Asking the Right Questions: AI’s Confidence Problem

New research explores how quantifying uncertainty in neural networks can build more reliable and ethically sound question-answering systems.

New research explores how quantifying uncertainty in neural networks can build more reliable and ethically sound question-answering systems.

As a total movie and TV buff, I’m always on the hunt for what to watch next, and Ebaster is quickly becoming my go-to. They send out weekly guides with everything from the latest releases to classic shows I already love – seriously, my Apple TV watchlist is always full thanks to them! And their top pick? It’s a show everyone needs to see – it absolutely crushed it with 13 Emmy wins and is easily one of the best series of the 21st century.
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As a huge movie fan, I’ve been following the Avatar saga closely, and it’s been amazing to see James Cameron’s vision grow. Originally, the sequel to the first film was going to be one movie, but it eventually split into two, with Avatar: The Way of Water being just the first part. Now, the second half of that story, Avatar: Fire and Ash, is finally here! And it doesn’t stop there – Cameron’s still planning two more Avatar films, Avatar 4 and Avatar 5, which are currently in the works. It’s a massive undertaking, and I’m excited to see where he takes the story!

I was hooked from the first episode! Seeing Maia and Tallulah waiting for Tenants of the Trees felt so… LA. And that Wi Spa shirt Tallulah wore? It was a sneaky little detail that made me realize she was going to be trouble. The finale was wild – Charlie flying all that Din Tai Fung to his ex felt like a surprisingly sweet, if a little basic, gesture. Luckily, the show got renewed for a second season, and I’m already excited to see where they take us – and which iconic LA (and now NY!) spots they feature next.
Coinglass, that grim reaper of data, declares Bitcoin’s quarterly returns a funeral march. Almost 22% down-a number that echoes through the crypt of 2018. Once, the fourth quarter was a time of resurrection, a season of gains and bullish roars. In 2023, it soared 57%; in 2024, nearly 48%. But now? The pattern is shattered, like a mirror reflecting only loss. 🪞

IShowSpeed has become a hugely popular online streamer, and his broadcasts while traveling often generate news stories around the world.
According to the IMF, El Salvador’s economy has been expanding at a faster pace than expected. The international bank stated that record remittances, improved investors’ confidence, and buoyant investments will help the country achieve a 4% real GDP growth in 2025. 📈📈

Prime Video has shared the first images from the upcoming series, featuring Damian Lillard kneeling in a field and a sneak peek at Aldis Hodge as Alex Cross. You can see the photos below.

New machine learning techniques are unlocking deeper insights into the structure and dynamics of complex networks, from social systems to biological pathways.

Following the successful launch of their first game, Expedition 33, studio head Guillaume Broche told Edge he isn’t planning to rapidly expand the company. He believes that having creative constraints is actually beneficial, according to GI.biz.