Large Language Models (LLMs) are increasingly deployed in various applications. As their usage grows, concerns regarding their safety are rising, especially in maintaining harmless responses when faced with malicious instructions. Many defense strategies have been developed to enhance the safety of LLMs. However, our research finds that existing defense strategies lead LLMs to predominantly adopt a rejection-oriented stance, thereby diminishing the usability of their responses to benign instructions. To solve this problem, we introduce the MoGU framework, designed to enhance LLMs' safety while preserving their usability.

He is an expert in designing and building adaptive music systems utilizing human-in-the-loop machine learning. He holds degrees in Music (Hons) and Science and completed a Ph.D. with a thesis in Adaptive Music Scores for Interactive Media. Since joining Aimi, Patrick has contributed as a named inventor on eight patents regarding various aspects of music analysis and generation. As an accomplished jazz musician and researcher in AI and interactive music, his goal is to create the world's best generative AI models and systems.

BEGIN ARTICLE PREVIEW: Two participants from the winning team at the Tech4Heritage hackathon explain how they used AI- and Machine Learning (ML)-based solutions to restore ancient cave murals The murals of the Ajanta and Ellora caves are national treasures with the oldest areas of the truly breath-taking Ellora complex dating back to at least 1000 BCE, according to certain sources. This UNESCO World Heritage Site contains monuments featuring Hindu, Buddhist and Jain traditions, signifying religious harmony. Preservation of such sites will go a long way in helping build a strong national identity.However, these sites require constant attention. Having faced thousands of years of weathering, it is but a matter of time until the original murals at Ajanta disintegrate. In many other cases, such valuable treasures have been lost. Today technological tools like AI and automation help make the restoration process easier and more efficient. That was the aim of the Tech4Herita

When Microsoft CEO Satya Nadella visited New Zealand three years ago, it was an event on the tech calendar. Friday's Translator announcement made his latest visit a cultural milestone. More than 1000 industry leaders and media filled the room at Auckland's Eden Park where Satya announced the addition of te reo Māori to Microsoft Translator, alongside the 60 languages already supported by the free application. The move will enable anyone around the world to translate text to and from te reo Māori. At a time when just 3 per cent of Kiwis speak te reo Māori, yet Prime Minister Jacinda Ardern is calling for 1 million additional speakers by 2040, it's crucial that people have the tools to engage with each other in te reo Māori in their everyday lives.

CeBIT 2017- Ray Kurzweil Keynote: The Future is Brighter Than We Think.

What the Library of Congress can't offer, for the most part, is the opportunity to play the games in its collection. "We just don't have the infrastructure in place right now," Gibson says. It's also a product of the institution's approach to preservation: In some cases, game titles in the collection arrive still packaged in shrink-wrap--and when they do, they're likely to stay that way. Ultimately, Gibson would love to create digital copies of some items but that would have as much or more to do with the instability of optical media than a plan to make games playable. By and large, this is preservation for preservation's sake: an attempt to ensure that everything the library archives in its Culpeper, Virginia, facility will endure for as long as possible.