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"Irish Claim 2nd Title","Notre Dame goalkeeper Erika Bohn seals the Irish's second NCAA championship with a save in penalty kicks to lift them to a 4-3 victory over North Carolina on Sunday." | 1 |
"Court rules for BC in flap over exit fee","Boston College cleared a major legal hurdle in its bid to join the Atlantic Coast Conference yesterday when a Massachusetts Superior Court judge issued summary judgment in favor of the school's attempt to depart the Big East next July under the old provisions of the conferenc... | 1 |
"Scientific Method Man","Gordon Rugg cracked the 400-year-old mystery of the Voynich manuscript. Next up: everything from Alzheimer's to the origins of the universe. By Joseph D'Agnese from Wired magazine." | 3 |
"Money From Salvadoran Immigrants Aids Farming Cooperative Back Home","SAN PEDRO MASAHUAT, El Salvador -- Marta Sonia Ayala hunched over a metal table in a room that resembles a large restaurant kitchen, scooping heaps of a light brown powder into plastic bags. Later, she placed the bags of <em>frijolito</em&g... | 2 |
"U.S. Pounds Falluja Diehards, Violence in North"," FALLUJA, Iraq (Reuters) - U.S. artillery pummelled Falluja on Wednesday and troops hunted guerrillas still fighting days after Washington said its offensive had destroyed rebel control of the Sunni Muslim city west of Baghdad." | 0 |
"Roon at the top - hat-trick hero Wayne makes dazzling United debut","WAYNE ROONEY launched himself into the footballing stratosphere with a debut hat-trick at Old Trafford last night. On this evidence, Sir Alex Ferguson would have made a wise investment if he had spent the " | 1 |
"Indonesia steps up clamp on militants","JAKARTA: Indonesian police said yesterday they had redoubled efforts to track militants blamed for a suicide car bomb attack on the Australian embassy, and released video recordings of the powerful blast." | 0 |
"Friendly Audience for Hamm","aul Hamm was no longer in Athens last night but instead was on the set of quot;Late Show With David Letterman quot; carrying his three Olympic medals." | 1 |
"Hurricane Jeanne Continues to Ravage Fla.","MELBOURNE, Fla. - Hurricane Jeanne tore a fresh path of destruction and despair as it continued its march up storm-ravaged Florida, where the fourth major hurricane in six weeks shut down much of the state and prompted recovery plans on a scale never before seen in the natio... | 0 |
"Fed minutes show dissent over inflation (USATODAY.com)","USATODAY.com - Retail sales bounced back a bit in July, and new claims for jobless benefits fell last week, the government said Thursday, indicating the economy is improving from a midsummer slump." | 2 |
"XM Satellite Radio to Begin Broadcasting on Web","XM Satellite Radio Holdings Inc. (XMSR) will soon begin broadcasting some of its stations to subscribers over the Internet, fresh on the heels of the company's discontinuation of a receiver for PCs that some users used to circumvent the music industry's crackdown on il... | 3 |
"BT And Blueprint Jointly Develop Innovative Music Distribution <b>...</b>","In yet another move in the legitimate digital music market, BT and Blueprint have jointly developed a new service based on Blueprints Open Royalty Gateway (ORG) and Song Centre software that allows copyright holders to take more co... | 3 |
"Yahoo! awards world #39;s best cybercafes","London, September 1: A San Francisco laundromat may be the one of the world #39;s most unusual places to surf the Internet but a sleek club on Moscow #39;s Red Square is definitely the sleekest, according to a Yahoo!" | 3 |
"Dollar Dips Against Most Major Currencies"," NEW YORK (Reuters) - The dollar dipped against most major currencies on Wednesday after mixed data on U.S. durable goods orders and weaker-than-expected new home sales did little to brighten the U.S. economic outlook." | 2 |
"Sunday #39;s NFL Capsules","Philadelphia won a fourth consecutive NFC East title as Brian Westbrook scored two touchdowns Sunday and the Eagles #39; defense made life miserable for Eli Manning in a 27-6 victory over New York." | 1 |
