AI-Powered 3D Models | GPT-5 Is Coming | Accord Against Misinformation | DeepMind Co-Founder Joins Microsoft | DeepMind's TacticAI for Soccer
BIG PICTURE GmbH
We enable organizations to achieve significant competitive advantages through the strategic use of generative AI.
New AI Model Generates High-Resolution 3D Models in Seconds
Big progress in AI-powered 3D creation!??Luma Labs' new AI tool, Genie, generates high-quality 3D objects from text descriptions, a vast improvement over past technology.?Genie?showed amazing text-to-3D, but it took 10 minutes. The new LGM model cuts that to 5 seconds - high-quality 3D models in a flash!
Creating 3D content is faster than ever! A new model called?LGM?can generate high-resolution 3D models from text descriptions or images in just 5 seconds. This breakthrough combines multi-view Gaussian features with a special U-Net architecture for efficient processing. The result: high-quality 3D models without sacrificing speed. This paves the way for faster and easier 3D content creation in various fields.?
AI Gets a Major Upgrade: OpenAI's GPT-5 Expected This Summer
OpenAI is reportedly on track to release?GPT-5, the next generation of its powerful language model, in mid-2024. This news comes after whispers of GPT-5's capabilities reached the tech world. CEOs and enterprise customers who have seen demos of the model are impressed, calling it "materially better" than its predecessor, GPT-4, which launched just over a year ago. While the exact release date remains unconfirmed, with GPT-5 still undergoing training, the anticipation is building.? Expect rigorous safety testing and "red teaming" (ethical hacking simulations) before ?GPT-5 is unleashed on the public.?
AI Chatbots and the Fight Against Misinformation
Large language models like ChatGPT, Gemini, Copilot, and Bing's Claude are revolutionizing communication, but their potential for misuse in elections is a growing concern. To combat this, leading tech companies like OpenAI, Microsoft, and Google signed an?accord?last month. They pledged to develop methods for identifying and preventing AI-generated deception in elections. This includes tracking content origin (like watermarks) and improving AI detection of misleading info. By working together, they aim to ensure AI is a force for good during elections.
Check out the?press release
DeepMind Co-Founder Joins Microsoft as New AI Chief
In a surprising move,?Mustafa Suleyman, co-founder of Google's AI lab DeepMind, has joined Microsoft as the head of their newly established AI division, Microsoft AI.? Suleyman is a prominent figure in the AI world, but his departure from Google after controversy surrounding his leadership at DeepMind raises questions. At Microsoft, Suleyman will oversee the development of consumer-facing AI products such as Copilot, Bing, and Microsoft Edge. This shift could significantly impact the direction of AI development at both Microsoft and Google.
AI Scores a Goal for Soccer Strategy: DeepMind's TacticAI Assists Coaches Calling all soccer fans!?Google DeepMind?has teamed up with Liverpool FC to develop an AI tool called TacticAI. This innovative system helps coaches analyze set pieces, specifically corner kicks, using generative and predictive AI.
领英推荐
TacticAI predicts which player will receive the ball, and the likelihood of a shot, and suggests optimal player positioning.? In a recently published paper, Google DeepMind reveals human experts found TacticAI's suggestions indistinguishable from real corner plays and favored them over traditional tactics in 90% of cases. This AI tool has the potential to revolutionize soccer strategy and analysis.
Special: Dethroning the AI Overlords: How "Expert Collapse" is Holding Back LLMs and What We Can Do About It
Large language models (LLMs) like GPT-4 are revolutionizing AI, but a hidden gremlin lurks within - "expert collapse." This intriguing phenomenon occurs when a small group of "experts" within the LLM hijack the decision-making process. Imagine a classroom where only a few students answer all the questions, leaving the rest disengaged. This is what happens in expert collapse, leading to inefficiencies and a decline in overall performance.
The recent performance issues with GPT-4 have sparked discussions about this very problem. While there's no confirmation, the parallels are striking. The official ChatGPT tweet acknowledging the feedback but mentioning no recent updates suggests the issues might not be due to external modifications.
So, how does expert collapse happen?? Picture an LLM architecture like a Mixture of Experts (MoE). Here, the workload is divided amongst multiple "experts" - subnetworks that each perform specific computations. Ideally, all experts should participate and contribute. However, in expert collapse, a select few become dominant, stifling the contributions of others. This narrows the range of responses and hinders the LLM's ability to adapt and learn.
The good news is that researchers are fighting back. A new approach called?"CompeteSMoE"?injects healthy competition into the mix.? Imagine transforming the classroom into a talent show, where each expert gets a chance to shine. CompeteSMoE ensures a more equitable distribution of tasks, prompting all experts to participate and contribute. This not only mitigates expert collapse but also enhances the overall efficiency and effectiveness of the LLM.
Understanding expert collapse is crucial for the future of LLMs. By addressing this challenge, we can unlock the full potential of these powerful AI models. Imagine LLMs that are more robust, adaptable, and less prone to biases caused by a dominant few "experts." With ongoing research like CompeteSMoE, we are on the right track to ensure that all the experts within these AI models get their fair shot at contributing to the bigger picture.
Have a great week ahead, and keep exploring AI around you!
Latest issues of the Generative AI Digest: