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NFL OKs 6-Year Extensions With Fox, CBS (AP) AP - The NFL agreed Monday to #36;8 billion in contract extensions with Fox and CBS to televise Sunday afternoon games for six more years, deals that would also allow the league to show better matchups late in the season in prime time. | 1 |
First Look: Intuit's QuickBooks for Newbies (PC World) PC World - New Simple Start Edition accounting software targets small businesses still using pencil and paper. | 1 |
Stocks sag on sub-par Canadian GDP and sliding US consumer <b>...</b> TORONTO (CP) - Negative economic indicators helped send stock markets lower Tuesday while two more big Canadian banks reported quarterly profits. | 1 |
Majesco picks up Phantom Dust for US release Xbox-exclusive title Phantom Dust has been acquired for US release by publisher Majesco, after developer Microsoft Game Studios declined to launch the title outside Japan earlier this year. | 1 |
Government, Not Guns Is N.Ireland Sticking Point (Reuters) Reuters - Northern Ireland took\another small step in the slow march toward restoring home rule\this weekend with tacit promises from the IRA to end guerrilla\activity once and for all. | 1 |
Utah #39;s euphoria might not last long The fiesta hadn #39;t even begun, and already people were asking Urban Meyer, the life of the party, if it was over. That, as we #39;ve come to learn, is the price of success in college football these days. | 1 |
Dangerous #39; Kimi fined Formula One drivers Kimi Raikkonen and Nick Heidfeld are both \$10,000 poorer after separate fines for #39;dangerous driving #39; in Sunday #39;s year-ending Brazilian grand prix. | 1 |
Oil prices ease on hopes of Nigeria breakthrough LONDON : Oil prices fell slightly in opening deals on hopes of an easing of tensions in Nigeria #39;s key oil producing region, traders said. | 1 |
Bogus E-Mail Worries Cell Phone Users The e-mails, often forwarded by friends, vary in wording, but the underlying message is always ominous: Soon, all cell phone numbers will be made public to telemarketing firms.<FONT face="verdana,MS Sans Serif,arial,helvetica" size="-2" color="#666666"><B>-The Washingto... | 1 |
Profits Up for Farm Equipment Maker Deere CHICAGO (Reuters) - Deere Co. <A HREF="http://www.investor.reuters.com/FullQuote.aspx?ticker=DE.N target=/stocks/quickinfo/fullquote">DE.N</A>, one of the world's largest farm equipment makers, on Tuesday said quarterly earnings jumped sharply, driven in part by str... | 1 |
Collins Firmly Strides Into a Starting Role Without Any Misstep It happens frequently in the NFL The starting quarterback gets hurt, and the backup has to take that nervous jog to the huddle and bark instructions, trying to | 1 |
Reebok Posts Higher Earnings, Stock Up NEW YORK (Reuters) - Athletic shoe and apparel maker Reebok International Ltd. <A HREF="http://www.investor.reuters.com/FullQuote.aspx?ticker=RBK.N target=/stocks/quickinfo/fullquote">RBK.N</A> on Thursday posted better-than-expected quarterly earnings on an acquisitio... | 1 |
Mystery over judo 'protest' Iran's Arash Miresmaili withdraws from the Olympics amid confusion over his reasons. | 1 |
It #39;s been emotional says proud coach GRAHAM HENRY admitted he was mentally shattered after coming through an emotional return to Cardiff with his pride intact - but only just. | 1 |
Hollinger Accuses Black of #39;Ethical Corruption #39; Lord Conrad Black ran a quot;corporate kleptocracy quot; for his own benefit at Hollinger International, the owner of the Telegraph papers in London and The Chicago Sun-Times, and the board of directors | 1 |
#39;Mutilated bodies found in Najaf #39; - report Reporters have been led to see 15 bodies in a basement in Najaf claimed by Iraqi police to have been used as a religious court by supporters of rebel cleric Moqtada al-Sadr. | 1 |
SugarCRM sweetens new open-source CRM product SEPTEMBER 08, 2004 (COMPUTERWORLD) - Open-source software start-up SugarCRM Inc. will release the first commercial enterprise version of its Linux-based open-source CRM application tomorrow, starting at \$149 per seat for the first year. | 1 |
