Datasets:

kendx
/

NLP-ADBench

text stringlengths 1 39.7k	original_task stringclasses 8 values	original_label stringclasses 35 values
LONDON The stage filled with women in Princess Diana masks, smashing VHS cassettes with hammers. A dancer wove her way through a bar, muttering about kittens. A figure wrapped in a filthy comforter emerged from a tent, crawling among clubbers dressed in fetish gear. Welcome to The Yard: London's only theater slash nigh...	N24News: A New Dataset for Multimodal News Classification	Theater
When Julian Olidort returned to his Manhattan office after a business trip to Israel five years ago, he said his first priority was "to assemble a team of co workers" to assist in the delicate handling of a once in a lifetime opportunity that emerged 6,000 miles away in Jerusalem and Tel Aviv. It was an investment he w...	N24News: A New Dataset for Multimodal News Classification	Fashion & Style
Josh Lindblom, a pitcher for the Milwaukee Brewers, was not expecting a lot last weekend when he turned on his television looking for sports. But what he found was a bit much. "They had two guys on there playing Tetris against each other," Lindblom said, laughing. But now, American sports fans starved for live games ma...	N24News: A New Dataset for Multimodal News Classification	Sports
ONE LONG RIVER OF SONG Notes on Wonder By Brian Doyle If you are in love with language, here is how you will read Brian Doyle's posthumous collection of essays: by underlining sentences and double underlining other sentences; by sometimes shading in the space between the two sets of lines so as to create a kind of D.I....	N24News: A New Dataset for Multimodal News Classification	Books
Sharon Tate, the tragic ingenue who epitomized the breezy Hollywood style of the late 1960s, has been gone for nearly five decades, but these days she seems anything but dead. With the approach of the 50th anniversary of her gruesome 1969 murder at the hands of the Manson family, which to many symbolized the end of the...	N24News: A New Dataset for Multimodal News Classification	Style
The Aman Spa at the Connaught hotel in London, part of the Maybourne Hotel Group, is such a proponent of the benefits of meditation that it is opening its doors to the public for the first time with free 20 minute classes every weekday. The sessions are held at 1 p.m. in a treatment room at the spa and are limited to e...	N24News: A New Dataset for Multimodal News Classification	Travel
Not since the invention of penicillin, or maybe even Play Doh, has an accidental discovery been as epic as the revelation that the Academy Awards show doesn't need a host. Just visualize it: No host. O.K., not a great visual but it's only TV. Blind luck has often played a role in world changing breakthroughs and, in th...	N24News: A New Dataset for Multimodal News Classification	Movies
People of all ages fell for the cute gnome like alien at the center of Steven Spielberg's 1982 movie "E.T. the Extra Terrestrial." But some fell extra hard; Katherine Bernhardt, who turned 7 the year the movie premiered, was smitten enough to paint portraits of E.T. in art school. In her latest show, "Done with Xanax,"...	N24News: A New Dataset for Multimodal News Classification	Art & Design
LONDON This year's Oscar nominations have generated little controversy, with one exception: "Detainment," named in the best live action short category, an accolade that has offended many in Britain. On Wednesday, The Daily Mirror called the film's nomination an "Oscars insult." "'Hang your head in shame, Hollywood ... ...	N24News: A New Dataset for Multimodal News Classification	Movies
For some publishers unsettled by a fast changing online advertising business, sponsored content has provided much needed relief. In recent years, publications large and small have invested in teams to make sponsored content written stories, videos or podcasts that look and feel like journalistic content hoping to make ...	N24News: A New Dataset for Multimodal News Classification	Media
A California judge has ordered the ailing 92 year old media mogul Sumner M. Redstone to undergo a medical examination, a major development in the continuing legal battle over his mental competence. In a tentative ruling on Friday, Judge David J. Cowan of the Los Angeles County Superior Court granted permission for a do...	N24News: A New Dataset for Multimodal News Classification	Media
A woman with a roll of toilet paper around her neck. A man with lettuce on his head, bare chested in a sheet, delicately holding a large goblet of red wine. A child with small lilac angel wings posed atop a mound of again toilet paper, with siblings and parents looking on in the background. For weeks, people have been ...	N24News: A New Dataset for Multimodal News Classification	Style
Regulators on four continents are preparing for a long awaited showdown with Facebook, after years of disinterest and half steps. They largely have the same goal: changing the social media company's behavior. Figuring out how is the hard part. Members of the Federal Trade Commission in the United States are weighing wh...	N24News: A New Dataset for Multimodal News Classification	Technology
