You're viewing the US edition You can switch to the UK or AU homepage at any time using this menu. Terrified electrician trapped for hours inside 130-foot high gas station sign recorded goodbye message to wife and kids: 'It was my final words' Was Meghan's supposed role in Guy Ritchie Netflix series leaked as a PR tactic? Watch: Trump's brutal killing of two suspected drug smugglers as chilling details of their US'INVASION' are exposed Lindsay Clancy's supporters are all suddenly acting strange. I'm afraid of what they might do next... something very sick is going on: KENNEDY Husband of slain therapist finally breaks silence on killing that rocked their ritzy horse country town... as fear and rumors run wild over mystery of powerful pharma exec's daughter who was knifed to death Trump's Treasury chief to launch massive financial warfare against Iran as US seeks to cripple'tyrannical' regime Sandra Bullock's devastating SIX YEARS in hiding: Insiders reveal actress was so'lonely and scared' that her'personality changed'... and how ALS death of partner Bryan at 57 nearly ruined her Horrified tourist finds note on her restaurant receipt saying'burn the eggs and spit on them' after she asked for them not to be runny Why a nose job isn't guaranteed to fix your face: From Wayne Rooney to Bella Hadid, a plastic surgeon reveals the celebrities who look better after the procedure - and who shouldn't have gone under the knife Kate shows off new lighter locks and sun-kissed glow after summer holidays - as she enjoys Balmoral break ahead of Harry and Meghan's return Dr. Oz addresses concerns about MMR vaccine after Trump calls shot'lethal' Tom Cruise's sex life crisis: Insiders reveal actor's secret'frustration' at 64... real reason Ana de Armas fling collapsed... lover's name he can't bear to hear... and Victoria Beckham's failed interventions Meghan is being cruelly used: LIZ JONES's warning to the Duchess as her film offer is abruptly'withdrawn' Two police officers fired and arrested for'egregious criminal conduct' during violent car stop in Arizona Shelley Fabares dead at 82: The Donna Reed Show actress who starred alongside Elvis Presley remembered by'heartbroken' family I've watched the full Perez Hilton knife video. The truth about this tragedy is beyond horrific but somehow it's just got worse: ROB SHUTER Yellowstone creator Taylor Sheridan hit with shock lawsuit claiming he STOLE idea for show starring Kevin Costner... days after highly anticipated spin-off was scrapped The Hollywood face never changes!

You're viewing the US edition You can switch to the UK or AU homepage at any time using this menu. Terrified electrician trapped for hours inside 130-foot high gas station sign recorded goodbye message to wife and kids: 'It was my final words' Was Meghan's supposed role in Guy Ritchie Netflix series leaked as a PR tactic? Watch: Trump's brutal killing of two suspected drug smugglers as chilling details of their US'INVASION' are exposed Lindsay Clancy's supporters are all suddenly acting strange. I'm afraid of what they might do next... something very sick is going on: KENNEDY Husband of slain therapist finally breaks silence on killing that rocked their ritzy horse country town... as fear and rumors run wild over mystery of powerful pharma exec's daughter who was knifed to death Trump's Treasury chief to launch massive financial warfare against Iran as US seeks to cripple'tyrannical' regime Sandra Bullock's devastating SIX YEARS in hiding: Insiders reveal actress was so'lonely and scared' that her'personality changed'... and how ALS death of partner Bryan at 57 nearly ruined her Horrified tourist finds note on her restaurant receipt saying'burn the eggs and spit on them' after she asked for them not to be runny Why a nose job isn't guaranteed to fix your face: From Wayne Rooney to Bella Hadid, a plastic surgeon reveals the celebrities who look better after the procedure - and who shouldn't have gone under the knife Kate shows off new lighter locks and sun-kissed glow after summer holidays - as she enjoys Balmoral break ahead of Harry and Meghan's return Dr. Oz addresses concerns about MMR vaccine after Trump calls shot'lethal' Tom Cruise's sex life crisis: Insiders reveal actor's secret'frustration' at 64... real reason Ana de Armas fling collapsed... lover's name he can't bear to hear... and Victoria Beckham's failed interventions Meghan is being cruelly used: LIZ JONES's warning to the Duchess as her film offer is abruptly'withdrawn' Two police officers fired and arrested for'egregious criminal conduct' during violent car stop in Arizona Shelley Fabares dead at 82: The Donna Reed Show actress who starred alongside Elvis Presley remembered by'heartbroken' family I've watched the full Perez Hilton knife video. The truth about this tragedy is beyond horrific but somehow it's just got worse: ROB SHUTER Yellowstone creator Taylor Sheridan hit with shock lawsuit claiming he STOLE idea for show starring Kevin Costner... days after highly anticipated spin-off was scrapped The Hollywood face never changes!

