{"id":22395,"date":"2025-10-13T11:10:45","date_gmt":"2025-10-13T11:10:45","guid":{"rendered":"https:\/\/itbusinesstoday.com\/?p=22395"},"modified":"2026-02-26T12:50:50","modified_gmt":"2026-02-26T12:50:50","slug":"samsung-ai-research-team-develops-compact-yet-high-performance-model","status":"publish","type":"post","link":"https:\/\/itbusinesstoday.com\/ja\/tech\/ai\/samsung-ai-research-team-develops-compact-yet-high-performance-model\/","title":{"rendered":"\u30b5\u30e0\u30b9\u30f3AI\u7814\u7a76\u30c1\u30fc\u30e0\u3001\u5c0f\u578b\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3092\u958b\u767a"},"content":{"rendered":"

AI\u306e\u7814\u7a76\u306b\u304a\u3044\u3066\u3001\u9032\u6b69\u3068\u306f\u3057\u3070\u3057\u3070\u3001\u3088\u308a\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3053\u3068\u3068\u540c\u4e00\u8996\u3055\u308c\u307e\u3059\u3002\u3057\u304b\u3057 <\/span>\u30b5\u30e0\u30b9\u30f3<\/span> \u306e\u30e2\u30f3\u30c8\u30ea\u30aa\u30fc\u30ebAI\u30e9\u30dc\uff08SAL\uff09\u306f\u3001\u7570\u306a\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u6709\u671b\u306a\u7d50\u679c\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u5f7c\u3089\u306e\u65b0\u3057\u3044Tiny Recursive Model\uff08TRM\uff09\u306f\u3001\u6027\u80fd\u304c\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6570\u306b\u6bd4\u4f8b\u3059\u308b\u3068\u3044\u3046\u4eee\u5b9a\u3092\u8986\u3057\u307e\u3059\u3002 <\/span>.<\/span> \u3053\u306e\u30e2\u30c7\u30eb\u306f\u308f\u305a\u304b700\u4e07\u500b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3057\u304b\u6301\u305f\u306a\u3044\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u6570\u5343\u500d\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u5339\u6575\u3059\u308b\u3001\u3042\u308b\u3044\u306f\u305d\u308c\u4ee5\u4e0a\u306e\u63a8\u8ad6\u80fd\u529b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002 <\/span><\/p>\n

\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30ea\u30ea\u30fc\u30b9\u3067\u306f <\/span>\u30ae\u30c3\u30c8\u30cf\u30d6<\/span> SAIL\u30e9\u30dc\u306f\u3001\u30b3\u30a2\u3068\u306a\u308b\u518d\u5e30\u30d7\u30ed\u30bb\u30b9\u3092\u5099\u3048\u305fAI\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u3068\u3001\u305d\u308c\u306b\u5bfe\u5fdc\u3059\u308barXiv\u306e\u8ad6\u6587\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u00a0<\/span> \u30e2\u30c7\u30eb\u69cb\u7bc9\u3078\u306e\u518d\u5e30\u7684\u30a2\u30d7\u30ed\u30fc\u30c1 TRM\u3067\u306f\u3001\u5927\u898f\u6a21\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3059\u308b\u4ee3\u308f\u308a\u306b\u3001\u518d\u5e30\u3092\u7528\u3044\u307e\u3059\u3002\u518d\u5e30\u3068\u306f\u3001\u300c\u79c1\u306e\u7b54\u3048\u306f\u826f\u3044\u3067\u3059\u304b\uff1f\u3082\u3057\u305d\u3046\u3067\u306a\u3044\u306a\u3089\u3001\u3082\u3063\u3068\u826f\u304f\u3067\u304d\u308b\u3060\u308d\u3046\u304b\uff1f\"\u3068\u7e70\u308a\u8fd4\u3057\u554f\u3044\u304b\u3051\u308b\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u4e00\u5ea6\u7b54\u3048\u3092\u51fa\u3057\u305f\u3089\u3001\u307e\u305f\u623b\u3063\u3066\u305d\u308c\u3092\u6539\u826f\u3057\u307e\u3059\u3002<\/span><\/p>\n

\u3053\u3061\u3089\u3082\u304a\u8aad\u307f\u304f\u3060\u3055\u3044\uff1a CTCSP\u682a\u5f0f\u4f1a\u793e\u3001\u300c\u30c7\u30b8\u30bf\u30eb\u30ef\u30fc\u30af\u30d7\u30ec\u30a4\u30b9 for AI\u300d\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u767a\u8868<\/a><\/strong><\/h4>\n

