{"id":5704,"date":"2025-09-16T05:51:31","date_gmt":"2025-09-16T05:51:31","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=5704"},"modified":"2025-09-16T05:51:31","modified_gmt":"2025-09-16T05:51:31","slug":"google%e3%81%8c%e5%b7%ae%e5%88%86%e3%83%97%e3%83%a9%e3%82%a4%e3%83%90%e3%82%b7%e3%83%bc%e9%81%a9%e7%94%a8%e3%81%a7%e5%80%8b%e4%ba%ba%e6%83%85%e5%a0%b1%e4%bf%9d%e8%ad%b7%e3%81%ab%e9%85%8d%e6%85%ae","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/5704\/","title":{"rendered":"Google\u304c\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u9069\u7528\u3067\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u306b\u914d\u616e\u3057\u305fLLM\u300cVaultGamma\u300d\u3092\u767a\u8868 &#8211; GIGAZINE"},"content":{"rendered":"\n<\/p>\n<div><!-- &larr;20140212 --><\/p>\n<p><!-- google_ad_section_start --><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/i.gzn.jp\/img\/2025\/09\/16\/google-vaultgemma-differentially-private-llm\/00_m.png\" border=\"0\" alt=\"\" class=\"lzsmall img-standard-size\"\/><\/p>\n<p class=\"preface\">\n<br \/>Google\u304c\u3001<b><a target=\"_blank\" href=\"https:\/\/www.acompany.tech\/privacytechlab\/differential-privacy\" target=\"_blank\">\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc<\/a><\/b>(DP)\u3068\u547c\u3070\u308c\u308b\u6280\u8853\u3092\u7528\u3044\u3066\u30bc\u30ed\u304b\u3089\u5b66\u7fd2\u3055\u305b\u305f\u3001\u540c\u793e\u521d\u3068\u306a\u308b\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u7279\u5316\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u300c<b>VaultGemma<\/b>\u300d\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001AI\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5185\u5bb9\u3092\u300c\u8a18\u61b6\u300d\u3057\u3001\u610f\u56f3\u305b\u305a\u51fa\u529b\u3057\u3066\u3057\u307e\u3046\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4e0a\u306e\u30ea\u30b9\u30af\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>VaultGemma: The world&#8217;s most capable differentially private LLM<\/b><br \/><b><a target=\"_blank\" href=\"https:\/\/research.google\/blog\/vaultgemma-the-worlds-most-capable-differentially-private-llm\/\" target=\"_blank\">https:\/\/research.google\/blog\/vaultgemma-the-worlds-most-capable-differentially-private-llm\/<\/a><\/b><\/p>\n<p><b>[2501.18914] Scaling Laws for Differentially Private Language Models<\/b><br \/><b><a target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2501.18914\" target=\"_blank\">https:\/\/arxiv.org\/abs\/2501.18914<\/a><\/b><\/p>\n<p><b>google\/vaultgemma-1b \u00b7 Hugging Face<\/b><br \/><b><a target=\"_blank\" href=\"https:\/\/huggingface.co\/google\/vaultgemma-1b\" target=\"_blank\">https:\/\/huggingface.co\/google\/vaultgemma-1b<\/a><\/b><\/p>\n<p>VaultGemma\u306f\u3001Google\u306e\u30aa\u30fc\u30d7\u30f3\u30e2\u30c7\u30eb\u30d5\u30a1\u30df\u30ea\u30fc\u3067\u3042\u308b<b><a target=\"_blank\" href=\"https:\/\/gigazine.net\/news\/20250815-google-gemma-3-270m\/\" target=\"_blank\">Gemma<\/a><\/b>\u3092\u57fa\u76e4\u3068\u3057\u3066\u304a\u308a\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306f10\u5104(1B)\u3067\u3059\u3002VaultGemma\u306e\u6700\u5927\u306e\u7279\u5fb4\u306f\u3001\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u30e2\u30c7\u30eb\u306e\u4e8b\u524d\u5b66\u7fd2\u306e\u5168\u6bb5\u968e\u306b\u9069\u7528\u3057\u3066\u3044\u308b\u70b9\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306f\u3001\u6570\u5b66\u7684\u306b\u8f03\u6b63\u3055\u308c\u305f\u30ce\u30a4\u30ba\u3092\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306b\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3001\u500b\u3005\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u6700\u7d42\u7684\u306a\u30e2\u30c7\u30eb\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u5236\u9650\u3057\u3001\u7279\u5b9a\u306e\u60c5\u5831\u304c\u8a18\u61b6\u3055\u308c\u308b\u306e\u3092\u9632\u3050\u6280\u8853\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001VaultGemma\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u5f37\u529b\u306a\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8a3c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<br \/><!