Idle/Random/whatever Thoughts of a Demented/Idle/Whatever Mind

 1. Multi-Token Prediction Reshapes LLM Training Paradigms - This research proposes that training large language models to predict multiple future tokens simultaneously, rather than just the next one, improves sample efficiency. The approach involves the model predicting the next 'n' tokens at each position in the training data using separate output heads on a shared model base. When used as an auxiliary task, multi-token prediction enhances performance in downstream tasks for both code and natural language models without increasing training time. The benefits are more significant with larger models and persist across multiple training epochs. Notably, this method excels in generative tasks like coding, where a 13B parameter model outperforms next-token models by solving 12% more problems on HumanEval and 17% more on MBPP. Additionally, it aids in developing induction heads and algorithmic reasoning on small tasks, and offers up to 3x faster inference speeds with 4-token predi...

 1. With ‘Digital Twins,’ The Doctor Will See You Now - This article talks to a computer scientist, Amanda Randles, who is creating digital twins of people’s circulatory systems. It discusses what digital twins are and how they’re created. It also goes into the challenges and future possibilities of this kind of research. Some important points are that digital twins can help doctors diagnose and treat diseases more effectively, and that they are becoming more and more realistic. My Take : This is such an interesting development IMHO that it could end up predicting heart attacks to a degree that preventive care for it can actually be performed much before catastrophic situation arises. By making it a part of annual checkup, I think we can make preventive healthcare more effective. 2. What Is Analog Computing? - This is an article about analog computing. It discusses what analog computing is and gives examples of analog computers. Analog computers represent a physical system with m...

source: Marklines.com  1. Samsung's Solid State Battery with 9 minute charging, 600 miles range for EVs and 20 year lifespan - Samsung is shaking up the EV battery game with their new solid-state design. Boasting a massive 600-mile range on a single charge and crazy-fast 9-minute charging, these batteries promise to revolutionize electric vehicles. Samsung also hints at a 20-year lifespan, putting range anxiety to rest. However, expect to see this tech first in pricier EVs, and remember, Chinese battery makers are hot on their heels with similar claims. My Take: The progress in the space of battery technology has been amazing and I now dont believe that Hydrogen and fuel cell technologies need to really leapfrog over things to be viable alternative to these kinds of technologies. I wonder if these techs could reach out cell phones as well to get rid of the daily charging required. I wonder if Samsung would first put these into these into their Galaxy lineup or will they wait for ...