The story of the striving, first generation kid made good is a familiar one; Alvarez makes his ache. He excels in honors classes and is aware from a young age of a yearning to free his mother from "the assault of the fruit industry." To do so, he knows he must outrun his geography a metaphor he comes to embrace literal...	N24News: A New Dataset for Multimodal News Classification	Books
Richard Easton, left, and Robert Sean Leonard in Tom Stoppard's "The Invention of Love" at the Lyceum Theater in New York in 2001. Mr. Easton, who won a Tony for his performance, played A.E. Housman as an old man; Mr. Leonard played the youthful version. Richard Easton, whose frequent appearances on Broadway across 50 ...	N24News: A New Dataset for Multimodal News Classification	Theater
Ryan Hunter Reay made a breathtaking pass of Helio Castroneves with one lap to go and held on to win Sunday in one of the closest and fastest Indianapolis 500 races ever. Hunter Reay's victory margin of 0.06 second denied Castroneves a fourth victory in the 500 mile race. The winner's average speed of 186.563 miles per...	N24News: A New Dataset for Multimodal News Classification	Automobiles
As tomato growers in Florida and some other states fight a 16 year old agreement that they contend allows farmers in Mexico to export tomatoes at a price below their costs, the Mexican farmers are finding allies in the United States. The trade dispute highlights the network of interlocking interests between the countri...	N24News: A New Dataset for Multimodal News Classification	Global Business
BOSTON "Matisse in the Studio." An exploration of this path blazing artist's creativity unites 36 paintings and 50 other artworks with the textiles, pitchers, masks and other objects he displayed as inspiration. April 9 through July 9. Museum of Fine Arts, 465 Huntington Avenue; 617 267 9300, mfa.org. BOSTON "Dana Schu...	N24News: A New Dataset for Multimodal News Classification	Art & Design
Two hours before the W.W.E. Live Road to WrestleMania took over Madison Square Garden last month, John Cena, its star wrestler, burst into a backstage room. Stopping only for a quick handshake and amiable greeting ("Grab a seat! Let's talk!"), he sat before a stack of self portraits, grabbed a Sharpie and began feveris...	N24News: A New Dataset for Multimodal News Classification	Style
For the many feminist critics who have excoriated Ted Hughes's treatment of his first wife, Sylvia Plath, there was poetic justice of a sort in the auction of the poets' belongings by their daughter, Frieda Hughes, at Bonhams in London in March. Ms. Plath's lots, which included clothes, jewelry and childhood drawings, ...	N24News: A New Dataset for Multimodal News Classification	Style
Brooklyn's real estate market continued its ascent in the fourth quarter of 2017, even as the markets in Manhattan and surrounding areas stumbled, according to recent industry reports. The median sales price in Brooklyn rose to 770,000, up 2.7 percent from a year earlier, the third highest price ever recorded in the bo...	N24News: A New Dataset for Multimodal News Classification	Real Estate
NASA has urged spectators to stay away from the Kennedy Space Center for Wednesday's SpaceX launch to limit the spread of the coronavirus. But officials from cities and counties around the launch site, an area known as Florida's Space Coast, are expecting large crowds to gather to watch the country's first astronaut la...	N24News: A New Dataset for Multimodal News Classification	Health
The first thing a visitor to Suerte might notice after opening the menu is a section cheekily titled "Vitamin T" a collection of the restaurant's takes on a variety of regional Mexican classics: tacos, tostadas, tamales, tlacoyos. But those dishes have something in common that could have resulted in a "Vitamin M" secti...	N24News: A New Dataset for Multimodal News Classification	Travel
WASHINGTON When it comes to regulating Facebook, Congress is in over its head. But does that matter? This week's marathon testimony by Mark Zuckerberg, the social network's chief executive, revealed the limited understanding many lawmakers have of what Facebook is and how it works. Members of Congress came with a mixed...	N24News: A New Dataset for Multimodal News Classification	Technology
THE FAVOURITE (2018) Stream on HBO Now and HBO Go; rent on Amazon, Google Play, Vudu and YouTube. Emma Stone, Rachel Weisz and Olivia Colman star in this unsettling, darkly comedic drama set in 18th century Britain. Queen Anne (Colman) is neurotic, self pitying and in failing health, yet is wildly spirited. She finds a...	N24News: A New Dataset for Multimodal News Classification	Television
PARIS European Aeronautic Defense and Space, the parent company of Airbus, said Friday that buyers of its A400M military transport plane had agreed to a 10 percent price increase, a measure that will help cover substantial cost overruns and allow the troubled project to continue. The company said the seven European gov...	N24News: A New Dataset for Multimodal News Classification	Global Business
In the first bars of Webern's arrangement of "Tranenregen," a clarinet solo answered by an oboe vividly renders the two lovers sitting by a stream who become the subject of the song. In "Des Fischers Liebesgluck," in a 2015 arrangement by Alexander Schmalcz, a plaintive theme is picked up by different instruments. When...	N24News: A New Dataset for Multimodal News Classification	Music
