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.
NYT Strands spangram hint: Is it vertical or horizontal?Today's NYT Strands spangram is vertical.
，这一点在新收录的资料中也有详细论述
ВСУ запустили «Фламинго» вглубь России. В Москве заявили, что это британские ракеты с украинскими шильдиками16:45。业内人士推荐新收录的资料作为进阶阅读
Port Vale have only ever reached the last eight of the FA Cup once before in their entire history, in 1953-54, when they went one stage further, losing the semi-final at Villa Park 2-1 to West Brom thanks to a much-disputed winning goal. If only VAR had been present then, you might say. In their fifth-round victory over Sunderland this weekend, they were also unfortunate despite the presence of technology. Why was referee Anthony Taylor not asked to go and check the TV monitor when George Hall was cynically taken out by the Sunderland goalkeeper Melkor Ellberg, just outside the penalty area with the match on a knife-edge? Even if the striker’s run was going away from goal, he surely had the pace to have got a shot away. Let’s hope VAR give the remaining lower-division teams fair shrift when it comes to the rest of the competition. Peter Lansley
Not a workflow builder. No drag-and-drop pipelines. Paperclip models companies — with org charts, goals, budgets, and governance.