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.
“We have a temporary period of elevated energy prices, but it will not be long,” Energy Secretary Chris Wright told CBS on Sunday. Wright also claimed there was “no energy shortage” in the western hemisphere, and rising oil prices came down to “emotional reactions and fear that this is a long-term war,” adding “this is not a long-term war.”
Why the price of oil matters more than you might think，详情可参考新收录的资料
An activated carbon or activated charcoal layer is extremely porous, tightly packed coal that presents a vast amount of microscopic surface area to the passing air. Gaseous chemicals, VOCs and other molecules become lodged in the crannys and stick. This is the layer that gets rid of odors.。新收录的资料是该领域的重要参考
Ali Shihabi, a Saudi commentator close to the royal court, said Crown Prince Mohammed bin Salman had told Iran before the war that if there was a major attack on the kingdom’s oil facilities, Riyadh would target Kharg Island.
You see, not too long ago, Soundgasm, Mega, and a few others were quite popular for hosting these audios, but as ToS tightened and taboo topics got more taboo, other platforms popped up to fill the gap.。关于这个话题，新收录的资料提供了深入分析