Stocks sag on corporate forecasts and worse-than-expected economic <b>...</b> TORONTO (CP) - Earnings warnings from Celestica and Coca-Cola along with a slowdown in US industrial production sent stock markets lower Wednesday. | 1 |
For Mutual Funds, First the Slap. Now Comes the Pinch. oxes of documents, many bearing the names of well-known mutual fund companies, line the halls of Eliot Spitzer #39;s offices in downtown Manhattan. | 1 |
Compete against your friends, SI experts and celebrities in this <b>...</b> Fans and pundits who are picking Philadelphia as a Super Bowl contender may want to consider this: the Eagles are one Brian Westbrook injury away from starting Reno Mahe at running back. | 1 |
Urban Cowboy (Forbes.com) Forbes.com - Walk into the Urban Outfitters in Manhattan's West Village and you're tempted to sit down on one of the white vinyl benches near the entrance. From there you can admire the antique armoire with mirrored front, along with champagne flutes, martini shakers and small metallic Christm... | 1 |
The Investment Column: BHP buoyed by China recovery Like the big oil companies, the world #39;s mining majors are experiencing an embarrassment of riches due to very high commodity prices. BHP Billiton is in the happiest position: it is both the world #39;s biggest miner and has a substantial oil production ... | 1 |
Airlines remain as rivals AIR New Zealand #39;s future is uncertain after the country #39;s High Court yesterday ended the long awaited nuptials with Qantas. | 1 |
Pitcher Leiter Headed Back to South Florida MIAMI (Sports Network) - The Florida Marlins have signed pitcher Al Leiter to a one-year contract, one day after the New York Mets decided not to offer the lefthander arbitration. | 1 |
Off ice, his shifts are semi-regular TORONTO -- Precious few professional athletes leave their sport on their terms. Even fewer depart having won a championship in their final game. Injuries, diminished skills, and burnout can cut short careers. | 1 |
Japan princess Masako makes rare public appearance Japanese Crown Princess Masako has made a rare appearance in public after months of seclusion as the palace released home videos of her two-year-old daughter. | 1 |
Typhoon Kills 30 in Japan, at Least 40 Missing (Reuters) Reuters - Rescuers across Japan were searching\Thursday for 40 people missing after a powerful typhoon raked\the country with heavy rains and high winds, killing at least\30 in floods and landslides. | 1 |
Japanese Bonds Drop as US Sales Figures Cool Export Concern Japanese 10-year bonds fell after a US report showed retail sales rose more than economists expected last month, damping concern demand for Japan #39;s goods will slow. | 1 |
#39;Peg psychologist helps Ford focus ATHENS -- Of the 10,000 athletes in the Athens Olympics, David Ford may be the only one who brought his own personal psychologist. quot;Probably, quot; Roger Friesen said. | 1 |
MS, Intel Shepherd New Web Services Spec A host of companies led by Microsoft (Quote, Chart) and Intel has revised and released a specification for making sure computer systems have a common way to communicate. | 1 |
Iraq #39;s tireless worker killed in the country she loved When Margaret Hassan was kidnapped in October, her car was waved down by two men in Iraqi police uniforms. Gunmen surrounded the car and dragged Ms Hassan #39;s driver and unarmed guard from their seats. | 1 |
Update 16: Oil Prices Pass \$54 on Supply Concerns Oil prices surpassed \$54 a barrel Tuesday due to nagging concerns in the market that the global supply buffer is too thin to handle a significant output disruption. | 1 |
Accused US deserter to report to military An American soldier accused of deserting to North Korea in 1965 and now in hospital in Tokyo says he is willing to report to the US military in Japan to face charges. | 1 |
Battle Continues The fan who caught Barry Bonds' 700th homer is being sued by another man who says he was the rightful owner of the prized ball. | 1 |
Date set for India Maoist talks The Indian state of Andhra Pradesh says peace talks with the Maoist People's War Group will start on 15 October. | 1 |
Local California Governments Sue Microsoft Four California county and city governments, including those of Los Angeles and San Francisco , sued Microsoft late last week for abusing its monopoly market power and overcharging them for Windows and various Microsoft Office products. | 1 |
