursupport	4
There is a fake {@Roger Federer Fdn@} account around! watch out! h/t {{USERNAME}} (at rogerfederefdn)	4
seungmin finished, i hope he rest well #StrayKidsComeback {@Stray Kids@} all of you rest well, eat well, drink water!	2
Cinnamon buns or coffee to stay, to go, or delivery via {{USERNAME}} , we got you covered. The Super Bowl doesn’t start till like 3, no excuses. @ Rustic Reel Brewing Co. {{URL}}	4
Massive Tropical Storm Cristobal Bringing Flooding Rains, Storm Surge Threat To Millions Along The Gu... via {@Forbes@} {{URL}}	5
Please as if {@Shane Dawson@} put Perrie Edwards AND Harry Styles in his new video	2
Taeyong Mark Lucas ! You guys really work hard! I ll wait patiently your comeback i love you guys! {@NCT 127@} {@WayV@}	3
Ha! Power just went out for the {@Los Angeles Angels@} @ {@Los Angeles Dodgers@} game. Yesterday, it was the fire alarm.	4
Anybody going to see {@IDK@} at Rolling Loud tomorrow? (If you do please tags us in your videos and we’ll love you forever.)	2
So thankful for {{USERNAME}} He’s the king of HYPE!! #jlofest	2
Massive WELL DONE to BSLFC Reserves today in their Friendly winning a smashing 15-0. Goals and assists: Stacey @AbiRigler ⚽️⚽️⚽️ Sam ⚽️ Chelsea ⚽️⚽️ Rocket ⚽️ {{USERNAME}} ⚽️ Lauren ⚽️⚽️ Becky ⚽️⚽️ Doxa ⚽️ Kim ⚽️ Debs ⚽️ LEAGUE GAME NEXT WEEK {@Hampshire FA@}	4
⏱️FULL TIME. Yet another victory for Leicester, goals from Söyüncü s and Vardy proving the difference. The Foxes now move up to third in the Premier League ⚽️ {@Crystal Palace F C@} 0-2 {@Leicester City@} #CRYLEI Listeners outside the UK and EU can hear live match commentary at {{URL}}	4
REQUEST {@ARASHI@} {@MTV@} #FridayLivestream ARASHI / Party Starters / Do you...? / Whenever You Call / 声 / Dive into the future / IN THE SUMMER / The Music Never Ends / This is 嵐 a067	2
Tyson Fury serenades crowd with American Pie after beating Deontay Wilder {{URL}} via {@New York Post Sports@}	4
Jump-starting the fight against climate change: The courts - Bulletin of the Atomic Scientists {{URL}} via {{USERNAME}}	5
ICYMI: {{USERNAME}} joined The Wendy s Big Show with {@Gary Ellerson@} and {@leroy butler@} to talk Packers and Bucs and told us where he ranks the Packers among the best teams in the NFL Listen For FREE: {{URL}}	4
Oh and BTW, I m pledging my allegiance to {@Dallas Renegades@} for the XFL. #RaisingHell	4
Tune in LIVE at 12:00pm ET for The Ice Guys {{USERNAME}} NHL hockey betting show presented by the {{USERNAME}} as the Ice Guys crew analyze the Sunday NHL betting card Be sure to subscribe to the Ice Guys YouTube channel and watch the show here {{URL}}	4
Photographer {{USERNAME}} grew up in Hong Kong and has documented nearly every protest in the city over the past five months. {{URL}}	1
Check out Living With the Dead Kelley Armstrong Hardcover w/jacket Paranormal Fantasy {{URL}} via {{USERNAME}}	0
#HRHquotes Phil Hill of {{USERNAME}} about the band s 2020 album Through Hell And Back: The sound got bigger, the chemistry between us got stronger and the songwriting is more mature and introspective than before. {{URL}}	2
Hi My RCB team, {@Virat Kohli@} RCB is been great this year the problem is consistency and dependency on Kohli and AB playing 11 with batting order- 1. Paddikal 2. Finch 3. Kohli 4. Gurukeerath Mann 5. ABD 6.Negi/Dube 7.Chris Morris 8.Sundar 9. Isuru Udana 10. Chahal 11 Saini	4
Anthony Joshua regain his title as the heavyweight champion after he won Andy Ruiz Jr (Photos) {{URL}} {{USERNAME}} #UpdateBlog24	4
