Large language models (LMs) often struggle to generate diverse, human-like creative content, raising concerns about the long-term homogenization of human thought through repeated exposure to similar outputs. Yet scalable methods for evaluating LM output diversity remain limited, especially beyond narrow tasks such as random number or name generation, or beyond repeated sampling from a single model. To address this gap, we introduce INFINITY-CHAT, a largescale dataset of 26K diverse, real-world, open-ended user queries that admit a wide range of plausible answers with no single ground truth. We introduce the first comprehensive taxonomy for characterizing the full spectrum of open-ended prompts posed to LMs, comprising 6 top-level categories (e.g., creative content generation, brainstorm & ideation) that further breaks down to 17 subcategories.

Existing prompting and supervised fine-tuning (SFT) methods remain fixed by prompt rules or training corpora, and are usually benchmarked only on wellstructured wiki sources, limiting real-world adaptability. We introduce WebPuzzle, a 24k-sample training and 275-sample test benchmark that evaluates information seeking on the live internet, across both wiki and open-domain queries. Leveraging 7k WebPuzzle instances, we develop DeepDiver, a reinforcement-learning (RL) framework that cultivates Search Intensity Scaling (SIS)--an emergent ability to escalate search frequency and depth instead of settling on overconfident, underevidenced answers. With SIS, Qwen2.5-7B-Instruct and Pangu-7B-Reasoner attain performance on real-web tasks comparable to the 671B-parameter DeepSeek-R1. We detail DeepDiver's curriculum from cold-start SFT to a well designed RL procedure, and show that its seeking policy generalized from closed-ended queries to open-ended generation such as long-form writing. Our results advance adaptive information seeking in LLMs and provide a rigorous benchmark for future work.

Ex-Cowboys star relishes in Knicks loss after fans were'hating on President Trump' Trump torches Stephen A Smith's presidential hopes after Knicks lose Game 3 with Trump at MSG Hurricanes vs Golden Knights Game 4 preview: Carolina's comeback magic faces a must-win situation Justin Gaethje targets Ilia Topuria's divorce, igniting feud before White House showdown Lewis Hamilton, worth $500M and dating billionaire Kim Kardashian, wants to put'a limit' on wealth Panthers' Bryce Young, Xavier Legette spend offseason weekend riding horses and ripping ATVs Fever vs Mystics betting preview: Why the over 170.5 looks like the smart play College athletics integrity'left the building' after judge lets Sorsby play despite gambling admission Lindsey Vonn's six-pack leaves heads spinning, NFL WAG enjoys a bikini country club & disgusting HelloFresh Stephen A Smith claims Trump has'no business' attending Knicks game at MSG: 'It is selfish and narcissistic' Nelly Korda impossibly wins US Women's Open, JT Poston finds it at Memorial, and Tyrrell Hatton the family man Nelly Korda is officially the most important US female golfer in modern history, WVU guy's raccoon & lobster NASCAR's scariest wreck in years rocks garage, Earnhardt saves another one & Bubba Wallace lectures young star Maine GOP gubernatorial candidate slams Democratic rivals as'bottom of the barrel' Kevin O'Leary dismisses North Korea's economic revival report NBA Commissioner defends Trump's Finals attendance amid mixed fan reaction China approves world's first commercial brain chip Penn State student shot and killed near family's home in Philadelphia Fox Nation's'Rescue Nation' takes viewers inside the heroic rescues of a first responder Penn Station stabbing victim recounts'crazy scene' OutKick Sports Livvy Dunne gets emotional after Paul Skenes' incredible gesture to baseball kids, Spurs fan beaten & MEAT Skenes is making just shy of $1.1M this season while kids lined up for autographs like it was the 1950s Joe Concha reacts to'The View' co-host Whoopi Goldberg defending President Donald Trump's right to attend the NBA Finals at Madison Square Garden against co-host Sunny Hostin's complaints of security delays. Researchers say there's no better way to get your Tuesday morning started in June than settling in for another edition of Screencaps where we check in with the 1A or 1B best pitcher of this generation, Paul Skenes, to see what he's up to off the field. Yes, I'm aware that Shohei is 31. I don't care if Paul and Livvy Dunne pulled off this visit to a local Pittsburgh baseball field as part of some brand campaign or just for some great press, this is how it's done. You know what I love more than anything about the boys surrounding Skenes for autographs?