NFL Wrap: Manning Wins MVP Battle as Colts Overcome Titans (Reuters) Reuters - Peyton Manning threw for 254 yards and\two touchdowns to win his showdown with fellow co-MVP Steve\McNair as the Indianapolis Colts beat the Tennessee Titans\31-17 in National Football League play at Nashville on Sunday. | 1 |
PeopleSoft Ousts CEO in Oracle Battle In Oct 1 story headlined quot;PeopleSoft Ousts CEO Amid Oracle Battle, quot; please read in paragraph 16 ... originally offering \$16 a share ... instead of ... originally offering \$19.50 a share ... By Michael Kahn and Martha Graybow. | 1 |
Computers Help Authenticate Paintings Art collectors spend millions to buy masterpieces, but the masterpiece they buy today could prove to be virtually worthless tomorrow if they aren #39;t careful. | 1 |
What to Eat on the Way to Mars Think it's tough figuring out what to whip up for dinner? Try figuring out what to eat during a two-and-half-year trip to Mars and back. Food scientists have some solutions on the plate. By Karen Lurie. | 1 |
Boeing thanks Airbus for the flattery The Boeing Co. is welcoming a decision by its European rival to build a plane that can compete with the Chicago company #39;s 7E7. | 1 |
Kodak to cut jobs in England, France Eastman Kodak Co. will close a plant in England, shut down product lines in France and make other shifts in the two countries as part of the company #39;s historic push into digital imaging. | 1 |
INTERVIEW - Pakistan says time ripe for Kashmir breakthrough (Reuters) Reuters - Pakistan said on Sunday the time was ripe for progress in Kashmir, cause of two wars with neighbour India, and it hoped for quick agreement on starting a bus link between the two halves of the disputed territory. | 1 |
Cracking May Signal Past Water on Mars NASA #39;s Mars rover Opportunity has found an unusual pattern of cracking on a rock it discovered inside a Martian crater -- evidence, perhaps, that water may once have soaked parts of the crater bed, researchers said yesterday. | 1 |
Thousands Uprooted by Clashes in East Congo -U.N. (Reuters) Reuters - Thousands of civilians have fled\their homes after clashes in the east of the Democratic\Republic of Congo, the United Nations said on Friday, but it\was unclear who was behind the violence. | 1 |
In Another Reversal, Intel Kills 4 Gig Chip Leading chipmaker Intel revealed Thursday that it will not manufacture a much-ballyhooed 4 GHz version of the Pentium 4 PC processor. | 1 |
Film Industry Files Anti-Piracy Suits (AP) AP - A trade group representing seven major movie studios filed a first wave of lawsuits against individuals they say are offering pirated copies of films using Internet-based peer-to-peer file sharing programs. | 1 |
ROONEY RACE HOTS UP Manchester United and Newcastle are expected to increase their bids for Wayne Rooney this weekend as the battle to sign the England striker before Tuesday #39;s transfer deadline intensifies. | 1 |
Expos Suit Tossed Out Arbitrators ruled Monday against the former limited partners of the Montreal Expos in their case against former controlling owner Jeffrey Loria, clearing Major League Baseball to move the franchise to Washington. | 1 |
ZigBee clears ratification hurdle Intelligent sensor networks moved a little closer to commercial deployment on Tuesday with the ratification of ZigBee. ZigBee is a short-range, very low-power wireless technology. | 1 |
Savage Is A #39;Drama Queen #39; - Sanchez The Wales midfielder claimed that a challenge by Michael Hughes in the World Cup qualifier on Wednesday was career-threatening. | 1 |
Thanks to Lima and Green, Dodgers Finally Have Some Life Jose Lima handled the pitching, Shawn Green handled the hitting, and the Los Angeles Dodgers handled the St. Louis Cardinals on Saturday night. | 1 |
Prosecutor Blasts GOP for Shielding DeLay (AP) AP - A Texas prosecutor who is leading an investigation into possible illegal campaign spending lashed out at congressional Republicans on Tuesday for changing their rules in order to protect House Majority Leader Tom DeLay. | 1 |
