트럼프가 보조금 끊자…美 SK 배터리 공장 900여명 해고
A growing countertrend towards smaller (opens in new tab) models aims to boost efficiency, enabled by careful model design and data curation – a goal pioneered by the Phi family of models (opens in new tab) and furthered by Phi-4-reasoning-vision-15B. We specifically build on learnings from the Phi-4 and Phi-4-Reasoning language models and show how a multimodal model can be trained to cover a wide range of vision and language tasks without relying on extremely large training datasets, architectures, or excessive inference‑time token generation. Our model is intended to be lightweight enough to run on modest hardware while remaining capable of structured reasoning when it is beneficial. Our model was trained with far less compute than many recent open-weight VLMs of similar size. We used just 200 billion tokens of multimodal data leveraging Phi-4-reasoning (trained with 16 billion tokens) based on a core model Phi-4 (400 billion unique tokens), compared to more than 1 trillion tokens used for training multimodal models like Qwen 2.5 VL (opens in new tab) and 3 VL (opens in new tab), Kimi-VL (opens in new tab), and Gemma3 (opens in new tab). We can therefore present a compelling option compared to existing models pushing the pareto-frontier of the tradeoff between accuracy and compute costs.
。新收录的资料对此有专业解读
Chris McGuire, an AI and technology competition expert who worked on technology policy at the National Security Council under the Biden administration, told The Guardian that data centers built in the Middle East might need to consider measures to guard against aerial attacks. “If you’re actually going to double down the Middle East, maybe it means missile defence on datacentres,” he said.，这一点在新收录的资料中也有详细论述
Депутат отметил, что видит логику в действиях ФАС и РКН: площадки, не подчиняющиеся законам, рано или поздно попадают под ограничения. При этом из-за решения ведомств под ударом оказались многие представители российского бизнеса, для которых мессенджер является рабочей площадкой.，推荐阅读新收录的资料获取更多信息