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BLISS: A Lightweight Bilevel Influence Scoring Method for Data Selection in Language Model Pretraining

Announce Type: replace Abstract: Effective data selection is essential for pretraining large language models (LLMs), enhancing efficiency and improving generalization to downstream tasks. However, existing approaches often require leveraging external pretrained models, making it difficult to disentangle the effects of data selection from those of the external pretrained models. In addition, they often overlook the long-term impact of selected data if the model is trained to convergence,...

arXiv CS 8d ago

Stripteases, ecstatic embraces and a dog in a dress: the full-on photos celebrating queer dancefloors worldwide

A thrillingly unsanitised new photo book captures the liberating power of queer clubs in all their sexy, messy, kinky, cacophonous glory. ‘I wanted it to feel like a night out,’ says the woman behind itThese days, waking up after a big night out, no evidence can be good evidence. Perhaps the bar lights were too dim and the music so great that smartphones (and the outside world) were forgotten for a few blissful hours. Camera rolls: empty.However, a new photo book called Sex, Clubs, Dissent:...

The Guardian Culture 15d ago

Problems at ICE facility include guard who lost loaded weapon, failure to test for tuberculosis, report says

The largest ICE detention center in the country lost track of a loaded firearm, did not provide treatment to detainees with chronic health conditions, and failed to test immigrants for tuberculosis, according to a report from the Government Accountability Office published Tuesday. The investigation from the congressional watchdog found “serious performance and oversight challenges” at Camp East Montana at Fort Bliss, which is outside El Paso, Texas. In one case, evidence associated with the...

NBC News 22h ago

Travelling to Cabo Verde? Here’s what you need to know about the island nation

World Cup debut aside, Cabo Verde offers plenty of reasons to visit beyond the beautiful game – from fresh seafood delicacies to beach escapes and a wealth of cultural heritage. Some 500 kilometres off the coast of West Africa lies Cabo Verde, an island nation that’s making headlines after qualifying for its first World Cup this summer. Geographically, the country's islands form part of Macaronesia, which means "Islands of Bliss”, alongside Madeira, the Canary Islands and the Azores, which...

Euronews 8d ago

Gunther calls Cody Rhodes 'the perfect symbol of the crumbling American dream' ahead of WWE Clash in Italy

Cody Rhodes and Gunther faced off to end "Friday Night SmackDown" as the former will defend the Undisputed WWE Championship against the latter at Clash in Italy on Sunday. Rhodes had plenty to be upset about. Gunther was forced into a title match thanks to a favor that Paul Heyman owed him.

Fox News 11d ago

Mike Vrabel and wife Jen celebrate son Tyler’s engagement amid buzz

Every little event in the NFL coach’s life will be scrutinized to the power of ten. Everything will be amplified to the power of ten. Because of the Dianna Russini scandal.

Times of India 1d ago

The Art of the Joyful Tearjerker

Last fall, while leaving a critic’s screening of the film Hamnet, I was confronted just outside the door by the production company’s chirpy PR handler. she asked, as if the rivers of mascara streaming down my cheeks weren’t a clear enough signal. “Oh God,” I blurted out, before turning heel toward the bathroom.

The Atlantic 8d ago

The Hardest Things to Say to One Another

This is an edition of The Wonder Reader, a newsletter in which our editors recommend a set of stories to spark your curiosity and fill you with delight. Sign up here to get it every Saturday morning. Recently, Russell Shaw realized that he had texted his kids the same two words—Too loud—133 times since 2020.

The Atlantic 11d ago

The people who actually want AI to replace humanity

“I want AI to be a tool that allows human flourishing!” exclaimed Brad Carson, a former member of Congress. “There is an option out there where AI is just a tool for us.” The people who actually want AI to replace humanity We need to create a new humanism before the “AI successionists” win.

Hacker News 10d ago

Evolutionary Discovery of Bivariate Bicycle Codes with LLM-Guided Search

Announce Type: cross Abstract: Quantum LDPC code discovery requires searching large algebraic design spaces while reliably certifying the parameters and equivalence classes of any candidates found. We introduce an LLM-guided evolutionary workflow in which language models mutate Python programs that generate bivariate-bicycle and perturbed bivariate-bicycle code ans\"atze. Across five campaigns, the system performed approximately 1{,}650 evolutionary iterations, screened about $2 \times 10^5$...

arXiv CS 8d ago