Darby helps turn the Tide TUSCALOOSA, Ala. -- Kenneth Darby rushed for 197 yards and scored two touchdowns, on a run and on a pass, as Alabama beat No. 24 Southern Mississippi, 27-3, yesterday for its first win against a ranked opponent in nearly two years. Southern Miss (4-1) had been averaging nearly 29 points per ga... | 1 |
Messina upsets AC Milan; Juventus leads Serie A Messina upset defending champion AC Milan 2-1 Wednesday, while Juventus won its third straight game to stay alone atop the Italian league standings. | 1 |
Australian Wheat Farmers Brace for Huge Locust Plague (Reuters) Reuters - Australia's wheat farmers, fresh from\battling the country's worst drought in a century, are now\threatened by a plague of locusts which have already begun to\hatch from a sprawling "nursery" in the country's outback. | 1 |
Nitties signals best yet to come NEWCASTLE #39;S golfing colt James Nitties held his nerve in the biggest poker game of his life yesterday to earn enough for a new car with his bold capture of second place at the Australian PGA Championship. | 1 |
iRobot readies for war--and the household Whether mopping up a battlefield or living room floor, the robot maker is working on vehicle to get the job done.\ | 1 |
After Hong Kong Election, China Faces New Calculus The Chinese government refrained on Monday from saying much about the results of Sunday's elections in Hong Kong, but the country's Communist leaders had reason to be pleased. | 1 |
Gun battle breaks out near Green Zone BAGHDAD -- A heavy gunfight broke out yesterday on a dangerous street in central Baghdad within blocks of the country's most fortified facilities, including the US Embassy and interim Iraqi government headquarters. Five more American troops were killed in the volatile Anbar provinc... | 1 |
Moneyball's Home Run Insights Michael Lewis says the best valuation models might be found in the game of baseball. | 1 |
U.N. Wants African Monitors in Darfur Camps (Reuters) Reuters - African monitors should deploy in\camps to help protect the almost 1.5 million people displaced\by the conflict in Darfur and should also monitor police to\help build trust with the local community, the United Nations\said on Wednesday. | 1 |
Iranian Leader Rules Out Halt in Uranium Enrichment Iran #39;s supreme leader threatened Wednesday to pull out of negotiations if European countries press their demand for total suspension of uranium enrichment, as a new round | 1 |
Braves 3, Phillies 1 Replacement starter Travis Smith pitched five solid innings, Andruw Jones homered again and the Atlanta Braves buried Philadelphia a little deeper in the NL East, beating the Phillies 3-1 on Monday. | 1 |
Lott Criticizes Rumsfeld The former Senate majority leader joined a growing chorus of Republicans criticizing the Pentagon chief's failure to call for more troops in Iraq and to properly equip troops. | 1 |
Industry Plans To Keep Up The Pressure The nation's home builders, real estate sales people and mortgage bankers stood by their man in the presidential election and now they hope he stands by his housing agenda during the next four years. | 1 |
Former Steeler killed in crash Former Steelers offensive lineman Justin Strzelczyk died yesterday morning in a fiery collision with a tractor-trailer near Herkimer, NY, after leading police on | 1 |
Opposition figure stirs row as he blames Australia government for <b>...</b> SYDNEY : Australia #39;s government reacted furiously to an opposition politician #39;s claim that ruling party lawmakers were collectively to blame for the 2002 Bali bombings and a bloody attack on its Jakarta embassy. | 1 |
Italian senators fight to save Fiat 500 They #39;re squat and snub-nosed, slow but steadfast. The Fiat 500 - the tiny Italian car with the big personality - last rolled off assembly lines nearly 30 years ago, and today it is still fighting retirement. | 1 |
Untested Munro Gets Ball The Houston Astros, down 0-1, put their hopes in a pitcher untested in the postseason when they give Pete Munro the ball (8:19 p.m., Fox). | 1 |
Saudi Police, Militants Clash in Capital Riyadh RIYADH (Reuters) - Saudi security forces, battling a wave of al Qaeda attacks in the world's biggest oil exporter, clashed with suspected militants in the capital Riyadh on Sunday. | 1 |
