Гостевой матч с «Бостон Брюинз» стал для 40-летнего форварда 1555-м в «регулярках» НХЛ. По этому показателю он опередил бывшего нападающего «Калгари Флэймз» Джерома Игинлу.
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.
。新收录的资料是该领域的重要参考
过去几十年，文旅行业“野蛮生长”。各地都在投文旅项目、建景区、开酒店，张口就说“3年回本、5年盈利”，本质上是吃了流量红利和低成本的利好。
View a PDF of the paper titled SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via Continuous Integration, by Jialong Chen and 4 other authors，推荐阅读新收录的资料获取更多信息
“很多企业拿不到钱，不断向不同的法院申请强制执行，物料库大门上贴满了封条，我们的法定代表人被限高了48次。”回忆起那段日子，大唐矿业公司法务王琨感慨万千。
国内公司：小米入局车载光伏，或与前高管李创奇创业项目合作。新收录的资料对此有专业解读