\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u30e2\u30c7\u30eb\u304c\u6e80\u8db3\u3059\u308b\u307e\u3067\u4f55\u5ea6\u304b\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002TRM\u306e\u8ad6\u6587\u306e\u4e2d\u3067\u3001\u8457\u8005\u305f\u3061\u306f\u300c\u53ce\u675f\u3092\u4eee\u5b9a\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u6f5c\u5728\u72b6\u614b\u3068\u51fa\u529b\u72b6\u614b\u3092\u518d\u5e30\u7684\u306b\u6539\u826f\u3059\u308b\u300d\u3068\u8ff0\u3079\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3064\u307e\u308a\u3001\u65e9\u3044\u6bb5\u968e\u3067\u30e2\u30c7\u30eb\u3092\u5358\u4e00\u306e\u56fa\u5b9a\u3057\u305f\u7b54\u3048\u306b\u5f37\u5236\u7684\u306b\u843d\u3061\u7740\u304b\u305b\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u3055\u3089\u306b\u3001\u30c7\u30a3\u30fc\u30d7\u30fb\u30b9\u30fc\u30d1\u30fc\u30d3\u30b8\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u3001\u5b66\u7fd2\u3092\u52a9\u3051\u308b\u305f\u3081\u306b\u3001\u6700\u5f8c\u3060\u3051\u3067\u306a\u304f\u8907\u6570\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u9069\u5fdc\u578b\u30cf\u30eb\u30c6\u30a3\u30f3\u30b0\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u3092\u5ef6\u3005\u3068\u8d70\u3089\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6d17\u7df4\u3092\u505c\u6b62\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\"\u518d\u5e30\u306b\u3088\u3063\u3066\u3001\u308f\u305a\u304b\u6570\u500b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u6301\u3064\u30e2\u30c7\u30eb\u306f\u3001\u63a8\u8ad6\u30bf\u30b9\u30af\u3067\u9a5a\u304f\u307b\u3069\u5f37\u529b\u306a\u6027\u80fd\u3092\u9054\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\" \u30b5\u30e0\u30b9\u30f3<\/a> \u7814\u7a76\u8005\u306eAlexia Jolicoeur-Martineau\u6c0f\u3089\u306f\u3001GitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u3068arXiv\u3067\u516c\u958b\u3055\u308c\u305f\u8ad6\u6587\u3067\u3053\u306e\u3088\u3046\u306b\u66f8\u3044\u3066\u3044\u307e\u3059\u3002<\/span><\/p>","protected":false},"excerpt":{"rendered":"

In AI research, progress is often equated with larger models. However, a small team at Samsung ‘s Montreal AI Lab (SAL) is showing promising results with a different approach. Their new Tiny Recursive Model (TRM) overturns the assumption that performance is proportional to the number of parameters . Despite having only 7 million parameters, the model demonstrates inference capabilities that are comparable to or even superior to systems thousands of times larger. In an open-source release on GitHub and a corresponding arXiv paper, the SAIL Lab describes the design of an AI model with a core recursion process, training the network to improve its answers over time.\u00a0 A Recursive Approach […]<\/p>\n","protected":false},"author":4,"featured_media":22384,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"wprm-recipe-roundup-name":"","wprm-recipe-roundup-description":"","postBodyCss":"","postBodyMargin":[],"postBodyPadding":[],"postBodyBackground":{"backgroundType":"classic","gradient":""},"footnotes":""},"categories":[186,208,211,237,206,85],"tags":[218,1254,8456,105,8454,106,1841,8455],"ppma_author":[205],"class_list":{"0":"post-22395","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai","8":"category-apac","9":"category-japan","10":"category-news","11":"category-regional","12":"category-tech","13":"tag-ai","14":"tag-ai-model","15":"tag-deep-supervision","16":"tag-itbusinesstoday","17":"tag-montreal-ai-lab","18":"tag-news","19":"tag-samsung","20":"tag-tiny-recursive-model"},"yoast_head":"\nSamsung AI Team Develops Compact High-Performance Model<\/title>\n<meta name=\"description\" content=\"Samsung's Montreal AI Lab develops Tiny Recursive Model, a 7M-parameter AI delivering performance rivaling much larger systems.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itbusinesstoday.com\/ja\/tech\/ai\/samsung-ai-research-team-develops-compact-yet-high-performance-model\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Samsung AI Team Develops Compact High-Performance Model\" \/>\n<meta property=\"og:description\" content=\"Samsung's Montreal AI Lab develops Tiny Recursive Model, a 7M-parameter AI delivering performance rivaling much larger systems.\" \/>\n<meta property=\"og:url\" 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