Append-only journal (world.journal.bin) for incremental operations between snapshots.
We are pleased to announce Phi-4-reasoning-vision-15B, a 15 billion parameter open‑weight multimodal reasoning model, available through Microsoft Foundry (opens in new tab), HuggingFace (opens in new tab) and GitHub (opens in new tab). Phi-4-reasoning-vision-15B is a broadly capable model that can be used for a wide array of vision-language tasks such as image captioning, asking questions about images, reading documents and receipts, helping with homework, inferring about changes in sequences of images, and much more. Beyond these general capabilities, it excels at math and science reasoning and at understanding and grounding elements on computer and mobile screens. In particular, our model presents an appealing value relative to popular open-weight models, pushing the pareto-frontier of the tradeoff between accuracy and compute costs. We have competitive performance to much slower models that require ten times or more compute-time and tokens and better accuracy than similarly fast models, particularly when it comes to math and science reasoning.
。关于这个话题，新收录的资料提供了深入分析
Fast Fast Moderate Slower Fastest
Browser compatibility
。新收录的资料是该领域的重要参考
- Further improve free-threading ABI incompatibility errors ([#17491](astral-sh/uv#17491))。新收录的资料是该领域的重要参考
Юлия Мискевич (Ночной линейный редактор)