Premier League leaders Tottenham recovered from a sluggish first half to win 2-1 at Crystal Palace and extend their lead at the summit to five points. Ange Postecoglou’s side found life tough at Selhurst Park initially, but moved through the gears in the second period and went ahead when Joel Ward put through his own net in the 53rd minute following James Maddison’s centre. Captain Son Heung-min made the points safe 13 minutes later with a close-range finish for his eighth goal this season to ensure high-flying Spurs extended their unbeaten top-flight start to 10 matches. Jordan Ayew struck late on for Palace, but victory moved Tottenham five points clear of Manchester City, who visit rivals Manchester United on Sunday, and while that gap is unlikely to remain come the end of the weekend, this latest test passed by Postecoglou’s new-look team will only increase the optimism growing in N17. The Australian made two changes from Monday night with left-back Destiny Udogie unavailable due to muscle tightness, which resulted in Ben Davies making his first league start this term, while Yves Bissouma returned to the starting line-up following his one-match ban. Spurs were poor during the opening exchanges against a Palace side eager to respond to their 4-0 thrashing at Newcastle with Guglielmo Vicario twice called into action early on. Vicario first denied Ayew’s low effort in the sixth-minute before he produced a smart save to thwart the snapshot of Odsonne Edouard, who was leading the line for the hosts. Hodgson would have been pleased with the response to Palace’s thrashing in the North East after Will Hughes and Joel Ward snapped into tackles with Micky van de Ven and Maddison. Maddison’s influence had been limited, but he sliced a tough half-volley chance into the Holmesdale Stand before Richarlison dragged wide from outside the area. The opening half an hour in south London had been stop-start, which suited Palace who forced four corners in a row towards the end of the first 45, but Tottenham survived to walk off at half-time level. Postecoglou had lambasted the second half showing against Fulham and would have been equally frustrated with this display after Spurs failed to have a shot on target despite more than 70 per cent possession. He reacted with Emerson Royal introduced for Davies and while the visitors’ wait for a first shot on target continued, they still managed to break the deadlock in the 53rd minute. Tottenham’s goal came from their right side with Pedro Porro playing in Pape Sarr, who cut back for Maddison and his smashed effort across goal bounced off Ward and into the Palace net. It was tough on Palace but Hodgson’s side immediately searched for an equaliser and Edouard had a shot deflected over by Cristian Romero. Marc Guehi headed wide from the resulting corner before Postecoglou made further changes with Brennan Johnson and Pierre-Emile Hojbjerg brought on. Johnson needed barely two minutes to make his mark with a first assist for the club since a £45million deadline day move from Nottingham Forest. The substitute started the move with a cushioned header into Maddison, who passed back into Johnson and he smartly recycled the ball to Son and the Spurs captain rifled home from close-range in the 66th minute. After Tottenham switched off at 2-0 up against Fulham, there was little chance of a repeat and Postecoglou sent on Rodrigo Bentancur for his first appearance since he suffered anterior cruciate ligament damage to his left knee in February. Bentancur’s arrival on the pitch was met with big cheers by the away fans, but the travelling support endured a nervy finale. Ayew reduced the deficit four minutes into stoppage time when he controlled Joachim Anderson’s cross and fired beyond Vicario, which was eventually awarded after a lengthy VAR check. Palace pushed for a last-gasp leveller and forced several set-pieces before substitute Matheus Franca sliced wide under pressure from Porro to confirm a fourth consecutive win for leaders Spurs. Read More Kyle Walker says Manchester City will be wary of Marcus Rashford in derby Wolves v Chelsea on Christmas Eve means ‘unhappy wife’ for Mauricio Pochettino Tyson Fury: Ngannou fight like Djokovic facing table tennis player at Wimbledon Matthew Mott wary of ‘raging favourites’ as England look to avoid further shame Pep Guardiola condemns Man City fans who sang offensive Sir Bobby Charlton chant Mikel Arteta calls for increased squad sizes as Arsenal suffer fresh injury blow