You're viewing the US edition You can switch to the UK or AU homepage at any time using this menu. Devastating wildfire burning through Nevada threatens Reno...injury count rises as homes and a hospital forced to EVACUATE The images that shocked the world: How Taliban's medieval barbarity was exposed by video showing a woman stoned to death for adultery Tupac's brother speaks: The rapper's hidden life, a secret career he never got to have... and the haunting pain as a gang leader finally stands trial for his 1996 killing Lindsay Clancy's supporters are all suddenly acting strange. I'm afraid of what they might do next... something very sick is going on: KENNEDY WNBA star ejected for elbowing rival in the face in league's latest brutal foul The retro diet food making a comeback... experts reveal if the beloved 80s'it' ingredient is key to weight loss Picturesque Jewish summer camp quickly turns into nightmare after drunken gunman open fired on basketball court...where campers as young as SEVEN were playing SARAH VINE: Sorry, Meghan, there's a new Fab Four now... and I wouldn't want to be in your shoes facing these remarkable, glamorous women across the damask in the drawing room at Balmoral CLAUDIA CONNELL: I lost 16lb... after I'd already QUIT the fat jabs. Kobe Bryant's widow Vanessa shares touching tribute on what would've been his 48th birthday Trump's son-in-law meets with top House Democrat as Republicans stare down a potential midterm disaster Owner of Swiss bar that went up in flames and killed 41 is arrested'for domestic abuse against his wife' Harry and Meghan will look to become'private royals-plus' while back in the UK and may only stay one year before moving to Canada or Australia, says source Mysterious'lost continent' linked to alien beings may have finally been located Hayden Panettiere's mom: 'My daughter didn't want to be saved!' Read bombshell hour-long interview on what she thinks REALLY happened at death-scene Airbnb... her jaw-dropping Brian Hickerson allegations... and fury at'shameful' Gayle King It used to only be gay men... but now my female friends are trying this dangerous sex drug: JANA HOCKING READ MORE: How AI cops will be used to patrol Britain's streets It's designed for non-emergency police incidents - but it seems many Brits are taking the mickey when it comes to calling 101. The most ridiculous calls to the service have been revealed, and they range from the silly to the absurd.

Two arrested over Louvre'heist of the century' after raid of France's £76million crown jewels Tupac's humiliating intimate disfigurement revealed... and how his lies to cover it up led to his murder Virginia Giuffre's ex boyfriend says she was terrified'shaking with fear' after sex with Prince Andrew fearing'something would happen to her' I've started having heart palpitations. Psychotherapist explains why No Kings rallies consisted of mostly'educated white women' The'marry me' sex move that'll make even the most commitment-phobic of men beg to see you again... and it worked for THREE of my friends Inside Prince Harry and Meghan's final night of freedom at a Halloween party with Princess Eugenie just hours before news of their relationship broke Kristen Bell's friends turn on her with savage disclosures: Insiders reveal poisonous whispers behind her back... as she goes into full diva mode Influencer, 23, speaks out after being arrested for'running interstate drug smuggling network' Kim Kardashian's just been caught in a despicable lie. She can cry all she wants... there's no hiding the truth now: CAROLINE BULLOCK Meghan Markle's fashion faux pas that shocked onlookers during her first overseas tour just months after marrying Prince Harry Inside Andrew's family summit: How Fergie wailed and'melted down' at title loss, Beatrice and Eugenie were'blindsided' and now daughters' assets face'ethics check' to avoid more scandal: BARBARA DAVIES Flamboyant art dealer whose'fake Warhols fooled' Florida's elite is out on bond and cashing in on a flashy new fad Californians being urged to take up arms to deal with'aggressive' invasive species attacking children A disturbing weather pattern could wreak havoc across the US at the end of this year's hurricane season, experts have warned. November tropical storms may be affected by La Nin a, according to Matthew Rosencrans, the lead hurricane seasonal forecaster with the National Oceanic and Atmospheric Administration (NOAA). La Nin a is part of a natural climate cycle known as El Nin o-Southern Oscillation Neutral (ENSO), which alternates between warmer and cooler seawater along the equator in the Pacific Ocean.

