Bed-bound Lindsey Vonn reveals pain is'hard to manage' as she speaks out for the first time after FIFTH surgery on her broken leg'Fergie might end up having to tell her story to the police': 'Toxic' Sarah Ferguson is'broke and in a bad way' after Andrew's arrest...and looking to UAE for cash because'everyone is out to get her' The tide of sleaze rolling over Beatrice, Eugenie and Fergie is going to capsize them all. Moment Kate and William revealed their'true feelings' towards Andrew and Fergie: Princess'ignoring' Sarah and Prince'secretly scolding' his uncle... how Duchess of Kent's funeral said it all Kurt Cobain's uncle insists Nirvana legend was murdered and calls on cops to investigate clues that haunt him Kristi Noem's secret escape plan to ditch DHS revealed amid ICE raid fallout and'culture of fear' rumors Winter Olympics chiefs reach verdict on Jutta Leerdam's '$1m underwear-flashing gesture' after Jake Paul's fiancée faced covert marketing claims Country singer Conner Smith's charges DROPPED after he hit and killed a woman, 77, with his truck I ditched weight-loss shots for the new Wegovy pill and am astonished by the difference. The pounds are falling off, I have no side effects and it's cheaper The subtle early warning sign that revealed Eric Dane's illness - as Grey's Anatomy star dies of motor neurone disease Johnny Depp let Eric Dane live'rent-free in one of his LA homes' as he tried to ease Grey's Anatomy star's financial worries in the months before his death from ALS aged 53 Uproar as NYC's'communist' mayor announces crippling tax for ALL homeowners after promising to only go after billionaires Wall Street panics as America's growth stalls while everyday prices refuse to fall I stumbled across my wife's Pornhub search history and it's broken me. She told me it's'just a fantasy lots of women have' but now I fear I'll never be enough Non-binary activist wins compensation after taking year-and-a-half off work with stress because hair salon's online booking form only offered male or female cuts Courtney Love caught on camera fleeing shocking car collision... days after bombshell Kurt Cobain'homicide investigation' Trump-bashing Winter Olympics star Hunter Hess whines about'hardest weeks of his life' after being called a'real loser' by the president In a viral post on X, user @ShishirShelke1 shared their strange discovery about the clock app icon. Normally, the icon on the home screen shows the second hand smoothly gliding around the clock face.

Eric Dane dead at 53: Grey's Anatomy star dies after courageous battle with ALS... less than a year after announcing diagnosis RICHARD KAY: Andrew's fall may now be complete. The question is... Will he bring down the House of Windsor with him? Alysa Liu finally ends America's 24-year wait for a Winter Olympics figure skating gold medal as she wins nerve-shredding final The tide of sleaze rolling over Beatrice, Eugenie and Fergie is going to capsize them all. My stalker said he'd rape and dismember me. Then he turned his depraved sights on my seven-year-old daughter, says EVA LARUE.

Prince William says he's'not in a calm state' as he arrives at the BAFTAs amid Andrew arrest drama: Prince of Wales says he's not in right frame of mind to watch weepy contender Hamnet - as Kate reveals it left her in floods of tears Who is Austin Tucker Martin? It's sensational, but William and Kate are the real King and Queen now. Read what my royal insiders are saying... it's the only way: MAUREEN CALLAHAN Tulsi Gabbard's personal life with mysterious videographer husband revealed in new intimate pictures I've met the man of my dreams... if he discovers my dirty little secret, he'll be disgusted: DEAR JANE JFK Jr took drugs'every single day': Everyone knows about Carolyn Bessette's cocaine snorting and cheating. But friends hid his binges, experimental sex and Jackie Kennedy's gay fears... until now Tide turns for little abandoned monkey Punch who had no one to love but his stuffed toy... as he's finally accepted into family Moment tourist minibus sinks in the world's deepest lake killing seven after crashing through the frozen ice Tucker Carlson forced to apologize to Israel's president for implying he went to Epstein's pedo island My American friends are all whispering the same rancid royal rumor. It's not just Andrew... this could bring everyone down: KENNEDY The Alexander brothers' alleged'rape playbook': Almost too monstrous to read, an exhaustive account of hideous secrets dating back to high school Vulgar squatter lazed around $2.3m mansion all day and sent child to work in BAKERY to help pay the bills... but now karma has caught up with her in the most delicious way The show must go on!