"Some Retailers Offering Online Rebates","The rebate check is no longer a reward reserved for penny-pinchers with an abundance of paperwork skills and patience. Paperless, online rebates are finally gaining momentum in retail, an industry that has long offered customers electronic options for virtually every other type... | 3 |
"Something #39;s a little fishy about PETA #39;s priorities","News Item: NASA #39;s Cassini-Huygens spacecraft to broadcast French rock #39;n #39; roll as it approaches Saturn #39;s moon Titan." | 3 |
"Whistling Straits Proves It's Major League","Whistling Straits has received magnificent reviews during the P.G.A. Championship, which is currently in a three-man playoff between Justin Leonard, Vijay Singh and Chris DiMarco." | 1 |
"Suicide Bomber Targets Baghdad Police","BAGHDAD, Iraq - A suicide attacker detonated a car bomb by police on a Baghdad bridge, and U.S. troops foiled a second suicide vehicle bombing in attacks Friday that killed at least five people and wounding at least 21..." | 0 |
"Dinosaurs May Have Been Doting Parents -Report (Reuters)","Reuters - Dinosaurs may not all have been the\terrifying creatures portrayed in blockbuster films but could\have had a more caring, loving nature." | 3 |
"Study: Supercomputer clusters shortchange security","Group says popular technique threatens U.S. security by sidelining other approaches more suited to decryption and the like.\<br /> Photo: IBM's unusual design\<br /> Photos: The fastest computer on Earth--for now\" | 3 |
"US Airways: Workers should not count on pension","US Airways lawyers told a federal bankruptcy judge here Thursday that the carrier can #39;t afford to maintain its current pension plans." | 2 |
"Fannie Mae Target of Criminal Probe","Federal prosecutors in Washington, DC, have opened an investigation into possible wrongdoing at mortgage giant Fannie Mae, just days after regulators accused the company " | 2 |
"U.S. Crude Sets New Record #36;47 a Barrel (Reuters)","Reuters - U.S. oil futures set a new record #36;47.01\a barrel on Wednesday after a new threat against Iraq's oil\sector by rebel Shi'ite militia. U.S. crude traded up 26 cents\to set a new high in the 21-year history of the New York\Mercantile Exchange contrac... | 2 |
"Plenty of Flaws Among the Facts","President Bush and Sen. John F. Kerry disagreed vigorously last night as they tossed out plenty of numbers, and both demonstrated a talent for relying on facts and assertions of questionable origin." | 0 |
"CORRECTED: N.Korea Blast Cause Unclear But Many Theories","(Corrects dates: in paragraphs 4, 9 and 16 ...Sept... instead of ...Aug... and in paragraph 7...Sept. 8 to 9...instead of...Aug. 2 to 3.)." | 0 |
"Major ankle op for Thomas","Chicago White Sos slugger Frank Thomas could miss the start of next season after undergoing surgery on his left ankle. The 36-year-old, nicknamed quot;Big Hurt quot;, had debris removed from the joint, underwent a " | 1 |
"Cognos buys Sweden #39;s Frango for US\$52.2M","Ottawa #39;s Cognos Inc. announced a US\$52.2-million deal on Tuesday to acquire a Swedish maker of financial reporting software. Cognos said it will acquire Stockholm " | 2 |
"France Seeks Return of Reporters in Iraq Amid Headscarf Threat","The French government demanded the release of two journalists kidnapped in Iraq by a group demanding that France rescind a ban on Islamic headscarves in the nation #39;s schools within 48 hours." | 0 |
"ING to Withdraw \$5 Bln from Janus Funds","NEW YORK (Reuters) - ING US Financial Services said late on Tuesday it will withdraw about \$5 billion from Janus Capital Group Inc. funds by year-end. " | 2 |
"NASA Has Hope for Genesis Samples","Scientists sifting through the wreckage from Wednesday's space capsule crash say some of the experiments can be salvaged, but it won't be easy. By Amit Asaravala." | 3 |
"Renault to invest \$573 million in South Korea, chairman says","SEOUL - French carmaker Renault plans to invest 600 billion won (\$573.1 million) in South Korea over the next three years, its chairman said on Tuesday." | 2 |
