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Long-form factuality in large language models Jerry Wei 1 Chengrun Y ang 1 Xinying Song 1 Yifeng Lu

Neural Information Processing Systems

To benchmark a model's long-form factuality in open domains, we first use GPT -4 to generate LongFact, a prompt set comprising thousands of questions spanning 38 topics. We then propose that LLM agents can be used as automated evaluators for long-form factuality through a method which we call Search-Augmented Factuality Evaluator (SAFE).


Networking for AI: Building the foundation for real-time intelligence

MIT Technology Review

AI inference-ready networks are essential infrastructure for turning AI's potential into performance. The Ryder Cup is an almost-century-old tournament pitting Europe against the United States in an elite showcase of golf skill and strategy. At the 2025 event, nearly a quarter of a million spectators gathered to watch three days of fierce competition on the fairways. From a technology and logistics perspective, pulling off an event of this scale is no easy feat. The Ryder Cup's infrastructure must accommodate the tens of thousands of network users who flood the venue (this year, at Bethpage Black in Farmingdale, New York) every day. To manage this IT complexity, Ryder Cup engaged technology partner HPE to create a central hub for its operations.


The most detailed map of the brain ever seen: Stunning simulation details 10 MILLION neurons across 86 interconnected regions

Daily Mail - Science & tech

Barron Trump's mystery words to Joe Biden after his father's fierce inauguration speech are finally revealed Republican representative blasts Trump's Epstein investigation as a'smokescreen' while survivors beg Congress to finally reveal the hidden files: Live updates This is the simple weight loss trick I'd recommend to any woman over 50 who wants to burn calories and tone up - without working out or eating less: KERRY POTTER She runs the anonymous real-life Gossip Girl account outing Hollywood scandals now we expose HER identity and the secret life she's desperate to hide Keith Urban breaks his silence following split with Nicole Kidman - after admitting he's been'completely lonely and miserable' Olivia Nuzzi says Robert F. Kennedy Jr. didn't have a'brain worm' after all I was blackmailed and forced to do the unthinkable. DEAR JANE, how do I hide it from my wife? Trump turns to Epstein's lawyer to prove he has'nothing to hide' as he orders GOP to vote on releasing ALL documents to avert MAGA mutiny Terrifying rise of'taboo cancer': Doctors reveal subtle signs ALL women must know... the most common cause... and a game-changer shot that could save your life Jeff Bezos's ex MacKenzie Scott contributes more than $700MILLION to'historically black colleges' So many single men are taking this new drug cocktail before dates. The results in the bedroom are startling... as I discovered during one marathon session: JANA HOCKING I felt so ill I thought I was dying... but it was a gut condition doctors often wrongly dismiss as IBS: It's so common and there's misinformation about how to treat it, says Nicola... but this is what really works Boy, 9, accused of raping and brutally attacking girl, 5, is allowed home with ankle monitor... despite victim's mom pleading with judge Meghan's ex-husband's reaction to finding out she was dating Prince Harry is revealed by his pal Bethenny Frankel Trump wades into the most explosive debate in right wing media: 'People must decide' My Montecito mole tells me why Me-Me-Meghan'threw a fit' after Kris Jenner's birthday party... this Kardashian drama just won't go away: KENNEDY If I had to start over, here's how I'd make millions again! KEVIN O'LEARY reveals best investments, the career with soaring salaries and worst mistake he made Nigerian gunmen abduct'dozens' of girls from boarding school after killing deputy head teacher in chilling echo of Chibok kidnappings Conor McGregor's friend Dillon Danis slapped with LIFETIME ban by UFC chief Dana White after being involved in ringside brawl READ MORE: Here's what happens in football fans' brains when their team loses Scientists have unveiled the most detailed map of the brain ever created.


Now woke scientists claim parents should ask their babies for CONSENT to change their nappies