Follow this author to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. A year ago, during his rookie Formula One campaign, Kimi Antonelli, the 19-year-old Italian driving prodigy tapped to replace seven-time champion Lewis Hamilton in the Mercedes lineup, spent the days after his first podium finish completing his final high school exams. This season, schoolwork in the rearview mirror, Antonelli can't stop winning and setting new records.

Massive twist in JPMorgan'sex slave' case as accuser unveils NEW dossier of wild claims: 'The story is about to change dramatically' Trump's return to New York City for historic NBA Finals game takes dramatic turn as White House reveals sweeping ICE plot When I lost 150lbs men did double-takes in the street. Then I handed my husband sexy photos of my new body and he barely looked, so I moved on. I used to only drink socially but after a bad break-up I started boozing every night and gorging myself on crisps - then I took this £3 pill... now both wine AND junk food taste awful and I have dropped to a size 8 Americans finally snap over'ridiculous' tipping culture as millions slash gratuities... and reveal the trick they are refusing to fall for Luigi Mangione's sister lands prized job at America's most prestigious hospital... as she makes bold public move before murder trial Incredible footage emerges of star-studded celebrity row from Knicks' last appearance in NBA Finals in 1999 Kim Kardashian'steals Monaco Grand Prix winner's TOWEL' on disastrous debut as an F1 WAG to Lewis Hamilton after snubbing iconic TV reporter Explosive new details of accused baby killer's sickening video confession... as glamorous PhD student makes grim bathroom claim after 13-hour interrogation MOLLY CLAYTON: Whispers in the paddock, and some VERY raised eyebrows: Why Kim Kardashian's first appearance with Lewis Hamilton at the Monaco Grand Prix is sending the rumour mill into overdrive... as his mother stays firmly away Kanye West's wife Bianca Censori almost pops out of her nude suit on his 49th birthday after she calls him her '4ever' Idaho murder victim's father reveals new account of chilling moment he came face-to-face with Bryan Kohberger: 'I want to hunt killers' Gilmore Girls star Alexis Bledel became a TV icon in her teens... see her now during rare red carpet appearance at age 44 US tourists are'tricked' into paying 44 euros for two ice creams in Rome Bill Gates's embarrassing secrets revealed by Epstein-linked mistress who Melinda HATED Uber's robotaxis arrive in the UK: Self-driving cars will be available in London this summer READ MORE: Waymo'goes rogue': Self-driving car wakes residents at 4am Uber has unveiled its fleet of self-driving robotaxis, which will soon take to the streets of London . Designed in collaboration with Wayve, the robotaxi is an all-electric Ford Mustang Mach-e, equipped with surround cameras and radar. The high-tech set-up allows Wayve's AI to see the world with full 360-degree visibility around the car at all times.

Greg Sankey makes it clear that SEC didn't start the 16-team CFP format discussion, that's on the Big Ten Emmanuel Acho says it was'pretty stupid' for Jaxson Dart to introduce President Trump Lincoln Riley claims USC was'snaps away' from the playoff, says he's a better coach now than when at Oklahoma Notre Dame's Josh Yago delivers Memorial Day salute during anthem before lacrosse championship game Dak Prescott reunites with ex-fiancée Sarah Jane Ramos to celebrate daughter's first birthday Celtics guard Jaylen Brown challenges ESPN's Stephen A Smith to a debate at Harvard or MIT Wyndham Clark adds to his funky resume, TPC Craig Ranch slander and LIV Golf's pitch to new investors Unearthed fan video shows who Kyle Busch really was, NASCAR's darkest hour & Bubba Wallace's'Rowdy' story California mom speaks with compassion but brutal honesty about presence of trans athlete in daughter's sport Curt Cignetti jokes he had to'coach the hell out' of undefeated Hoosiers to be Indy 500 pace car driver A screenshot has WNBA fans asking: did a player endorse a threat toward Caitlin Clark? MLB reporter Tricia Whitaker hit with line drive during Orioles' game Brit Hume: A Trump endorsement'repeatedly' gives candidates a leg up Democrats' 2028 presidential hopefuls face scrutiny over elitism, political attacks'The Five' reveals what fans always wanted to know about them Defense expert argues Iran has never been'so isolated' Joey Jones calls out Dem candidate Platner for'hiding behind the Purple Hearts' of fellow vets Trump doesn't want Iran to become his Afghanistan: Mike Sarraille Any Iran deal will be judged by'how much it cost' to secure, ex-CIA station chief says Dr Rebecca Grant: Iran has'no place to go,' will have to sign a deal Pope Leo XIV calls for AI to be'disarmed' in critical warning about emerging tech'Fox News @ Night' panelists evaluate Spencer Pratt's Los Angeles mayoral campaign. Milwaukee Bucks forward Kyle Kuzma is betting big that LA will change its ways. Kuzma added some intrigue to next week's nonpartisan primary, placing a $36,000 bet that former The Hills reality star Spencer Pratt will pull off an upset victory and become the next mayor of Los Angeles. With the June 2 vote just days away, Kuzma, who won a championship with the Lakers in 2020, is backing Pratt's campaign.