"North Carolina Cruises","Playing their fifth game in eight days, the Tar Heels get 23 points from Jawad Williams to beat Southern California, 97-65." | 1 |
"Canadians in Southeast Asia at risk from terrorist groups, report cautions (Canadian Press)","Canadian Press - OTTAWA (CP) - Islamic extremists with links to Osama bin Laden's al-Qaida network pose a threat to Canadians living in Southeast Asia, warns a newly obtained intelligence report." | 0 |
"Mars Express Sees Chaos in the Canyon","The adage in space science is that one person's noise is another's signal. When the sun temporarily blocked Earth-Mars links, the orbital and surface science went into a deep sleep to protect from noise becoming a errant signal..." | 3 |
"Egyptians Spared No Expense on Animal Mummies (Reuters)","Reuters - Ancient Egyptians revered cats and other\animals and took as much care in preparing them for their\passage to the next life as they did with humans, scientists\said on Wednesday." | 3 |
"Germany Softens Stance on Sending Troops to Iraq (Reuters)","Reuters - Germany said Wednesday it could not rule\out sending troops to Iraq, dropping its firm refusal to\consider any deployment to the country whose invasion last year\it staunchly opposed." | 0 |
"Former NatWest bankers fear #39;unfair trial #39; if extradited to US","By James Daley in London and Katherine Griffiths in New York. Three former NatWest bankers who are fighting extradition to the US over their alleged involvement in a 4m fraud linked to the collapse of Enron " | 2 |
"Three British Muslims join Zarqawi terrorist group in Iraq","The revelation by a resistance leader that three British Muslims have joined the terrorist group holding the Liverpool engineer Kenneth Bigley hostage in Iraq has not only shocked most people in Britain but could cause further fracture in the already " | 0 |
"Astros live wild life","HOUSTON -- Phil Garner savored the taste of champagne, the smell of his cigar and the wild celebration going on in the Houston Astros' clubhouse." | 1 |
"Does Life Exist in Antarctic Lake Buried Under Miles of Ice?","Lake Vostok, an Antarctic freshwater lake buried by 2.5 miles (4 kilometers) of ice, may host a diverse community of microbial life-forms, scientists say." | 3 |
"Bush, Kerry Duel Over Health Care Plans (AP)","AP - Sen. John Kerry said Wednesday night that President Bush bears responsibility for a misguided war in Iraq, lost jobs at home and mounting millions without health care. The Republican incumbent tagged his rival in campaign debate as a lifelong liberal bent on raising ... | 0 |
"Securing the gold in Athens","Despite age-old Olympic truce known as the ekecheiria, or ""holding of hands,"" security experts aren't taking any chances.\" | 3 |
"Microsoft to sell Windows XP sta","Microsoft has announced that it is planning to distribute the low cost stripped down version of Windows XP in Russia, sources say." | 3 |
"Sun Leads Liberty in East Finals Sun 61, Liberty 51","NEW YORK, Oct. 1 -- After building a 16-point lead with a big run, Nykesha Sales didn #39;t want to take a break for halftime. Sales scored 13 of her 15 points in the first half and the Connecticut Sun beat the " | 1 |
"Lights out for Maroth, 4-1","Mike Maroth #39;s bid for a .500 season got lost in the lights of Comerica Park on Friday night. Maroth (11-13) was locked in a scoreless pitching duel with Tampa Bay Devil Rays right-hander Rob " | 1 |
"Intel Sets Upbeat Tone on Wall Street"," LONDON (Reuters) - U.S. shares are set to open higher on Friday, buoyed by Intel Corp. <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=INTC.O target=/stocks/quickinfo/fullquote"">INTC.O</A> after the world's largest chip maker raised its quarterly ... | 2 |
"How Germs Suck Iron to Cause Infections (AP)","AP - Could that ancient practice of bleeding patients really have done some good? A scientist says new research on how germs thrive in the body suggests it just may have #151; for some people." | 3 |
"Halifax forecasts 2 house price fall","House prices will decline 2 per cent over the next year as the market experiences a quot;measured slowdown quot;, the Halifax said yesterday." | 2 |