Triage is a critically important decision-making process in mass casualty incidents (MCIs) to maximize victim survival rates. While the role of AI in such situations is gaining attention for making optimal decisions within limited resources and time, its development and performance evaluation require benchmark datasets of sufficient quantity and quality. However, MCIs occur infrequently, and sufficient records are difficult to accumulate at the scene, making it challenging to collect large-scale real-world data for research use. Therefore, we developed Syn-STARTS, a framework that uses LLMs to generate triage cases, and verified its effectiveness. The results showed that the triage cases generated by Syn-STARTS were qualitatively indistinguishable from the TRIAGE open dataset generated by manual curation from training materials. Furthermore, when evaluating the LLM accuracy using hundreds of cases each from the green, yellow, red, and black categories defined by the standard triage method START, the results were found to be highly stable. This strongly indicates the possibility of synthetic data in developing high-performance AI models for severe and critical medical situations.

Recent theoretical advancement of information density in natural language has brought the following question on desk: To what degree does natural language exhibit periodicity pattern in its encoded information? We address this question by introducing a new method called AutoPeriod of Surprisal (APS). APS adopts a canonical periodicity detection algorithm and is able to identify any significant periods that exist in the surprisal sequence of a single document. By applying the algorithm to a set of corpora, we have obtained the following interesting results: Firstly, a considerable proportion of human language demonstrates a strong pattern of periodicity in information; Secondly, new periods that are outside the distributions of typical structural units in text (e.g., sentence boundaries, elementary discourse units, etc.) are found and further confirmed via harmonic regression modeling. We conclude that the periodicity of information in language is a joint outcome from both structured factors and other driving factors that take effect at longer distances. The advantages of our periodicity detection method and its potentials in LLM-generation detection are further discussed.

In April 2019, the Mayor of London introduced the ULEZ, an area in which drivers of more polluting vehicles must pay a daily charge of £12.50. It aims to reduce air pollution emissions from road transport and accelerating compliance with EU air quality standards. It previously only covered the same area of central London as the Congestion Charge, but it was expanded across all London boroughs on August 29, 2023. ULEZ is one of several London air pollution policies introduced since 2016 like the Low Emission Zone, Low Emission Bus Zones, and bus and taxi electrification. Share or comment on this article: Sadiq Khan's hated ULEZ expansion had NO impact on air pollution while raking in millions from drivers

Melania Trump accused of'calculated campaign to destroy' notorious biographer in lawsuit claiming she sabotaged tell-all on First Lady Young Americans identifying as trans or nonbinary in FREEFALL as experts pinpoint what's behind the shift Prince Andrew will be summoned to give evidence on Jeffrey Epstein to US Congress committee as victim says shamed royal should'do right' by Virginia Guiffre and testify What Britney Spears is really like behind closed doors: For first time, Kevin Federline reveals secrets he refused to spill even for $1 million... including'terrifying' acts that left their children running to him The real story behind Jim Carrey's disappearance: He once made $20m per film. Now insiders tell TOM LEONARD about the mysterious suicide of his married lover and claims of autism'cure' at the heart of his Hollywood downfall Is Meghan about to launch a new'Kardashian-style' mega brand? Duchess cosies up to CEO behind Kim Kardashian's wildly successful Skims range as speculation about her new venture grows Women's tennis in'manliness' row: World's No 1 and 2 come under fire from rival for their'high testosterone' - before Aryna Sabalenka appears to fire back after being labelled a'big' player Harvey Weinstein's ex-wife Georgina Chapman is facing foreclosure on $2.5 million NYC home Suzanne Somers' widower shocks fans as he resurrects star in'AI clone' format: 'You can't tell the difference' Vicious catfight erupts between Trump's leading ladies. Feud is talk of White House: 'It's real and it's personal' Karoline Leavitt goes scorched earth on'bitter' Biden press secretary over'deplorable' comments Three brutal words in my best friend's wedding invite cut like a knife. Meghan's hit a trashy new low.

Trump henchman's'Nazi texts' emerge as racist message crisis tears through White House Kate and William lead bid to exile Andrew and Fergie from Royal Lodge as public anger grows at his taxpayer-funded luxury: Waleses'can't abide' Prince and are pushing for him to leave, author claims Meghan's hit a trashy new low. JILLIAN MICHAELS: The trans trend is reversing. Now it's time to admit what's really been driving this extremist fad all along Napa tycoon is accused of slamming Rolls Royce into women because he couldn't find a parking spot... now his scandalous divorce secrets are exposed I know why Prince Harry and Andrew were'cut so much slack' by the late Queen - it's to do with her father and sister, reveals ROBERT HARDMAN The Prince Harry interview that left the Royals reeling and resumed the war against them, with even Downing Street forced to issue a statement! Married Congressman had alleged affair with aide... before she set herself on fire: Bombshell revelation as police block release of 911 call and other evidence Trapped on death island: 'Marooned' Russian troops are starving to death and 5,000 have died after being cut off from other Russian forces in Ukraine Apple Martin's music debut is likened to an'off-key, drunken karaoke performance' and proof that'nepotism is killing art' - as she attempts to follow in Coldplay star dad Chris' footsteps Fox News host Jesse Watters stunned as he admits his MOM joined millions protesting Trump at'No Kings' rally RFK Jr's desperate proposition to Cheryl Hines after his sexting fiasco pushed their marriage to the brink'Woke to blame for Louvre robbery': Female museum security chief accused of being a'diversity hire' comes under fire as politicians say heist has made France'the laughing stock of the world' Bombshell twist in Nicole Kidman and Keith Urban's divorce: 'She'd get back with him in a heartbeat,' says insider who's known her for years - as her inner circle reacts to'girlfriend' rumours Bella Hadid under fire over'offensive' social media posts she made as a teenager: 'Should've known better' Ellen Greenberg's parents reveal harrowing final phone call with daughter's ex fiancé after shock suicide ruling The new drug obsessions of the posh'wines and lines' mums: They scoff at cocaine now - but these three vices are the talk of the private school gate: JANA HOCKING Channel your inner John Wayne! 'Tough guy' walk used by western movie heroes makes you appear more powerful When it comes to swagger, nobody does it quite like John Wayne. His distinctive wide-based walk helped solidify his'tough guy' persona that became iconic in his western films.