Notre Dame's Josh Yago delivers Memorial Day salute during anthem before lacrosse championship game Dak Prescott reunites with ex-fiancée Sarah Jane Ramos to celebrate daughter's first birthday Celtics guard Jaylen Brown challenges ESPN's Stephen A Smith to a debate at Harvard or MIT Wyndham Clark adds to his funky resume, TPC Craig Ranch slander and LIV Golf's pitch to new investors Unearthed fan video shows who Kyle Busch really was, NASCAR's darkest hour & Bubba Wallace's'Rowdy' story California mom speaks with compassion but brutal honesty about presence of trans athlete in daughter's sport Curt Cignetti jokes he had to'coach the hell out' of undefeated Hoosiers to be Indy 500 pace car driver A screenshot has WNBA fans asking: did a player endorse a threat toward Caitlin Clark? MLB reporter Tricia Whitaker hit with line drive during Orioles' game Defense expert argues Iran has never been'so isolated' Joey Jones calls out Dem candidate Platner for'hiding behind the Purple Hearts' of fellow vets Trump doesn't want Iran to become his Afghanistan: Mike Sarraille Any Iran deal will be judged by'how much it cost' to secure, ex-CIA station chief says Dr Rebecca Grant: Iran has'no place to go,' will have to sign a deal Pope Leo XIV calls for AI to be'disarmed' in critical warning about emerging tech Kyle Busch's family reveals NASCAR champion died from severe pneumonia that led to sepsis NEW details emerge on suspected White House gunman's prior arrests OutKick-Sports Lincoln Riley claims USC was'snaps away' from the playoff, says he's a better coach now than when at Oklahoma Lincoln Riley joins Colin Cowherd to discuss USC's schedule and their number one recruiting class, and the development of QB Jayden Maiava. Lincoln Riley's tenure as head coach of the USC Trojans hasn't been smooth sailing. When he took over ahead of the 2022 season, expectations were high that a coach with his track record would bring the Trojans back to their heyday. While with the Oklahoma Sooners, he went 55-10 and 33-7 in conference, coached in four New Year's Six games, and won 12 games three consecutive seasons.

Man finds poop on his roof, and if that wasn't bad enough, it led to a mountain lion encounter Sydney Thomas dominates the red carpet in Cannes as her star continues to rise, new MLB power couple & MEAT! Viral staff photo reveals just how bloated Stephen Colbert's'Late Show' operation really was Four of the most controversial television finales in honor of'The Boys' despised ending Sophie Cuningham has heads spinning with her pregame outfit, Colbert's final jab & lessons from Kyle Busch Adrenaline-packed preview released for upcoming D-Day film'Pressure,' features loaded cast Kacey Musgraves responds to'fat activist' furious because she can't fit into her new Walmart clothing line Selena Gomez is reportedly bringing her talents to award-winning director's new four-hour X-rated movie Minka Kelly uncorks a heater at 45, ABS backfires spectacularly and LSU parents vs a security guard! Robot's lifeless corpse hauled off stage after fall during disastrous Michael Jackson impression Gov. Newsom declares emergency after dangerous chemical tank scare triggers evacuations in Orange County Iranian official THREATENS to'make Americans miserable' as US talks continue Concerns grow over young men, online extremism: 'We have a problem in this country' Gold Star families deliver powerful Memorial Day message: 'Freedom is not free' Former Bush official says potential Iran deal could be'world-changing' Iranian military official threatens to make'American people miserable' amid US talks Trump slams'failed' Obama administration over previous Iran deal Tunnel to Towers remembers the sacrifices of America's bravest this Memorial Day Cornyn says he hasn't spoken to Trump since president endorsed Paxton Rep. Ro Khanna explains calls for Supreme Court shake-up Screencaps Livvy Dunne reacts to viral video showing her being profane in Canada, Indy 500 fans gone wild & MEAT! Did you hear the TV and radio calls? Concerns grow over young men, online extremism: 'We have a problem in this country' Legal and political strategist Katie Zacharia joins'Fox & Friends First' to discuss the armed suspect killed near the White House, growing concerns over political extremism and the ongoing threats facing President Donald Trump.