Oprah giveaway Oprah Winfrey surprised each of her 276-person studio audience this week with their own new Pontiac G6 car. The cars, which retail for \$US28,000 (\$NZ43,189) were donated by Pontiac. | 1 |
Insurance, high gas costs hurt vehicle sales High gasoline prices and lofty insurance rates drove vehicle sales lower in Canada for another month, industry experts said. According to data provided by the auto makers and compiled by analyst | 1 |
Hopes of malaria vaccine by 2010 Scientists say they have developed an effective vaccine against malaria that could be ready for use in six years. | 1 |
Largest UK Electronics Seller Cuts VHS The death of the VHS video recorder came a step closer yesterday when the UK #39;s largest electronics chain said it would stop selling them. | 1 |
Mobile hard drive carries Linux The drive, loaded with the open-source OS, can be plugged into the USB port of any computer to turn it into a Linux machine. | 1 |
Japan Downgrades Economic Assessment Japan downgraded its economic assessment for the first time in more than a year on Tuesday, noting slower export growth and curbed production, but said the recovery is continuing. | 1 |
Alcatel Swings to Profit (AP) AP - French telecommunications equipment maker Alcatel SA swung to a profit in the third quarter, helped by cost-cutting and a rebound in the mobile communications industry, the company said Thursday. | 1 |
China party chief rules out full democracy Chinese Communist Party chief Hu Jintao called for parliament to take a stronger watchdog role on the eve of a key leadership meeting but ruled out Western-style democracy | 1 |
China Raises Rates to Cool Its Economy China #39;s central bank raised official borrowing costs for the first time in nine years Thursday night, a step aimed at slowing breakneck economic growth and inflation | 1 |
Thoughts on the Google IPO About the Google IPO\\For the past nine months the financial and Internet world has been watching Google in anticipation of what could be the largest Initial Public Offering of stock in history. If you are reading this column and have not been living on Mars for the past year, you ... | 1 |
AFGHAN PRESIDENT TAKES ON TALIBAN AFGHANISTAN #39;S first democratically elected president was sworn in yesterday - vowing to crack down on drug traffickers and the last of the Taliban. | 1 |
Late Goal Salvages Tie for Man United (AP) AP - Manchester United salvaged a 1-1 tie with Middlesbrough in the Premier League on Sunday on an 81st-minute goal by substitute Alan Smith. | 1 |
Statham finally comes through Joel Statham #39;s midseason woes were forgotten yesterday after he led Maryland to a 20-17 victory over Florida State. By becoming the first Terrapins quarterback to beat the Seminoles in 15 meetings | 1 |
BellSouth Picks a COO BellSouth Corp. (NYSE: BLS - message board) today named Mark Feidler as its new chief operating officer, along with a host of other executive changes. | 1 |
Mob sets fire to train in protest at attack An angry mob set fire to a passenger train in central Bangladesh yesterday, injuring at least 20 people, in retaliation for a grenade attack on an opposition rally that killed 22 people and wounded hundreds, police said. | 1 |
Late Kalou goal seals Feyenoord win A late strike by Salomon Kalou sealed a 2-1 win for Feyenoord over NEC Nijmegen, while second placed AZ Alkmaar defeated ADO Den Haag 2-0 in the Dutch first division on Sunday. | 1 |
Hornets Guard Garcia Out for Season New Orleans Hornets forward PJ Brown practices at the Charlotte Bobcats Training Facility in Fort Mill, SC, Monday, Dec. 13, 2004. | 1 |
Dell's second-quarter earnings meet expectations CEO says firm saw no sales slowdown. Could results help calm waters after bad news from HP and Cisco? | 1 |
Sea defences 'raise floods risk' Building sea defences could increase the risk of flooding in coastal areas of England and Wales, a report claims. | 1 |
GM to cut 430 British jobs, union says A union said that General Motors Corp. plans to cut about 430 jobs at its British Vauxhall operation as part of sweeping cutbacks around Europe. | 1 |
Napster offers service to AT amp;T Wireless users Napster on Wednesday said that Napster to Go, its fledgling portable music service, is now available to AT amp;T Wireless subscribers who use the Audiovox SMT5600 smart phone. | 1 |