-- \/4330625\/Google_IL -->\n<\/p>\n<p class=\"preface\">\u305f\u3060\u3057\u3001\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092LLM\u306e\u5b66\u7fd2\u306b\u9069\u7528\u3059\u308b\u306b\u306f\u8ab2\u984c\u3082\u4f34\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30ce\u30a4\u30ba\u306e\u8ffd\u52a0\u306f\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u4f4e\u4e0b\u3084\u5b66\u7fd2\u306e\u5b89\u5b9a\u6027\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u5897\u52a0\u3068\u3044\u3063\u305f\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u751f\u3058\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u305f\u3081\u3001Google\u306e\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u74b0\u5883\u4e0b\u306b\u304a\u3051\u308b\u65b0\u305f\u306a\u300c\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u5247\u300d\u3092\u78ba\u7acb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>Google\u306f\u3053\u306e\u7814\u7a76\u3067\u3001\u8a08\u7b97\u8cc7\u6e90(Compute Budget)\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306e\u5f37\u5ea6(Privacy Budget)\u3001\u30c7\u30fc\u30bf\u91cf(Data Budget)\u306e\u9593\u306e\u8907\u96d1\u306a\u95a2\u4fc2\u3092\u30e2\u30c7\u30eb\u5316\u3057\u3001\u4e0e\u3048\u3089\u308c\u305f\u5236\u7d04\u306e\u4e2d\u3067\u6700\u9069\u306a\u5b66\u7fd2\u69cb\u6210\u3092\u898b\u3064\u3051\u51fa\u3059\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u5247\u306b\u57fa\u3065\u304d\u3001VaultGemma\u306fGemma 2\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u57fa\u306b\u30012048\u500b\u306e<b><a target=\"_blank\" href=\"https:\/\/cloud.google.com\/tpu\/docs\/v6e?hl=ja\" target=\"_blank\">TPU v6e<\/a><\/b>\u30c1\u30c3\u30d7\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/i.gzn.jp\/img\/2025\/09\/16\/google-vaultgemma-differentially-private-llm\/01.png\" target=\"_blank\"><img decoding=\"async\" src=\"https:\/\/i.gzn.jp\/img\/2025\/09\/16\/google-vaultgemma-differentially-private-llm\/01_m.png\" border=\"0\" alt=\"\" class=\"lzsmall\"\/><\/a><\/p>\n<p class=\"preface\">\n<br \/>\u6027\u80fd\u9762\u3067\u306f\u3001\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u5c0e\u5165\u306b\u3088\u308b\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u5404\u7a2e\u5b66\u8853\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3051\u308bVaultGemma\u306e\u6027\u80fd\u306f\u3001\u540c\u898f\u6a21\u306e\u975e\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30e2\u30c7\u30eb\u3067\u3042\u308bGemma 3\u3068\u6bd4\u8f03\u3059\u308b\u3068\u52a3\u308a\u307e\u3059\u304c\u30012019\u5e74\u306b\u516c\u958b\u3055\u308c\u305fGPT-2\u306e\u3088\u3046\u306a\u65e7\u30bf\u30a4\u30d7\u306e\u975e\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30e2\u30c7\u30eb\u3068\u306f\u540c\u7b49\u306e\u6027\u80fd\u3092\u793a\u3057\u305f\u3068Google\u306f\u8ff0\u3079\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u5c0e\u5165\u306b\u306f\u3001\u7d045\uff5e6\u5e74\u5206\u306e\u6280\u8853\u7684\u9032\u6b69\u306b\u76f8\u5f53\u3059\u308b\u6027\u80fd\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u3042\u308b\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/i.gzn.jp\/img\/2025\/09\/16\/google-vaultgemma-differentially-private-llm\/02.png\" target=\"_blank\"><img