Guarding the Gate: Probing for Safer Language Model Responses
![The reduction in overlap between density distributions of original and Safety-Awareness Enhanced [latex]\mathcal{L}_{disc}[/latex] on both benign and harmful samples-achieved through in-decoding probing-indicates the method effectively isolates signals indicative of harmful content, suggesting a robust mechanism for discerning potentially dangerous inputs.](https://arxiv.org/html/2601.10543v1/x6.png)
Researchers have developed a novel technique to bolster the defenses of large language models against adversarial prompts designed to bypass safety protocols.
![The reduction in overlap between density distributions of original and Safety-Awareness Enhanced [latex]\mathcal{L}_{disc}[/latex] on both benign and harmful samples-achieved through in-decoding probing-indicates the method effectively isolates signals indicative of harmful content, suggesting a robust mechanism for discerning potentially dangerous inputs.](https://arxiv.org/html/2601.10543v1/x6.png)
Researchers have developed a novel technique to bolster the defenses of large language models against adversarial prompts designed to bypass safety protocols.

Neil deGrasse Tyson, like Brian Cox and Carl Sagan, has become a popular science communicator, earning the admiration of many. He enjoys breaking down the wonders of the universe for everyone, and often applies his knowledge of astrophysics to analyze science fiction films. From classics like 2001: A Space Odyssey to more recent hits like Gravity, he points out what these movies get right – and wrong. He particularly recommends a science fiction film from New Zealand that tackles the familiar idea of a lone survivor, and it’s definitely worth checking out.

As reported by the Voice of Nigeria, a herald of the land, the SEC has donned its armor, vowing to protect the innocent and bring transparency to the crypto colosseum. In a conclave with the NPF, Dr. Emomotimi Agama, the Commission’s Director-General, poured forth his woes to Inspector General Kayode Egbetokun, painting a tableau of malice and deceit.

As a huge Star Trek fan, I was so excited to see Captain Janeway’s legacy continuing in Star Trek: Starfleet Academy! It’s amazing to think her influence is still felt 800 years after the events of Voyager. The new series, brought to us by Alex Kurtzman and creator Gaia Violo, kicks off with an episode called “Kids These Days” and brings Starfleet Academy back to its original home in San Francisco. I can’t wait to see what adventures await the new cadets!

Researchers have developed a statistically rigorous method for modeling dependencies within network data, offering improvements over existing approaches.

If you enjoyed 28 Days Later, you’ll want to watch it on Netflix soon! It’s leaving the streaming service on February 1st. This comes as its sequel, 28 Years Later: Bone Temple, is currently doing very well in theaters.
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As a huge horror fan, I was really excited to hear that Mike Flanagan is tackling The Exorcist! Universal Pictures just announced it’s coming out on March 12, 2027, according to Variety. And the cast is fantastic – Scarlett Johansson and Noah Jupe, who I thought was brilliant in Hamnet, are both signed on. Flanagan’s not just directing, he’s writing and producing too, which is awesome. They’re keeping plot details pretty close to the vest, but it sounds like he’s doing a really interesting, dramatic take on the story.

The fantasy genre truly shines in grand, family-friendly movies that everyone can enjoy. These films often become beloved childhood favorites, capturing hearts with their humor, exciting stories, and spectacular action. The most memorable classic fantasy movies have had a lasting impact on generations of viewers and continue to inspire today.