I couldn’t count how many times moos have to see false accusations towards the girls...‍♀️Ants trying to bring us down 24/7 but we’re strong enough to deal with that APOLOGIZE TO MAMAMOO {@MAMAMOO@} #MAMAMOO #마마무 #APOLOGIZETOMAMAMOO	2
i don’t know how but in a week i’ve gone from never having heard of {@Olivia Rodrigo@} to now having an intense feeling of what can only be described as maternal fondness and absolute adoration. anyway stream drivers license	2
Fans: Harry Styles covering Temporary Fix or Take Me to Church - Sign the Petition! {{URL}} via {@Change org@}	2
Two more W’s today and the u-19 Breakers head to the State Championship finals vs the {{USERNAME}} . Great game, tickets almost sold out! {{USERNAME}} {{USERNAME}} {{USERNAME}} {{USERNAME}}	4
Power Book II: Ghost #FiveFlames #PowerGhost Also the closing trailer for the upcoming episodes pulls you right in. {{USERNAME}} {@Power Book II Ghost@}	2
aha you wanna sub to my YouTube channel {{USERNAME}} so bad I m gonna be posting an animatic sometime in the near future so please go and do that if you re interested !!♥️	2
Woke up today and found out I have enough followers on {@Twitch@} to get affiliated! Just need to get those average viewers up! I’ll be live with more God of War after I feed myself and wake up fully. See y’all soon!	4
Stunned CHEQUEBOOK Fraud Manager Pep Fraudiola Did Not Say A WORD To His Players After City Crashed Out The Champions League Against Lyon & Didn t Even Go In The Dressing Room After The Match, Reveals Oleksandr Zinchenko {{URL}} via {@MailOnline Sport@}	4
Any merit to the Bills going for 2 after the Beasley TD to go down 5 or 7 to keep it one possession if the chiefs happened to go down the field and get a FG? {{USERNAME}}	4
Why is the media controlling the country they choose the narrative, we can go out, we can be safe the sooner people realise the media are the problem the better. Big Brother is watching you. {@Good Morning Britain@} {@BBC Breakfast@} {@Sky News@}	2
<strong>26 Ways I Can Do More to Support the Black Lives Matter Movement</strong> {{URL}} via {{USERNAME}}	0
Dear sister, dear brother, even if in your heart you have buried hope, do not give up: God is greater. Darkness and death do not have the last word. Be strong, for with God nothing is lost! Pope Francis s Easter Vigil Homily - {@Vatican News@} {@Pope Francis@} {{URL}}	3
Super cute book! What is not to love about the title! Book totally reminds me of the King Who Reined series by Fred Gwynn from years ago. Thanks to {@NetGalley@} for the eARC. Would totally love a hard copy for the… {{URL}}	0
A fantastic game with {{USERNAME}} u/9 girls yesterday, a great advert for girls football 25 present {@Essex County FA@} , thank you to Ryman for bringing the Colebrook girls over and im sure this will be a regular fixture vs ⚫️⚽️ {{USERNAME}} {{USERNAME}} {{USERNAME}}	4
Vietnam has shown an astonishing ability to increase rooftop capacity by 9.3GW in just the second half of 2020. Exactly the same demand exists in SA, writes Peter Attard Montalto, head of capital markets research at Intellidex, in his {@Business Day@} column. {{URL}}	1
THE ENTIRE cast of #LoveVictor is coming back to me. LIKE TOGETHER? I get to keep seeing {@Michael Cimino@} as victor and portray what I feel is my story. this show and the cast means everything to me. I love you guys and I love you {@Love Victor@}	2
. {@Liam@} ’s new music video for #Sunshine has officially surpassed 500K views in 24 hours! ☀️ Watch the video here: {{URL}}	2