The home of a Paris mayor has been raided and set alight while his wife and children were inside sleeping as the city continues to be rocked by riots. Vincent Jeanbrun, who is in charge of the area of L’Hay-les-Roses in the southern suburbs, said rockets were also thrown as they fled from the burning house in what he’s calling an “assassination attempt”. Mr Jeanbrun said his wife and one of his two children, who are both aged under eight, were injured as they fled the building in the early hours of Sunday. “Last night, a milestone was reached in horror and ignominy,” he wrote on Twitter. “My home was attacked and my family was the victim of an assassination attempt.” The mayor was not at home at the time but was instead working at his office. Mr Jeanbrun also said the attack was “a murder attempt of unspeakable cowardice”. “A line has been crossed,” he said. “If my priority today is to take care of my family, my determination to protect and serve the Republic is greater than before.” A car was used to ram through the gates of the family’s home before the vehicle was set on fire in an effort for flames to spread to the house, Mr Jeanbrun said in a statement. His wife, Melanie Nowak, suffered a broken leg when she attempted to flee through rocket fire. An attempted murder investigation has already been opened, according to France’s minister of the interior Gerald Darmanin. “The perpetrators will answer for their heinous acts,” he said. The street outside of the Jeanbrun’s family home in L’Hay-les-Roses was closed off by police officers who declined to speak to the media on Sunday evening about what had occurred. However, residents of the affluent and quiet suburb said they were “deeply frightened” by the incident and said it was “unimaginable” in their neighbourhood. “By chance we spoke to the mayor just yesterday and he said there was a problem but we never imagined this. It’s very scary and unexpected,” said Dominique, 61, who lives 100m away and is a neighbour of the Jeanburns. He said the mayor’s wife was still being treated for her injuries in hospital. “They came at 1am and set fire to a car, rammed the house with it while the children were inside,” his wife Veronique added, visibly shaken. “In all the 20 years we have lived here we have never experienced anything like it. It’s terrifying,” she added. Both said the area had been quiet despite the unrest rocking the rest of country but the mayor had been concerned in recent days as he had come out publicly supporting the need to police the streets. “There is no justification for this act – people have looted shops, burned cars and now done this, attacking a family while children are inside,” Veronique added. Another resident of the area – Michel, 30, a lawyer – said the attack only shored up the belief in these neighbourhoods that a greater police presence was needed. “Nobody is safe at the moment and so we live day by day. This area is usually calm –but people are jumping on this moment, opportunists to destabilise everything,” he added. The attack took place about 30km (19 miles) away from where a 17-year-old boy was killed, allegedly by a police officer, during a traffic stop on Tuesday in the suburb of Nanterre. Nahel Merzouk’s death has triggered widespread riots in France, which resulted in tens of thousands of police officers being deployed to the streets. His grandmother, Nadia, urged people not to join in the chaos in a desperate plea on Saturday. “I want it to stop everywhere,” she told TV channel BFM TV. “I tell the people who are rioting this: do not smash windows, attack schools or buses. Stop! It’s the mums who are taking the bus, it’s the mums who walk outside.” Nadia went on to detail just how the tragedy has undone her family. “It’s over, my daughter no longer has a life,” she said. Anger and unrest quickly spread from the capital’s suburbs to other parts of France including Marseille after almost a week since the shooting. Curfews have been enforced in some places and thousands of police deployed to the streets in a bid to stop the chaos, which has included looting and bins being set on fire. Riots continued for a fifth night on Saturday, with 45,000 police deployed and 719 people arrested across the country by early on Sunday. Mourners paid tribute at the teenager’s funeral in the Parisian suburb of Nanterre on Saturday, near where he died. Nahel’s mother, who was identified as Mounia, told French television station France 5 this week about the tragedy’s impact on her. “(The police officer) saw a little Arab-looking kid, he wanted to take his life,” she said. “A police officer cannot take his gun and fire at our children, take our children’s lives.” The teenager was of Algerian and Moroccan descent and lived in a suburb in the Vieux-Pont neighbourhood of Nanterre, about 15km from the centre of Paris. Nadia did not attend the “marche blanche”, which was organised by her daughter on Thursday night as she didn’t want to leave the spot where her grandson died. French president Emmanuel Macron met with ministers on Sunday evening in a desperate effort to review the situation. Read More Paris shooting: Where are the riots in France and why are they happening? France riots - live: Mayor claims protesters ‘try to assassinate his family’ in fifth night of violence Paris protests: Where are the riots in France and why are they happening?

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BOCA RATON, Fla.--(BUSINESS WIRE)--Jun 1, 2023--

ORCHARD PARK, N.Y. (AP) — Josh Allen threw four touchdown passes and ran for a score, and the Buffalo Bills brought Miami’s unbeaten start to an emphatic end, beating the division rival Dolphins 48-20 on Sunday.

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Future generations of artificial intelligence chatbots trained using data from other AIs could lead to a downward spiral of gibberish on the internet, a new study has found. Large language models (LLMs) such as ChatGPT have taken off on the internet, with many users adopting the technology to produce a whole new ecosystem of AI-generated texts and images. But using the output data from such AI systems to further train subsequent generations of AI models could result in “irreversible defects” and junk content, according to a new, yet-to-be peer-reviewed study. AI models like ChatGPT are trained using vast amounts of data pulled across internet platforms that have mostly remained human generated until now. But AI-generated data using such models have a growing presence on the internet. Researchers, including those from the University of Oxford in the UK, attempted to understand what happened when several subsequent generations of AIs are trained off each other. They found the widespread use of LLMs to publish content on the internet on a large scale “will pollute the collection of data to train them” and lead to “model collapse”. “We discover that learning from data produced by other models causes model collapse – a degenerative process whereby, over time, models forget the true underlying data distribution,” scientists wrote in the study, posted as a preprint in arXiv. The new findings suggested there to be a “first mover advantage” when it comes to training LLMs. Scientists liken this change to what happens when AI models are trained on music created by human composers and played by human musicians. The subsequent AI output then trains other models, leading to a diminishing quality of music. With subsequent generations of AI models likely to encounter poorer quality data at their source, they may start misinterpreting information by inserting false information in a process scientists call “data poisoning”. They warned that the scale at which data poisoning can happen drastically changes after the advent of LLMs. Just a few iterations of data can lead to major degradation, even when the original data is preserved, scientists said. And over time, this could lead to mistakes compounding and forcing models that learn from generated data to misunderstand reality. “This in turn causes the model to misperceive the underlying learning task,” researchers said. Scientists cautioned that steps must be taken to label AI-generated content from human-generated ones, along with efforts to preserve original human-made data for future AI training. “To make sure that learning is sustained over a long time period, one needs to make sure that access to the original data source is preserved and that additional data not generated by LLMs remain available over time,” they wrote in the study. “Otherwise, it may become increasingly difficult to train newer versions of LLMs without access to data that was crawled from the Internet prior to the mass adoption of the technology, or direct access to data generated by humans at scale.” Read More ChatGPT ‘grandma exploit’ gives users free keys for Windows 11 Protect personal data when introducing AI, privacy watchdog warns businesses How Europe is leading the world in the push to regulate AI ‘Miracle material’ solar panels to finally enter production Meta reveals new AI that is too powerful to release Reddit user’s protests against the site’s rules have taken an even more bizarre turn

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