https://arxivexplained.com/papers/gemma-3-technical-report

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This is an automated message from the Librarian Bot. I found the following papers similar to this paper.

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• Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs (2025)
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arXiv explained breakdown of this paper 👉 https://arxivexplained.com/papers/gemma-3-technical-report

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This\nversion introduces vision understanding abilities, a wider coverage of\nlanguages and longer context - at least 128K tokens. We also change the\narchitecture of the model to reduce the KV-cache memory that tends to explode\nwith long context. This is achieved by increasing the ratio of local to global\nattention layers, and keeping the span on local attention short. The Gemma 3\nmodels are trained with distillation and achieve superior performance to Gemma\n2 for both pre-trained and instruction finetuned versions. In particular, our\nnovel post-training recipe significantly improves the math, chat,\ninstruction-following and multilingual abilities, making Gemma3-4B-IT\ncompetitive with Gemma2-27B-IT and Gemma3-27B-IT comparable to Gemini-1.5-Pro\nacross benchmarks. We release all our models to the community.","upvotes":55,"discussionId":"67e5267638e4d1444c8bbaa3","ai_summary":"Gemma 3 introduces vision capabilities, broader language coverage, and extended context length, featuring an optimized architecture and post-training enhancements to outperform previous versions.","ai_keywords":["multimodal models","vision understanding","long context","KV-cache memory","local attention","global attention","model distillation","pre-trained models","instruction finetuned","post-training recipe","math ability","chat ability","instruction-following","multilingual abilities"]},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"6032802e1f993496bc14d9e3","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6032802e1f993496bc14d9e3/w6hr-DEQot4VVkoyRIBiy.png","isPro":false,"fullname":"Omar Sanseviero","user":"osanseviero","type":"user"},{"_id":"655e4c26d5c0d3db535cdd66","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/655e4c26d5c0d3db535cdd66/7gUJ8urq7mEZ4OE4ppQCj.png","isPro":false,"fullname":"Lincoln","user":"Presidentlin","type":"user"},{"_id":"6039478ab3ecf716b1a5fd4d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6039478ab3ecf716b1a5fd4d/_Thy4E7taiSYBLKxEKJbT.jpeg","isPro":true,"fullname":"taesiri","user":"taesiri","type":"user"},{"_id":"61b85ce86eb1f2c5e6233736","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1655385361868-61b85ce86eb1f2c5e6233736.jpeg","isPro":false,"fullname":"Vaibhav Srivastav","user":"reach-vb","type":"user"},{"_id":"660bf3e9a9ea8db7b51adf8c","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/noauth/w3Z6xyKVBA6np65Tb16dP.jpeg","isPro":false,"fullname":"Simon Pagezy","user":"pagezyhf","type":"user"},{"_id":"608aabf24955d2bfc3cd99c6","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/608aabf24955d2bfc3cd99c6/-YxmtpzEmf3NKOTktODRP.jpeg","isPro":true,"fullname":"Aritra Roy Gosthipaty","user":"ariG23498","type":"user"},{"_id":"66ba71a4447411b9c0e19d71","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/noauth/4f93ZrYdaKfK3F53IB51x.jpeg","isPro":false,"fullname":"Cyril","user":"cyrilzakka","type":"user"},{"_id":"65a402a53522df7a27125823","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/65a402a53522df7a27125823/tVR6lZlKmjPqi7dTZBGoS.jpeg","isPro":false,"fullname":"Ryan Mullins","user":"RyanMullins","type":"user"},{"_id":"651e96991b97c9f33d26bde6","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/651e96991b97c9f33d26bde6/-Bqs6qrmz0yCfwtB2e-6q.jpeg","isPro":true,"fullname":"Elie Bakouch","user":"eliebak","type":"user"},{"_id":"648c9605565e3a44f3c9bb7b","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/648c9605565e3a44f3c9bb7b/W5chvk17Zol6-2QSWkFVR.jpeg","isPro":true,"fullname":"Orr Zohar","user":"orrzohar","type":"user"},{"_id":"6270324ebecab9e2dcf245de","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6270324ebecab9e2dcf245de/cMbtWSasyNlYc9hvsEEzt.jpeg","isPro":false,"fullname":"Kye Gomez","user":"kye","type":"user"},{"_id":"627b04e09ef63e604f24d660","avatarUrl":"/avatars/6836932945dbe04c398bec23bcae6262.svg","isPro":false,"fullname":"dooho lee","user":"BlueYellowGreen","type":"user"}],"acceptLanguages":["*"],"dailyPaperRank":3}">