"Humana to Acquire CarePlus Health Plans","Health-care insurer Humana Inc. on Monday said it agreed to acquire CarePlus Health Plans of Florida for about \$408 million in a transaction expected to give a solid boost to 2005 earnings." | 2 |
"Perth wins Super 14 berth","Perth has triumphed over Melbourne to win the endorsement of the Australian Rugby Union to establish Australia #39;s next provincial rugby franchise." | 1 |
"US Labor Groups File China Currency Complaint, Urge Sanctions","A coalition of US labor unions said China #39;s policy of setting the value of the yuan is hurting American businesses and asked the Bush administration to file a lawsuit at the World Trade Organization on their behalf." | 2 |
"Resolution of problems with Pakistan will take time: Manmohan","NEW YORK: Indias Prime Minister Manmohan Singh said the complicated problems between Pakistan and India would take time for resolution." | 0 |
"Kenya #39;s anti-graft chief resigns","Nairobi - Kenya #39;s fight against corruption suffered a blow on Monday after the chairperson of the new Kenya Anti-Corruption Advisory Board (KACC) resigned in protest at interference in its affairs by President Mwai Kibaki." | 0 |
"Microsoft launches MSN Music online store","Microsoft #39;s online music store, known as MSN Music store, is being hailed as the most capable competitor to the iTunes Music Store of California #39;s Apple." | 3 |
"EU to Pursue Legal Action Against Greece","BRUSSELS, Belgium -- The European Union #39;s executive commission said Wednesday it would open legal proceedings against Greece for its sloppy bookkeeping and underreporting its budget deficit by billions of euros between 1997 and 2003." | 2 |
"Jimenez Wins BMW Open; 4 Claim Ryder Spots (AP)","AP - Spain's Miguel Angel Jimenez won his fourth title on the European tour this season, and four others claimed Ryder Cup berths Sunday at the BMW Open. The event was dominated by competition for Europe's Ryder Cup team. Englishmen Paul Casey finished third to secure ... | 1 |
"SF #39;bringing bug device to talks #39;","Sinn Fein has said its delegation will bring the listening device found in its Belfast headquarters to Leeds Castle in Kent where the political parties will assemble for talks." | 0 |
"Enterprise security is worst ever, experts say","CANNES - Despite the number of IT security products and services cramming the market, businesses are more exposed than ever to emerging threats, according to industry experts speaking at the Etre technology conference in Cannes on Tuesday." | 3 |
"IMF report #39;not all good news #39;","LABOR has accused the Federal Government of engaging in reckless spending which could push up interest rates. The claim came as the International Monetary Fund (IMF) gave the Government and the Reserve Bank a glowing report card." | 2 |
"Diebold Cuts Forecast"," NEW YORK (Reuters) - Diebold Inc. <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=DBD.N target=/stocks/quickinfo/fullquote"">DBD.N</A>, the leading maker of automated teller machines, on Monday warned that third-quarter and full-year profits will fall below expec... | 2 |
"Ga. Evolution Dispute Embarrasses Some","First, Georgia #39;s education chief tried to take the word evolution #39; #39; out of the state #39;s science curriculum. Now a suburban Atlanta county is in federal court over textbook " | 3 |
"Israel pulling back #39;for Ramadan #39;","Israel has begun redeploying its forces in the northern Gaza Strip as a gesture to Palestinians at the start of the Muslim holy month of Ramadan." | 0 |
"Britain doing quot;all we can quot; for hostage in Iraq","Prime Minister Tony Blair has his government is doing all in its power to help a kidnapped Briton -- but he has avoided a public response to insurgents threatening to kill the man." | 0 |
"Russia announces plans to sell part of Yukos: report","MOSCOW : Russia #39;s justice ministry announced plans to sell a part of the Yukos oil giant to cover the company #39;s outstanding back taxes." | 2 |
"Hot Hand, Cold Hand","Martha Stewart, the queen of homemaking, who was granted her wish to start her prison sentence next month, causing stock in her company, Martha Stewart Living Omnimedia Inc." | 2 |