LLMs increasingly rely on inference-time reasoning algorithms such as chain-of-thought and multi-branch reasoning to improve accuracy on complex tasks. Prior work has primarily focused on reducing token usage, often at the expense of accuracy, while overlooking other latency factors. We present DUCHESS, an LLM serving system that reduces computational cost and latency without sacrificing accuracy through intra-request branch orchestration guided by predictions. Within each request, DUCHESS predicts branch correctness with a lightweight linear probing model over LLM layer activations. The orchestration policy uses these predictions to decide whether to terminate a branch early, duplicate an existing branch, or continue exploring a branch. When handling multiple requests, DUCHESS can further reduce latency by prioritizing easier reasoning tasks, when request complexity can be estimated from the prompt. Experiments on three reasoning benchmarks show that DUCHESS consistently improves the token-accuracy Pareto frontier, reducing token usage by 42-63% at matched accuracy compared to self-consistency. For request serving with vLLM, DUCHESS reduces mean, median, and tail latencies by 57-81%, 58-85%, and 52-84% with First-Come-First-Served (FCFS) scheduling across three datasets, compared to self-consistency. At higher request rates, scheduling jobs by increasing predicted difficulty reduces latency further over FCFS. Large Language Models (LLMs) are widely applied across domains, including math and science problem-solving (Lewkowycz et al., 2022), coding and program analysis (Jiang et al., 2025), logical deduction (Creswell et al., 2023), and decision-making (Y ao et al., 2023).

Trump claims Biden administration investigation into Turning Point tried to force Charlie Kirk'out of business' Dem-run city's iconic mall teeters on collapse as 93% of stores vacant after crime-wave causes stores to flee Extraordinary measures jail put in motion to keep Charlie Kirk assassin suspect alive: 'It's severe' Texas AG's mistress' shock new life after sex scandal was exposed Airbnb guest says he was'shaken down' for $10K after selfie inside California's viral'Invisible House' Astonishing moment Charlie Kirk's wife Erika loses Miss USA pageant to pro-trans rival... as Trump watches on Christian Brueckner walks free: Madeleine McCann chief suspect leaves prison... with prosecutors fearing he will immediately flee the country and never be seen again Psychiatrist reveals bombshell'motive' for Charlie Kirk's assassination: 'Fits the profile' The raging jealousy that destroyed Nashville's hottest young couple: 'Up to no good' Air Force One jumbo carrying Donald Trump to Britain'is involved in close encounter mid-air drama with jet on same altitude ordered to change course by frantic air controllers' Charlie Kirk's final video message is released as top conservatives prepare to speak at his memorial this weekend Dancing with the Stars descends into CHAOS: Foul-mouthed backstage rants erupt over'trainwreck' celebs... as one star goes'missing' and ugly rape allegations resurface Rapper DaBaby ignites backlash with music video depicting slain Ukrainian refugee's fatal Charlotte stabbing in controversial reenactment'Give me a f***ing break': Searing response of Elon Musk's trans daughter Vivian to my questions about Charlie Kirk's assassination... in an interview that takes a tearful turn ABC News reporter Matt Gutman blasted for hailing'very touching' texts between Charlie Kirk suspect and trans lover Meet the'world's cutest sea monster': Scientists discover an adorable snailfish nearly 10,800ft underwater - as amazed viewers compare it to a Pokémon When you go this deep, you'd expect any sign of life to be pretty terrifying. So scientists were delighted to discover an adorable new species of snailfish thousands of feet below the ocean's surface. The large-eyed pink creature was first detected in 2019 by researchers who were exploring the seafloor off California using a remotely operated vehicle at a depth of 3,268m (10,722ft). They came across this individual, an adult female 9.2cm (3.6 inches) long, happily swimming along amongst the crushing pressure, frigid cold and perpetual darkness. New analysis now reveals this animal was a species previously unknown to science - and has been named the bumpy snailfish (Careproctus colliculi).

