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Smart Picks in the Dark: Towards Efficient RLVR for Reasoning via Tracing Metacognitive Pivots

arXiv:2606.04503v1 Announce Type: new Abstract: Reinforcement learning with verifiable rewards (RLVR) has greatly advanced large reasoning models (LRMs), but it requires timely training on a huge fully-annotated dataset. To this end, data-efficient RLVR methods have been widely studied from two perspectives: (i) data selection methods identify a small subset of "golden" samples that yield near-full-data performance, but they rely on a pre-existing pool of labeled data. (ii) unsupervised RLVR...

arXiv CS 6d ago

The Sonos Era 100 speaker is down to its lowest price in months

Whether you’re considering starting a Sonos speaker setup, or adding to an existing group, the Sonos Era 100 is worth picking up. The compact, capable smart speaker is currently marked down to $189 ($30 off) at a variety of retailers, including Amazon, Best Buy, and directly from Sonos. If you want an even lower price, Sonos is selling refurbished Era 100 speakers for just $134.

The Verge 5d ago

5 Best Smart Speakers (2026): Alexa, Google Assistant, Siri

There are three big players when it comes to finding the best smart speaker: Amazon, Google, and Apple's voice assistant-powered devices. But each system has its own benefits and limitations, and finding the right smart speaker for you requires considering several factors. You likely already have a favorite ecosystem.

Wired 6d ago

Trump abruptly ends interview when asked proof of Biden's 2020 election rigging

US President Donald Trump abruptly ended a television interview with NBC's Meet the Press after a heated exchange with moderator Kristen Welker over his repeated claims that American elections are being rigged. The interview centred on Trump's allegations about the 2020 presidential election and his concerns over vote counting in California. The discussion eventually escalated into a confrontation, with Trump accusing the media of dishonesty before removing his microphone and walking away.

Times of India 3d ago

Read the transcript: President Donald Trump interviewed by NBC News’ ‘Meet the Press’ moderator Kristen Welker

KRISTEN WELKER: President Trump, welcome back to Meet the Press. DONALD TRUMP: Thank you. KRISTEN WELKER: Thank you so much for being here.

NBC News 3d ago

Do not click fake 'account recovery' Amazon email

Amazon is getting ready for Prime Day, and you can bet scammers are, too. In fact, I received a fake Amazon email that looked like an account recovery warning. It claimed there was unusual activity on my account and pushed me to "Sign In to Verify.

Fox News 6h ago

Do not click fake 'account recovery' Amazon email

Amazon is getting ready for Prime Day, and you can bet scammers are, too. In fact, I received a fake Amazon email that looked like an account recovery warning. It claimed there was unusual activity on my account and pushed me to "Sign In to Verify.

Fox News Tech 6h ago

Humanoid robots work nonstop in package test

Figure AI says three of its humanoid robots crossed more than 24 hours of continuous autonomous operation after a test that was supposed to last only eight hours kept running.The California-based robotics startup says its Helix-02 artificial intelligence-powered robots sorted small packages around the clock without human control. The robots became part of a livestream that viewers followed closely. They even picked up names along the way: Bob, Frank and Gary.Once people started calling them...

Fox News Tech 17d ago

Don't miss Jupiter and Venus meet in a dazzling conjunction on June 9: Here's where and when to look

Don't miss Jupiter and Venus meet in a dazzling conjunction on June 9: Here's where and when to look Jupiter and Venus meet in the western sky on June 9 — here's how to see it. Get ready for a spectacular sight on June 9, as Jupiter and Venus make a close approach in the evening sky, while Mercury shines close to the western horizon in the glow of the setting sun. Stargazers in the U.S. will see the bright light of Venus glowing less than 20 degrees above the horizon at sunset — roughly the...

Space.com 2d ago