NJ ref a key part of Ruiz-Golota Andrew Golota was on his absolute best behavior when he challenged Chris Byrd seven months ago at Madison Square Garden. His quot;Foul Pole quot; persona was a no-show. | 1 |
Devers and Moore Called Up by USA Gail Devers and LaShaunte #39;a Moore will replace Torri Edwards, the USA #39;s suspended world champion, in the Olympic 100 and 200 metres races in Athens. | 1 |
World of Warcraft to launch November 23rd in North America Hugely anticipated PC massively multiplayer title World of Warcraft is set to launch in North America later this month, with developer Blizzard announcing a November 23rd date for the title which will be quot;shortly followed quot; by Asian and European launche... | 1 |
Briefly: KDE updates Linux desktop roundup Plus: EA to take World Cup soccer to Xbox...IBM chalks up two health care wins...Vonage users dial 311 for city info. | 1 |
INDUSTRY REPORT: Apparel -- Wolverine improves Wolverine World Wide Inc., maker of Hush Puppies shoes and Merrell boots, reported third-quarter revenue of \$260.89 million, a 13. | 1 |
Man Finds 3 WWI Troops' Bodies in Glacier (AP) AP - An amateur Italian historian has found the preserved bodies of three Austro-Hungarian soldiers in an Alpine glacier, 86 years after they were killed in World War One. | 1 |
Arsenal breaks from the crowd Plenty of goals came courtesy of new summer signings in the Premiership Saturday but, despite an air of fresh promise abounding, there was still a familiar feel to proceedings. | 1 |
Summary: Senate GOP Set to Dump Filibuster (AP) AP - THE FILIBUSTER: The notion of talking a measure to death dates to the Founding Fathers. In the 1950s and '60s foes of racial progress used it to block civil-rights legislation and in 1957 Strom Thurmond launched the longest one-man filibuster in history. He spoke for... | 1 |
End of preview. Expand in Data Studio
AGNEWS - Machine Unlearning + MIA Evaluation Dataset (Length-Filtered)
This dataset is prepared for evaluating machine unlearning methods on fine-tuned LLMs using Membership Inference Attacks (MIAs).
Dataset Splits
Training Sets (for Unlearning)
retain_set(9,000 samples): Data to retain during unlearningforget_set(1,000 samples): Data to unlearn
Evaluation Sets (for MIA) - Length-Filtered
AGNews Length Variants
32 tokens (~32±10 tokens): Short headlines
48 tokens (~48±10 tokens): Medium headlines
64 tokens (~64±10 tokens): Long headlines
retain_eval_32,forget_eval_32: ~32 token versionsretain_eval_48,forget_eval_48: ~48 token versionsretain_eval_64,forget_eval_64: ~64 token versions
Evaluation Dataset Structure
Each evaluation dataset (up to 700 samples) has the following structure:
| Index Range | Source | Membership | Label |
|---|---|---|---|
| 0-349 | Fine-tuning dataset subset | Member | 1 |
| 350-699 | Raw test split | Non-member | 0 |
Note: Actual sample counts may vary based on availability of samples matching the length criteria.
Length Filtering
All evaluation splits are filtered to match specific token lengths (±10 tokens tolerance). This length-matching prevents the model from using sequence length as a signal for membership inference, following the methodology from the Win-k MIA paper.
Usage
from datasets import load_dataset
# Load all splits
dataset = load_dataset("h0ssn/agnews-unlearning-mia")
# Access training sets
retain_set = dataset["retain_set"]
forget_set = dataset["forget_set"]
# Access evaluation sets by length (use largest available for best results)
# These split names vary by dataset - check available splits
print(dataset.keys())
Use Case
This dataset is designed for:
- Machine Unlearning: Train models to "forget" the forget_set while retaining performance on retain_set
- MIA Evaluation: Measure membership leakage before/after unlearning using the evaluation splits
- Privacy Research: Study the effectiveness of unlearning methods in protecting data privacy
- Length-Controlled MIA: Evaluate MIA attacks without length-based confounding factors
Citation
If you use this dataset, please cite the Win-k MIA paper which established the length-filtering methodology.
License
Please refer to the original dataset's license.
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