"Sergeant in Abu Ghraib Case Pleads Guilty to 8 Counts","The highest-ranking Army reservist charged in the Abu Ghraib scandal pleaded guilty on Wednesday to eight counts of abusing prisoners and described in graphic " | 0 |
"HHS spends \$228M on IT programs","A preliminary accounting of efforts by the Department of Health and Human Services shows that the agency has about 19 major health information technology initiatives, totaling about \$228 million. " | 3 |
"OAS Official Asked to Resign Over Scandal (AP)","AP - Costa Rica's president said Monday he is asking Miguel Angel Rodriguez to resign as secretary-general of the Organization of American States because of alleged payments from a government contractor." | 0 |
"High Hopes as Ex-General Takes Over in Indonesia (Reuters)","Reuters - A former general with a doctorate in\economics takes power in Indonesia on Wednesday, facing the\challenge of translating a landslide election victory into\action on economic growth and against Islamic militancy." | 0 |
"Large Explosion Kills Eight in Baghdad","BAGHDAD, Iraq - A large explosion hit outside a police academy in downtown Baghdad on Sunday, killing eight people, officials said. At about the same time, a car bomb blew up near a small market close to the Culture Ministry, police Lt..." | 0 |
"Els faces goose chase in England","WOBURN - Retief Goosen will have friend and rival Ernie Els firmly in his sights when he tees off in the E2 million Heritage tournament tomorrow." | 1 |
"Global MP3 market to reach 58 billion US dollars by 2008","Worldwide market of compressed audio player, also known as MP3 player, is expected to reach nearly 58 billion US dollars in revenues by 2008, according a study released Tuesday by IDC." | 3 |
"Titans Feel Reloaded With New Players (AP)","AP - Eddie George, Jevon Kearse, Robaire Smith and Justin McCareins are gone. Frank Wycheck has retired." | 1 |
"Britain's Straw Says Iraq Elections Must Go Ahead"," BAGHDAD (Reuters) - British Foreign Secretary Jack Straw said on Tuesday violence must not upset plans to hold nationwide elections in Iraq, whose prime minister indicated the government was gearing up to retake rebel strongholds." | 0 |
"Big stakes in holiday game scramble","Game publishers and hardware makers will battle for consumers' holiday dollars with a slew of high-profile releases." | 3 |
"Nigerian President Launches Massive Polio Immunization Campaign","Nigeria #39;s president has kicked off a massive effort to immunize 80 million children against polio in 23 African nations. President Olusegun Obsanajo led officials from across the region Saturday in giving " | 0 |
"It's SQL, but not as you know it","<strong>Site Offer</strong> Save a whopping 50 on definitive MySQL guides" | 3 |
"Former Lebanese minister escapes death","A former Lebanese minister escaped an attempt on his life Friday in an explosion that hit his official car at Beirut #39;s waterfront, security sources said." | 0 |
"Microsoft Sets Licensing Policy for New Chips (Reuters)","Reuters - Microsoft Corp. on\Tuesday agreed to require only a single license for server\software that runs on computers powered by a new generation of\chips that squeeze multiple processors into a single package." | 3 |
"AOL to Sell Secure ID Tags to Fight Hackers"," NEW YORK (Reuters) - America Online will begin offering to sell members a security device and service that has been used to safeguard business computer networks, the world's largest Internet service provider said on Tuesday." | 3 |
"US job cuts exceed 100,000 again","Job-cutting continued across the country at a breakneck pace in October, according to the monthly survey by Challenger, Gray amp; Christmas Inc." | 2 |
"Police tackle internet crime","For the first time outside London, Welsh businesses join workshops to speak to police about internet crime." | 3 |
"Is This the Week Patriots #39; Streak Ends?","Is This the Week the Patriots #39; Streak Ends? New England Favored by 6 1/2 Points Over Jets. New England Patriots quarterback Tom Brady, center, is sandwiched in a sack by New York Jets linebacker Sam Cowart " | 1 |