decoding=\"async\" src=\"https:\/\/i.gzn.jp\/img\/2025\/09\/16\/google-vaultgemma-differentially-private-llm\/02_m.png\" border=\"0\" alt=\"\" class=\"lzsmall\"\/><\/a><\/p>\n<p class=\"preface\">\n<br \/>\u4e00\u65b9\u3067\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306e\u52b9\u679c\u306f\u7d76\u5927\u3067\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4e00\u90e8\u3092\u4e0e\u3048\u3066\u7d9a\u304d\u3092\u751f\u6210\u3055\u305b\u308b\u8a18\u61b6\u30c6\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001\u975e\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30e2\u30c7\u30eb\u3067\u3042\u308bGemma 3\u3067\u306f\u30c7\u30fc\u30bf\u306e\u8a18\u61b6\u304c\u691c\u51fa\u3055\u308c\u305f\u306e\u306b\u5bfe\u3057\u3001VaultGemma\u3067\u306f\u4e00\u5207\u691c\u51fa\u3055\u308c\u306a\u304b\u3063\u305f\u3068\u306e\u3053\u3068\u3002<\/p>\n<p>Google\u306f\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3059\u308bAI\u306e\u7814\u7a76\u958b\u767a\u3092\u52a0\u901f\u3055\u305b\u308b\u305f\u3081\u3001VaultGemma\u306e\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u30c7\u30fc\u30bf(\u30a6\u30a7\u30a4\u30c8)\u3092<b><a target=\"_blank\" href=\"https:\/\/huggingface.co\/google\/vaultgemma-1b\" target=\"_blank\">Hugging Face<\/a><\/b>\u3084<b><a target=\"_blank\" href=\"https:\/\/www.kaggle.com\/models\/google\/vaultgemma\" target=\"_blank\">Kaggle<\/a><\/b>\u3067\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002Google\u306f\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u304c\u91cd\u8996\u3055\u308c\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u76e4\u3068\u3057\u3066\u3001\u307e\u305f\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u306aAI\u6280\u8853\u306e\u3055\u3089\u306a\u308b\u7814\u7a76\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u3057\u3066\u3001VaultGemma\u304c\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306b\u8ca2\u732e\u3059\u308b\u3053\u3068\u306b\u671f\u5f85\u3092\u5bc4\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><!-- google_ad_section_end --><\/p>\n<div style=\"text-align: center; margin: 10px auto 0px;\">\n<p>\u3053\u306e\u8a18\u4e8b\u306e\u30bf\u30a4\u30c8\u30eb\u3068URL\u3092\u30b3\u30d4\u30fc\u3059\u308b<\/p>\n<\/div>\n<\/div>\n\n<br \/><a href=\"https:\/\/gigazine.net\/news\/20250916-google-vaultgemma-differentially-private-llm\/\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Google\u304c\u3001\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc(DP)\u3068\u547c\u3070\u308c\u308b\u6280\u8853\u3092\u7528\u3044\u3066\u30bc\u30ed\u304b\u3089\u5b66\u7fd2\u3055\u305b\u305f\u3001\u540c\u793e\u521d\u3068\u306a\u308b\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u7279\u5316\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u300cVaultGemma\u300d\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001AI\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5185\u5bb9\u3092 [&hellip;]","protected":false},"author":1,"featured_media":5705,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2],"tags":[],"class_list":["post-5704","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hatena-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Google\u304c\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u9069\u7528\u3067\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u306b\u914d\u616e\u3057\u305fLLM\u300cVaultGamma\u300d\u3092\u767a\u8868 - GIGAZINE - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/gigazine.net\/news\/20250916-google-vaultgemma-differentially-private-llm\/\" \/>\n<meta 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