Daily Mail - Science & tech

Trump turns to Epstein's lawyer to prove he has'nothing to hide' as he orders GOP to vote on releasing ALL documents to avert MAGA mutiny If I had to start over, here's how I'd make millions again! KEVIN O'LEARY reveals best investments, the career with soaring salaries and worst mistake he made My Montecito mole tells me why Me-Me-Meghan'threw a fit' after Kris Jenner's birthday party... this Kardashian drama just won't go away: KENNEDY Jeff Bezos's ex MacKenzie Scott contributes more than $700MILLION to'historically black colleges' Boy, 9, accused of raping and brutally attacking girl, 5, is allowed home with ankle monitor...despite victim's mom pleading with judge Smiling girl, 14, who vanished without a trace is found dead in RV... as cops arrest her family member Marjorie Taylor Greene's lookalike daughter defends mom against'fake MAGA' attacks amid fallout with Trump Trump crashes Mar-a-Lago wedding to talk about getting into heaven... but MAGA Christians are left angry Terrifying rise of'taboo cancer': Doctors reveal subtle signs ALL women must know... the most common cause... and a game-changer shot that could save your life She runs the anonymous real-life Gossip Girl account outing Hollywood scandals now we expose HER identity and the secret life she's desperate to hide Ariana Grande and Cynthia Erivo cause a stir with ANOTHER'ridiculous' red carpet moment Residents of city dubbed the'Birthplace of Silicon Valley' that's home to Mark Zuckerberg are sick of sleepless nights Nigerian gunmen abduct'dozens' of girls from boarding school after killing deputy head teacher in chilling echo of Chibok kidnappings Emily Blunt's asymmetrical frock horror and Kate Hudson's drab dress lead worst dressed stars at 16th Governors Awards Timothee Chalamet reveals his'true feelings' about ex Kylie Jenner after avoiding the'Kardashian curse' that has destroyed the lives and careers of the sisters' famous exes Iconic O.J. Simpson witness looks VERY different 30 years after legendary murder trial... see him now Most parents try to get them over and done with as soon as possible - but woke scientists now claim that nappy changes should be used as an opportunity to teach babies consent. Dr Nicole Downs and Dr Katherine Bussey, lecturers in Early Childhood at Deakin University in Australia, maintain that parents should not wait until their kids are teenagers to talk about appropriate touching. Instead, consent should be a'normal, everyday part of life' that teaches babies what is acceptable when it comes to their bodies. Parents should take their children's views into account, according to the pair - even when it comes to dealing with a dreaded nappy disaster.


Mystery of the 'golfer's curse' is SOLVED: Scientists pinpoint why golf balls 'lip out' after appearing to enter the hole

Daily Mail - Science & tech

Now he's dead, here's the full story of what happened that day... and the ghastly aftermath no one knows about Wake up and see he's the master of the dark arts: MEGYN KELLY blows the lid on the REAL Mamdani... how are they missing this? 'Screaming' Sydney Sweeney'hates' that she was caught hiding in ex-fiancé's car: Now insiders spill truth about backseat rendezvous and lingering'frustrations' Mom is an Oscar winner who has acted with Selena Gomez and Nicole Kidman, who is this nepo kid who came out last year? Bella Thorne continues swimsuit season as she works sexy bikini for Los Cabo trip with her'love' Mark Emms Experts pinpoint typical life expectancy from initial dementia diagnosis - and there's a huge variation between different subtypes Diddy's male prison protector unmasked: How disgraced mogul has repaid him... and turned to God for repentance Teachers threatened over bloody'Problem Solved' T-shirts over claims they mocked murder of Charlie Kirk Astonishing moment Miss Universe winner storms out of this year's event after pageant president reprimands Miss Mexico and tells security to remove her for not showing'respect' Mystery of the'golfer's curse' is SOLVED: Scientists pinpoint why golf balls'lip out' after appearing to enter the hole READ MORE: Golf balls are a'product of colonial exploitation', exhibition says Experts have finally solved the mystery of one of the most infuriating occurrences in golf - the dreaded lip out. The phenomenon occurs when the golf ball appears to enter the hole, only to immediately pop back out again. Scientists have finally pinpointed the physics behind the'curse', which has plagued everyone from amateur hobbyists to PGA professionals. Best of all, they've revealed the best way to avoid it - keeping your score intact.



Ryder Cup and the People's Course

Al Jazeera

The Ryder Cup returns, and it's on a golf course like no other: Bethpage Black, also known as the People's Course. It's one of the toughest tests in golf, built by working-class New Yorkers. Samantha Johnson takes a look at the history of Bethpage Black, a course that sees history, class and identity colliding on the fairways.


Toward Efficient Influence Function: Dropout as a Compression Tool

Zhang, Yuchen, Amiri, Mohammad Mohammadi

arXiv.org Artificial Intelligence

Assessing the impact the training data on machine learning models is crucial for understanding the behavior of the model, enhancing the transparency, and selecting training data. Influence function provides a theoretical framework for quantifying the effect of training data points on model's performance given a specific test data. However, the computational and memory costs of influence function presents significant challenges, especially for large-scale models, even when using approximation methods, since the gradients involved in computation are as large as the model itself. In this work, we introduce a novel approach that leverages dropout as a gradient compression mechanism to compute the influence function more efficiently. Our method significantly reduces computational and memory overhead, not only during the influence function computation but also in gradient compression process. Through theoretical analysis and empirical validation, we demonstrate that our method could preserves critical components of the data influence and enables its application to modern large-scale models.


Fall is perfect for putting out bird feeders and Amazon has a bunch on clearance

Popular Science

Birds can use a snack during the fall migration season and Amazon has a ton of great feeders on clearance. We may earn revenue from the products available on this page and participate in affiliate programs. If you're in the US right now, you're probably starting to get into the fall mood. So are the birds, which means they would really appreciate a snack from a well-stocked bird feeder . While there are some great smart bird feeders out there with built-in cameras, you could also get a ton of enjoyment out of a basic model.