Running Large Language Models (LLMs) on edge devices is crucial for reducing latency, improving real-time processing, and enhancing privacy. By performing inference directly on the device, data does not need to be sent to the cloud, ensuring faster responses and reducing reliance on network connectivity. However, implementing LLMs on edge devices presents challenges, particularly with managing key-value (KV) caches, which plays a pivotal role in LLM serving. As the input text lengthens, the size of the KV cache increases linearly with the sequence length, leading to a significant memory footprint and data access costs. On the other hand, edge devices have limited memory and computational power, making it hard to store and efficiently access the large caches needed for LLM inference. To mitigate the substantial overhead caused by KV cache, we propose using embedded DRAM (eDRAM) as the primary storage for LLM serving in edge device, which offers higher storage density compared to SRAM. However, to ensure data integrity, eDRAM needs periodic refresh operations, which are power-intensive. To reduce eDRAM costs and improve overall system performance, we propose~\textit{Kelle}, a software-hardware co-design solution optimized for deploying LLMs on eDRAM-based edge systems. Combined with our fine-grained memory eviction, recomputation, and refresh control algorithms, the \textit{Kelle} accelerator delivers a $3.9\times$ speedup and $4.5\times$ energy savings compared to existing baseline solutions.

Marjorie Taylor Greene's revenge mission: Ex-GOP strategist reveals why firebrand has turned on Trump administration Accountant arrested after'opening fire on MAGA supporter' in row over Trump sign... as victim recalls bullets whizzing past his head'Half the internet' goes down after Amazon cloud outage leaving millions unable to use Ring, Alexa, and banking apps - as experts say we'can't rule out a cyberattack' This is exactly how I look this good at 68 - and you can too: World-famous make-up guru BOBBI BROWN reveals her 10 beauty tricks to hide wrinkles, tighten skin... and the one thing that's almost as good as a facelift Shocking behavior that led to little girl's horror plunge from Disney cruise ship is revealed for first time Keri Russell, 49, SLAMS plastic surgery trends in Hollywood and admits it feels'strange' to look natural Doctors expose the truth about melatonin... as terrifying side-effects soar Trump drops expletive as he issues blunt response to millions of'No Kings' protesters Shock new twist in death of ex-NFL star Doug Martin, 36, as it emerges he died'after brief struggle with police' How I lost 4st fast WITHOUT weight-loss jabs. Virginia Giuffre's memoir appears in book shops a day early: Prince Andrew accuser details multiple encounters with the disgraced royal and reveals how her traumatic childhood made her'perfect victim' for Epstein Greedy waitress chases down customer and calls cops because he didn't tip her: 'Who said he's obligated to tip?' Bailey Zimmerman debuts new cosmetic procedure after revealing he's been'insecure' about it since childhood Are you anxious, tired and have difficulty concentrating? You could be suffering from this common but widely misunderstood condition - and here's how to help yourself: DR MAX PEMBERTON Biden's former mouthpiece Karine Jean-Pierre reveals how ex-president left her'enraged and heartbroken' as she turns on Democrats Sarah Ferguson could turn on Andrew to'save her own skin' if cash runs low - as he faces potential police probe into'dirt digging' after losing his titles Sharon Stone played her mother who tied her to a bed to go party now the real daughter tells the story'Casino' didn't dare show Beware the eye in the sky! READ MORE: How AI cops are already patrolling Britain's streets Whether it's sending a quick text or casting an eye over your emails, those tempted to look at their phone while driving are finally being caught out. UK trials of an AI'traffic cop' have successfully detected thousands of drivers using their phone behind the wheel.