Kamaru Usman rolls through Jorge Masvidal to retain title at UFC 251 {{URL}} via {@Yahoo@} that was what he had to do to will step on feet grab hold on he didn’t do that with Colby. No snap in masvidals punch but Usman is a bigger man maybe that’s why run it back.	4
YES! {@Dustin Johnson@} has won the Masters! Breaking records in the process. #themasters	4
start the 20-21 school year off POSITIVE! let’s start a thread of all the good things this year has to offer... i’ll start- you all have the same lunch period as your friends! be sure to facetime each other at 12:05 i tag the queen of OB positivity {{USERNAME}} ⚔️	3
“My father was an electrician and I was his first big shock. That’s why {@Jerry Lawler@} is the GOAT.	3
#Win a LEGO Stationery Prize Pk! The 8-pack brick-shaped erasers are fun for LEGO lovers, student s school supplies, a nostalgic desk statement at the office, or just a creative and colorful way to erase mistakes! {{USERNAME}} Can 6/19 {{URL}} #afol	1
I grew up in Canterlot {{USERNAME}} . But now I live in Ponyville and I have made a lot of friends there.	3
Any wrestlers have zip up or hoodies out yet? Hey {{USERNAME}} what’s the link to your hoodies?	4
So {@Netflix@} cancelled Santa Clarita diet but is giving the hype house a show??? Make it make sense	2
I’m really hoping to hear a full {@TINASHE 333@} and {@KAYTRA@} project (album or EP) down the line, if “The Worst In Me” is an indication of anything, I think it could be really good.	2
A great read from {@Brian Hoxsey@} (with some great pics from {{USERNAME}} to boot!) on {@Michael Hermosillo@} ‘s season to this point, his two-hit game Sunday vs the {@Chicago White Sox@} and his goals for the rest of the season and beyond with the {@Los Angeles Angels@} ... {{URL}}	4
Deontay Wilder vs Tyson Fury 2 Full Fight 02/22/20 {{URL}} via {@YouTube@}	4
{{URL}} presents {{USERNAME}} at the venue for Prog in the Park 2.0 {{URL}} via {@YouTube@} Don t just take my word about how braw {@Fife Council@} The Glen Pavilion is {{USERNAME}}	2
Bank account: $1,400 stimmy hits Me to {@Katsuhiro Harada@} : “bring me the queen of the iron fist”	2
Supporting NitroEx Exchange for my own Future. NitroEx for all the people of the future. #NitroEx #NitroExForMyFuture {{USERNAME}} {{USERNAME}} {{USERNAME}}	1
The {@Cleveland Browns@} are 1 of 8 teams that could win the SUPER BOWL. That is all. #NFLPlayoffs #BrownsTwitter	4
Late as always, but here is {{USERNAME}} s and my take on the Ravens win over the Cowboys, the matchup with the Browns, and I throw shade at...myself? Plus a look at the AFC playoff picture. That and more on The Football Frenzy! {{URL}}	4
ayyy may epal AHHAHAH MORISSETTE NEW MUSIC {{USERNAME}} LYS TEASER RELEASE	2

End of preview. Expand in Data Studio

Dataset used in the paper:

A thorough benchmark of automatic text classification From traditional approaches to large language models

https://github.com/waashk/atcBench

To guarantee the reproducibility of the obtained results, the dataset and its respective CV train-test partitions is available here.

Each dataset contains the following files:

data.parquet: pandas DataFrame with texts and associated encoded labels for each document.
split_<k>.pkl: pandas DataFrame with k-cross validation partition.
For each fold <k>:
- train_fold_<k>.parquet: pandas DataFrame with texts and associated encoded labels for each document on the training split k (according to split_<k>.pkl)
- train_fold_<k>.parquet: pandas DataFrame with texts and associated encoded labels for each document on the testing split k (according to split_<k>.pkl)

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