Sydney Thomas dominates the red carpet in Cannes as her star continues to rise, new MLB power couple & MEAT! Viral staff photo reveals just how bloated Stephen Colbert's'Late Show' operation really was Four of the most controversial television finales in honor of'The Boys' despised ending Sophie Cuningham has heads spinning with her pregame outfit, Colbert's final jab & lessons from Kyle Busch Adrenaline-packed preview released for upcoming D-Day film'Pressure,' features loaded cast Kacey Musgraves responds to'fat activist' furious because she can't fit into her new Walmart clothing line Selena Gomez is reportedly bringing her talents to award-winning director's new four-hour X-rated movie Minka Kelly uncorks a heater at 45, ABS backfires spectacularly and LSU parents vs a security guard! Robot's lifeless corpse hauled off stage after fall during disastrous Michael Jackson impression Bear cubs spar on woman's front porch in adorable viral nature video, reactions pour in President Trump says deal with Iran is'largely negotiated' Democrats' 2024 election autopsy avoids key issues, panelists say Kiron Skinner warns NATO alliance undergoing'major restructuring' amid global conflicts OutKick-Culture Man finds poop on his roof, and if that wasn't bad enough, it led to a mountain lion encounter The man said he'took off running' after the big cat appeared ready to pounce near his guest house pool area Jorts are the newest fashion trend... It's never a good day when you find poop on your roof . No one is going to go, Hey, there's some dookie on my roof, I think I'll go buy some lottery tickets because clearly, everything is going my way. Bill Dabney of Pasadena was one of the unlucky few who had roof turds on his guest house that led directly to a big cat encounter.

Viral staff photo reveals just how bloated Stephen Colbert's'Late Show' operation really was Four of the most controversial television finales in honor of'The Boys' despised ending Sophie Cuningham has heads spinning with her pregame outfit, Colbert's final jab & lessons from Kyle Busch Adrenaline-packed preview released for upcoming D-Day film'Pressure,' features loaded cast Kacey Musgraves responds to'fat activist' furious because she can't fit into her new Walmart clothing line Selena Gomez is reportedly bringing her talents to award-winning director's new four-hour X-rated movie Minka Kelly uncorks a heater at 45, ABS backfires spectacularly and LSU parents vs a security guard! Robot's lifeless corpse hauled off stage after fall during disastrous Michael Jackson impression Bear cubs spar on woman's front porch in adorable viral nature video, reactions pour in Show Tiffany Stratton some respect -- a boob job doesn't mean the WWE champ is made of plastic Trump weighs new Iran strikes as officials call US demands'unreasonable' Texas Democratic candidate says Zionists are a'danger to humanity' 'Gutfeld!': DNC finally releases 2024 election autopsy We must make sure Russia and China can't prop Iran up, Sen Marsha Blackburn says We're focused on getting UFO whistleblower protections, Rep Anna Paulina Luna says Screencaps Sydney Thomas dominates the red carpet in Cannes as her star continues to rise, new MLB power couple & MEAT! NASCAR driver Casey Mears reflects on the life and legacy of Kyle Busch, calling him a devoted family man and exceptional driver on'The Ingraham Angle.' It's rainy, windy, nasty and a complete washout out my window this morning, which means it's a perfect Saturday morning to dump out a fresh, new edition of Saturday Screencaps . You're damn right, I'm counting my blessings for not forcing assistant Screencaps editor SeanJo to work this weekend.