The pigs, all 14 of them, are doing fine. Considering they'd been retrofitted with bone grown in a laboratory, that came as a pleasant surprise. "The pigs woke up, and a half hour later they were eating," said Gordana Vunjak Novakovic, a professor of biomedical engineering at Columbia University. "We thought they would...	N24News: A New Dataset for Multimodal News Classification	Science
The Coen Brothers film "Fargo" ends, touchingly, with Marge Gunderson, the small town police chief played by Frances McDormand, talking to a criminal sitting in the back of her squad car (Peter Stormare). She had never witnessed the kind of violence that he and other men have perpetuated, and the events have shaken her...	N24News: A New Dataset for Multimodal News Classification	Television
Roseanne Barr has been a main attraction in ABC's annual presentations to advertisers the last two years. What It Was Like to Work on 'Roseanne' It was an incredibly exciting time to be a writer on "Roseanne." The revived ABC sitcom was the No. 1 new show in the country, delivering an audience that network television h...	N24News: A New Dataset for Multimodal News Classification	Media
In interviews with The New York Times after Mr. Amato's resignation, five current or former Billboard employees described an environment in which corporate meddling in editorial decisions was not limited to the coverage of Mr. Walk. Now Ms. Karp has a chance to set things right at the leading trade music publication. "...	N24News: A New Dataset for Multimodal News Classification	Media
Ever since the race to develop a coronavirus vaccine began last spring, upbeat announcements were stalked by ominous polls: No matter how encouraging the news, growing numbers of people said they would refuse to get the shot. The time frame was dangerously accelerated, many people warned. The vaccine was a scam from Bi...	N24News: A New Dataset for Multimodal News Classification	Health
At the Dance for George in Harlem on Sunday the mood alternated between euphoric and somber. As protesters streamed through the streets of New York on Sunday afternoon, one group's chants of "Black lives matter!" and "No justice, no peace!" gave way to a sound more often heard at weddings and block parties. On 125th St...	N24News: A New Dataset for Multimodal News Classification	Dance
If, between now and Sunday, you're crossing one of the plazas at Lincoln Center exiting a matinee of "My Fair Lady," say, or a Dance Theater of Harlem show and you notice some especially bold public displays of affection, don't be shocked. You've likely happened upon a performance of "Pop Up Duets (fragments of love)."...	N24News: A New Dataset for Multimodal News Classification	Dance
The irony is not lost on Ian Wardropper, the director of the Frick Collection: The very gated garden that upended the museum's previous attempt to renovate its 1914 Gilded Age mansion is now the centerpiece of its revised design. In 2015, preservationists, designers, critics and architects successfully opposed the Fric...	N24News: A New Dataset for Multimodal News Classification	Art & Design
I'm a Doctor in Italy. We Have Never Seen Anything Like This. MILAN None of us have ever experienced a tragedy like it. We know how to respond to road accidents, train derailments, even earthquakes. But a virus that has killed so many, which gets worse with each passing day and for which a cure or even containment seem...	N24News: A New Dataset for Multimodal News Classification	Opinion
WASHINGTON Move over, millennials. The centenarians are coming. The number of Americans age 100 and older those born during Woodrow Wilson's administration and earlier is up by 44 percent since 2000, federal health officials reported Thursday. There were 72,197 of them in 2014, up from 50,281 in 2000, according to the ...	N24News: A New Dataset for Multimodal News Classification	Health
In "Healing Wars," which draws parallels between the American Civil War and the wars in Iraq and Afghanistan, she incorporates movement, storytelling, music, digital projections even flying hospital beds above the stage. Behind is an area that theatergoers will visit en route to their seats and where they will come int...	N24News: A New Dataset for Multimodal News Classification	Dance
Revolution has come to Bucharest, and a society has exploded into shards. A multitude of writhing, flailing, falling bodies fills the screen during the climax of the second act of Ashley Tata's fervently inventive new streaming version of Caryl Churchill's "Mad Forest," a coproduction of Theater for a New Audience and ...	N24News: A New Dataset for Multimodal News Classification	Theater

End of preview. Expand in Data Studio

NLP-ADBench: NLP Anomaly Detection Benchmark

Links

Paper: https://arxiv.org/abs/2412.04784

Repository: https://github.com/USC-FORTIS/NLP-ADBench

Citation

If you use NLP-ADBench in your research, please cite our paper:

@misc{li2025nlpadbenchnlpanomalydetection,
      title={NLP-ADBench: NLP Anomaly Detection Benchmark}, 
      author={Yuangang Li and Jiaqi Li and Zhuo Xiao and Tiankai Yang and Yi Nian and Xiyang Hu and Yue Zhao},
      year={2025},
      eprint={2412.04784},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2412.04784}, 
}

Downloads last month: 94

Paper for kendx/NLP-ADBench

NLP-ADBench: NLP Anomaly Detection Benchmark

Paper • 2412.04784 • Published Dec 6, 2024