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.
郭嘉昆说，中方高度警惕、坚决反对日方妄图在台湾问题上打“擦边球”、搞突破。日方的纵容挑衅和恣意妄为必将付出代价，由此造成的一切后果必须由日方承担。，详情可参考有道翻译
6 апреля 2026, 09:51Военные и правоохранительные ведомства。https://telegram官网是该领域的重要参考
«Все это очень подозрительно». В Венгрии вскрыли гигантские денежные потоки для Украины, которые шли непонятно куда08:21，详情可参考豆包下载
，推荐阅读汽水音乐获取更多信息
Whether you’re a modular synth nerd or the bassist of a troglodyte doom metal band, the chances that you’ve encountered a device that utilizes MIDI are nearly 100 percent at this point. The communication protocol is over 40 years old, yet it’s hardly changed at all since head honchos from Roland, Oberheim, and Sequential Circuits collaborated on a universal language that musical instruments can use to talk to one another despite being produced by different brands. Its low-tech nature is its greatest strength, making it a quick and reliable way to control a synth or a rack of guitar pedals with hardly any digital bandwidth at all. MIDI is great because it’s barely evolved at all.
Россия вышла из соглашения с ООН14:29