Charlie Kirk suspect Tyler Robinson makes stony-faced first court appearance as he's charged with capital murder: Live updates Texas AG's mistress' shock new life after sex scandal was exposed Astonishing moment Charlie Kirk's wife Erika loses Miss USA pageant to pro-trans rival... as Trump watches on Michael Keaton slammed for saying there was'irony' in Charlie Kirk's shooting Extraordinary measures jail put in motion to keep Charlie Kirk assassin suspect alive: 'It's severe' Dark truth about why Taylor Swift really hid behind that bulletproof screen at Travis Kelce's game Former TV anchor is arrested again after causing'serious injury' as his downward spiral continues AMANDA PLATELL: I'm so disgusted with myself for the cruel thing I said about Kate... I'm choking on my words now I know the truth. Hollywood heartthrob Robert Redford had to'protect himself' from lusting costars... but only had eyes for his wife Hallmark star Paula Shaw dead at 84: Tributes pour in for the beloved actress who'touched countless lives' Ivanka Trump's'inappropriate' demand that left Melania reeling on the last UK state visit... this time, insiders tell how the First Lady has triumphed over the'thorn in her side' The Mounjaro mums are out of control. First it was for weight loss, then it silenced booze cravings. Now there's another miracle'benefit' they won't shut up about - but I fear it will end in disaster Idyllic small town in Maine hit with largest HIV outbreak in state's history Amanda Seyfried faces furious backlash after resharing comments alluding to Charlie Kirk's death being expected Bargain-filled Nevada casino town is branded the'new Las Vegas' as tourists flock there instead of rip-off Sin City AI set to offer women'two for one' heart and breast screening Women could get'two for one' screening for breast cancer and heart problems using AI, a study suggests. The technology can be trained to examine mammograms images to detect both tumours as well as gauging the potential risk of heart attacks and stroke.

President Donald Trump has arrived in the UK for his historic second state visit, which will see a crowded mix of royal pageantry, trade talks and international politics. Before making the trip from the US on Air Force One, Trump sent positive signals, describing the visit as an honour and saying: My relationship is very good with the UK. They want to see if they can refine the trade deal a little bit I'm into helping them, said Trump, with a multi-billion US technology investment deal being announced as the president's visit got underway. But Trump said the main purpose of the visit was to see my friend King Charles: He represents the country so well, such an elegant gentleman. Landing at Stansted airport, President Trump received an official welcome from a line-up on the runway including Foreign Secretary Yvette Cooper. The president is spending the night in the US ambassador's residence, Winfield House, before a day of royal ceremony and lavish spectacle in Windsor Castle on Wednesday - with the president describing Windsor as the ultimate in settings.

Fox News contributor Raymond Arroyo provides a review of'With Love, Meghan' on'The Ingraham Angle.' Meghan Markle found early fame for starring on a popular television show, but her early auditioning days didn't always land success. The Duchess of Sussex admitted beauty brands were reluctant to hire her due to her natural, freckled complexion. Markle, 43, starred as Rachel Zane for seven years on the legal series "Suits," but prior to hitting it big in entertainment, her commercial agent hit major roadblocks. MEGHAN MARKLE SHOOTS DOWN PRINCE HARRY DIVORCE RUMORS, ADMITS ROYAL COUPLE ARE FINALLY IN'HONEYMOON' PHASE Meghan Markle admitted she couldn't land a beauty commercial due to her natural features. The As Ever lifestyle brand founder, who went makeup-free to record the chat, discussed challenges in the beauty industry during an episode of "The Jamie Kern Lima Show."

Everything you need to know about Duchess of Sussex Meghan Markle and her new life as part of the British royal family. There's something about that "Markle sparkle" that has the world transfixed, seeing as Meghan Markle has now been named the world's "most powerful dresser" in a 2019 report from Lyst, a fashion search engine. It was a big year for the Duchess of Sussex, who stylishly seized the spotlight at dozens of public appearances and royal tours, and even when introducing the world to baby Archie -- and according to Lyst, shoppers took notice. There's something about that "Markle sparkle" that has the world transfixed, as Meghan Markle has been named the world's most powerful dresser of 2019. According to Lyst's annual Year in Fashion roundup, each of the Duchess' numerous fashion statements sparked a 216-percent average increase in search for similar items.