Decoding the Language Brain: How Multilingual Models Specialize
![The study demonstrates that transferring neuron masks-specifically, those identified within a [latex]LLaMA2-7B-Base[/latex] model-directly to its [latex]LLaMA2-7B-Chat[/latex] counterpart yields measurable performance on target-language benchmarks-MMLU, C-Eval, and Belebele\_vi-suggesting a shared underlying neural infrastructure despite differing conversational objectives.](https://arxiv.org/html/2601.04664v1/x4.png)
New research reveals how individual neurons within large language models become dedicated to specific languages, moving beyond simple correlation to prove functional necessity.
![The study demonstrates that transferring neuron masks-specifically, those identified within a [latex]LLaMA2-7B-Base[/latex] model-directly to its [latex]LLaMA2-7B-Chat[/latex] counterpart yields measurable performance on target-language benchmarks-MMLU, C-Eval, and Belebele\_vi-suggesting a shared underlying neural infrastructure despite differing conversational objectives.](https://arxiv.org/html/2601.04664v1/x4.png)
New research reveals how individual neurons within large language models become dedicated to specific languages, moving beyond simple correlation to prove functional necessity.

Adapting H.P. Lovecraft’s stories for film and television is difficult because his monsters and horrors are intentionally vague and hard to picture. As a result, there aren’t many direct movie or TV versions of his tales. However, his influence – the feeling of cosmic dread and hidden terrors – can be seen in many other stories across different genres.

Richard Roeper hosted a show for eight years before pursuing other projects. In 2025, after 39 years as a film critic for the Sun-Times, he started writing for RogerEbert.com, the website created by his friend and fellow critic, Roger Ebert. Roeper enjoys all kinds of movies, especially good science fiction, but he’s also seen plenty of bad ones. Here are his picks for the ten worst sci-fi films.
![Cost-weighted loss is shown to vary with the escalation threshold when using calibrated probabilities, with the decision-aware threshold of 0.0909 derived from an asymmetric cost structure where the cost of a false negative ([latex]C_{FN}=10[/latex]) is ten times greater than the cost of a false positive ([latex]C_{FP}=1[/latex]).](https://arxiv.org/html/2601.04486v1/cost_vs_threshold_rf.png)
New research demonstrates that calibrating trust signals to the real-world costs of security decisions dramatically improves the efficiency and accuracy of Security Operations Centers.
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Mark Ruffalo recently told Us Weekly he doesn’t plan on becoming a politician anytime soon. However, he hasn’t completely dismissed the idea, as he continues to share his thoughts on political issues. Ruffalo also explained that he sees acting and politics as similar – both involve serving the public. He believes if he ever did enter politics, it would be to help others.

If you want to get a good start in Siberium, it’s a good idea to reroll your account. To do this, you must be logged in as a guest. Then, simply open the in-game menu and log out of your guest account to begin rerolling.

If you’re into big dreams, tiny entry prices, and tech that’s more future-ready than a self-driving car, you’ll love this mix. We’re keeping it simple enough for a six-year-old to understand, but still packed with real market vibes, January 2026 updates, and clear reasons why these coins are exciting-without making any of them look like they’re wearing a clown suit. 🤡✨
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