"Sony to support MP3","Sony confirmed on Wednesday that it is working to add native MP3 support to its portable music players--a major strategy reversal that could help it compete more effectively with rivals such as Apple Computer." | 3 |
"Freed trio get warm Delhi welcome","Three Indian truck drivers held hostage in Iraq arrive back in Delhi, where large crowds greet them." | 0 |
"Tech market indeed soft, but HP woes one of a kind","HP and Cisco spooked investors with recent comments about sales, but analysts say the overall tech market is still inching along." | 3 |
"Fannie Mae chief defends accounting","WASHINGTON - Fannie Mae chief Franklin Raines told Congress on Wednesday that the huge mortgage company did not intentionally manipulate earnings to boost executives #39; bonuses." | 2 |
"Cassini makes closest Titan flyby today","The Cassini spacecraft will swoop near Saturn #39;s mysterious moon Titan today, revealing features on the surface in the best detail yet." | 3 |
"Letters","Target the abusers of legal weapons We can all share the outrage, expressed by columnist Steve Bailey (''Summer Sizzler, quot; Aug. 11), at the killings in the city's poor neighborhoods. But there's no need to share his ignorance. He argues for renewal of the so-called assault weapon ban, claiming that other... | 2 |
"Baseball 101: How to watch the World Series","So you #39;re a casual baseball viewer who watches the game only when the playoffs roll around. Now, with the World Series about to begin Saturday, you realize you have no idea who #39;s playing, how they got there and how they play this game." | 1 |
"Starbucks Profit Meets Estimates (Reuters)","Reuters - Starbucks Corp. on\Wednesday said quarterly net profit rose 47 percent, helped by\sales of new products like Frappuccino Light, aggressive store\expansion, and an extra week." | 2 |
"Afghan president Karzai escapes assassination attempt","KABUL - Afghan President Hamid Karzai escaped an assassination bid on Thursday when a rocket was fired at his US military helicopter as it was landing in the southeastern town of Gardez, Reuters news service reported." | 0 |
"Pension Guarantor Calls for Changes","The government #39;s pension insurance agency yesterday called on Congress to strengthen its hand in seeking to attach assets of bankrupt companies to protect those companies #39; pension plan " | 2 |
"Oil price returns to near \$50 per barrel mark","NEW YORK, November 22 (newratings.com) - Crude oil prices increased to near the \$50 per barrel mark this morning, amid renewed concerns surrounding a potential shortfall in the heating fuel supplies this winter." | 2 |
"Fannie Mae in Deal to Up Capital"," WASHINGTON (Reuters) - Embattled mortgage finance company Fannie Mae <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=FNM.N target=/stocks/quickinfo/fullquote"">FNM.N</A> agreed to keep billions of dollars more in cash on hand while it corrects accountin... | 2 |
"IBM, AMD develop new use of strained silicon","IBM and Advanced Micro Devices(AMD) have jointly developed a new method for implementing strained silicon technology on both positive and negative transistors, the companies are expected to announce Monday." | 3 |
"Schumacher takes second best in opening session","World champion Michael Schumacher had to take second best to Anthony Davidson when Formula One returned to his favourite track on Friday in practice for the Belgian Grand Prix." | 1 |
"The cream of the crop","Their beacons of hope are Kevin Youkilis , Casey Fossum , and Shea Hillenbrand , prospects who once walked in their spikes and made it to the bigs. Nearly 200 Red Sox farmhands from the Dominican Summer League to Triple A Pawtucket yesterday were close to packing their equipment bags and headin... | 1 |
"NL: Tempers flare in Cubs #39; win","Aramis Ramirez hit a three-run homer as the Cubs beat the Astros 11-6 in a game with three ejections. In the third, Chicago #39;s Todd Walker hit a ground-rule double to score Corey Patterson." | 1 |
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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