Nigeria announced a temporary wage increase among a set of measures aimed at cushioning the impact of reforms

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

Nikki Haley’s husband deployed on Saturday for a yearlong stint with the South Carolina Army National Guard to Africa

Jude Bellingham is a generational talent, and the wonderkid has made a brilliant start to life at his new club Real Madrid. However, it looks like there are still a few teething problems with the language barrier – after the Spanish club spelled his name wrong in their own locker room. Bellingham was reacting after scoring yet another goal for his new side after moving from Borussia Dortmund when people noticed an unexpected detail in the background. The player, who is still just 20-years-old, scored the winner for Real Madrid against Getafe on Saturday (September 2) and cameras captured his reaction to the result. "I've never heard a stadium sound louder in my life,” Bellingham said, before celebrating with his fellow players. Only, people on social media seemed a little more concerned with his locker, which featured a big spelling mistake. The big letters behind him actually spelled out “Bellimgham” and not Bellingham. "Can’t even spell his name right on that locker," one football fan posted. However they spell his name, Real Madrid fans have definitely already taken him in as one of their own. He’s enjoyed an incredible start, having scored on his debut against Athletic Bilbao. He then scored two and scored again against Celta Vigo before scoring against Getafe. In fact, he has equalled Cristiano Ronaldo’s record set in 2009, having become only the second Real Madrid player in history to score in their first four games for the team. Sign up for our free Indy100 weekly newsletter Have your say in our news democracy. Click the upvote icon at the top of the page to help raise this article through the indy100 rankings

Reviewing Real Madrid's 2022/23 season, with best player, best goal, biggest disappointment & more.

Have you ever loved a scent so much that you wanted to constantly be surrounded by it? There are no shortage of perfumes out there, but certain brands and scents hit that elusive formula just right and create an effect that is so alluring, it can’t be contained by a perfume bottle alone. Instead, smart brands listen to customer demands and make it available as a shower gel, as a lotion, as a candle, as a room spray, as a laundry detergent — the list goes on.

Rescuers in northern India are supplying food and medicine to 40 construction workers as officials prepare to start drilling through the rubble to reach the men who have been buried since a portion of the tunnel they were working on collapsed over the weekend

The latest Man Utd transfer rumours include Harry Maguire and Scott McTominay's potential exits, a move for Real Madrid's Aurelien Tchouameni and more.

Today's USMNT news includes Juventus naming their price for Weston McKennie. Malik Tillman will not be joining Rangers andTimothy Weah has been linked with Atletico Madrid.USMNT news: Juventus name price for Weston McKennieWeston McKennie is expected to leave Juventus this summer. However, ...

"Crossing the Channel, it's playing with our lives," Hajji...

The yen climbed against all of its major peers after a report that the Bank of Japan plans

President Joe Biden is heading to Vietnam next month to meet with General Secretary Nguyen Phu Trong and other Vietnamese leaders