{"id":17769,"date":"2025-06-17T14:00:20","date_gmt":"2025-06-17T05:00:20","guid":{"rendered":"https:\/\/www.ecomottblog.com\/?p=17769"},"modified":"2025-06-17T16:14:48","modified_gmt":"2025-06-17T07:14:48","slug":"llm%e3%81%a8%e3%81%ae%e4%bc%9a%e8%a9%b1%e3%81%a7%e6%84%9f%e3%81%98%e3%82%8b%e9%81%95%e5%92%8c%e6%84%9f%e3%81%ae%e6%ad%a3%e4%bd%93%ef%bc%9a%e3%80%8c%e3%83%ad%e3%82%b9%e3%83%88%e3%82%a4%e3%83%b3","status":"publish","type":"post","link":"https:\/\/www.ecomottblog.com\/?p=17769","title":{"rendered":"LLM\u3068\u306e\u4f1a\u8a71\u3067\u611f\u3058\u308b\u9055\u548c\u611f\u306e\u6b63\u4f53\uff1a\u300c\u30ed\u30b9\u30c8\u30a4\u30f3\u30b3\u30f3\u30d0\u30bb\u30fc\u30b7\u30e7\u30f3\u300d\u73fe\u8c61\u306e\u30ca\u30be\u306b\u8feb\u308b\uff01"},"content":{"rendered":"<p>AX\u7814\u7a76\u5ba4\u306e\u5e84\u5185\u3067\u3059\u3002<\/p>\n<div id=\"attachment_17770\" style=\"width: 363px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" 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3.7 Sonnet\u307f\u305f\u3044\u306a\u3001\u6bd4\u8f03\u7684\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3060\u3051\u3058\u3083\u306a\u304f\u3066\u3001Llama 3.1-8B\u307f\u305f\u3044\u306a\u3001\u6bd4\u8f03\u7684\u5c0f\u3055\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3067\u3082\u3001\u8ed2\u4e26\u307f30%\u304b\u308940%\u843d\u3061\u3061\u3083\u3046\u3089\u3057\u3044\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306e\u898f\u6a21\u306b\u3042\u3093\u307e\u308a\u95a2\u4fc2\u306a\u304f\u8d77\u304d\u308b\u3093\u3067\u3059\u3002<\/p>\n<p>\u3060\u304b\u3089\u3001\u3053\u306e\u300c\u4f1a\u8a71\u3067\u306e\u8ff7\u5b50\u300d\u3063\u3066\u3001\u4eca\u306eLLM\u306b\u5171\u901a\u3059\u308b\u3001\u6839\u6df1\u3044\u8ab2\u984c\u304b\u3082\u3057\u308c\u306a\u3044\u3063\u3066\u3053\u3068\u3067\u3059\u3088\u306d\u3002<\/p>\n<h2>\u7814\u7a76\u624b\u6cd5\uff1a\u30b7\u30e3\u30fc\u30c7\u30a3\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9<\/h2>\n<p>\u305d\u3082\u305d\u3082\u3001\u7814\u7a76\u3067\u306f\u3069\u3046\u3084\u3063\u3066\u305d\u306e\u4f1a\u8a71\u5f62\u5f0f\u306e\u72b6\u6cc1\u3092\u4f5c\u308a\u51fa\u3057\u305f\u3093\u3067\u3057\u3087\u3046\uff1f<\/p>\n<p>\u7814\u7a76\u8005\u305f\u3061\u306f<strong>\u30b7\u30e3\u30fc\u30c7\u30a3\u30f3\u30b0<\/strong>\u3063\u3066\u3044\u3046\u30d7\u30ed\u30bb\u30b9\u3092\u8003\u6848\u3057\u305f\u3093\u3067\u3059\u3002\u4e00\u3064\u306e\u8907\u96d1\u306a\u6307\u793a\u3092\u3001\u3082\u3063\u3068\u5c0f\u3055\u306a\u60c5\u5831\u306e\u65ad\u7247\uff08\u30b7\u30e3\u30fc\u30c9\uff09\u306b\u5206\u5272\u3059\u308b\u3063\u3066\u3044\u3046\u624b\u6cd5\u3067\u3059\u3002\u6700\u521d\u306e\u30b7\u30e3\u30fc\u30c9\u3067\u3001\u307e\u3042\u5927\u307e\u304b\u306a\u30b4\u30fc\u30eb\u3092\u4f1d\u3048\u3066\u304a\u3044\u3066\u3001\u5f8c\u306e\u30b7\u30e3\u30fc\u30c9\u3067\u5f90\u3005\u306b\u8a73\u7d30\u60c5\u5831\u3092\u8db3\u3057\u3066\u3044\u304f\u3002\u3053\u308c\u3063\u3066\u79c1\u305f\u3061\u304c\u3001\u666e\u6bb5\u4eba\u3068\u8a71\u3057\u306a\u304c\u3089\u60c5\u5831\u3092\u3084\u308a\u53d6\u308a\u3059\u308b\u5f62\u306b\u3001\u7d50\u69cb\u8fd1\u3044\u3067\u3059\u3088\u306d\u3002<\/p>\n<p>\u305d\u308c\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3088\u3046\u3068\u3057\u305f\u8a33\u3067\u3059\u3002\u4f1a\u8a71\u3092\u306a\u3093\u304b\u30d1\u30ba\u30eb\u306e\u30d4\u30fc\u30b9\u307f\u305f\u3044\u306b\u3001\u4e00\u3064\u305a\u3064\u6e21\u3057\u3066\u3044\u304f\u611f\u3058\u3067\u3059\u3002<\/p>\n<h2>\u306a\u305cLLM\u306f\u4f1a\u8a71\u3067\u8ff7\u5b50\u306b\u306a\u308b\u306e\u304b\uff1f<\/h2>\n<p>\u306a\u3093\u3067LLM\u306f\u3001\u305d\u3093\u306a\u98a8\u306b\u4f1a\u8a71\u306e\u4e2d\u3067\u8ff7\u5b50\u306b\u306a\u3063\u3061\u3083\u3046\u3093\u3067\u3057\u3087\u3046\u304b\uff1f\u7814\u7a76\u3067\u306f\u3044\u304f\u3064\u304b\u539f\u56e0\u304c\u6319\u3052\u3089\u308c\u3066\u308b\u3093\u3067\u3059\u304c\u3001\u4e00\u3064\u306f\u3001<strong>\u60c5\u5831\u304c\u5168\u90e8\u63c3\u3046\u524d\u306b\u3001\u7126\u3063\u3066\u3001\u300c\u3042\u3001\u304d\u3063\u3068\u3053\u3046\u3044\u3046\u3053\u3068\u3060\u308d\u3046\u300d\u3063\u3066\u5168\u4f53\u50cf\u3092\u63a8\u6e2c\u3057\u3066\u3001\u56de\u7b54\u3092\u59cb\u3081\u3061\u3083\u3046\u3053\u3068<\/strong>\u3067\u3059\u306d\u3002<\/p>\n<p>\u9014\u4e2d\u3067\u3061\u3087\u3063\u3068\u9593\u9055\u3063\u305f\u65b9\u5411\u306b\u9032\u3093\u3058\u3083\u3063\u3066\u3082\u3001\u305d\u308c\u306b\u5999\u306b\u56fa\u57f7\u3057\u3061\u3083\u3046\u50be\u5411\u3082\u3042\u308b\u307f\u305f\u3044\u3067\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u6700\u7d42\u7684\u306a\u56de\u7b54\u304c\u3001\u306a\u3093\u304b\u4e0d\u5fc5\u8981\u306b\u9577\u304f\u306a\u3063\u3061\u3083\u3046\uff08<strong>\u56de\u7b54\u306e\u80a5\u5927\u5316<\/strong>\u3001\u306a\u3093\u3067\u547c\u3070\u308c\u3066\u307e\u3059\uff09\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u3042\u306e\u3001\u30b3\u30fc\u30c9\u751f\u6210\u30bf\u30b9\u30af\u3060\u3068\u3001\u8907\u6570\u30bf\u30fc\u30f3\u3067\u3001\u306a\u3093\u3068\u304b\u6b63\u89e3\u306b\u305f\u3069\u308a\u7740\u3044\u305f\u3068\u3057\u3066\u3082\u3001\u4e00\u56de\u306e\u6307\u793a\u3067\u6b63\u89e3\u3057\u305f\u5834\u5408\u306b\u6bd4\u3079\u3066\u3001\u5e73\u5747\u3067<strong>27%\u3082\u9577\u3044\u30b3\u30fc\u30c9<\/strong>\u306b\u306a\u3063\u305f\u305d\u3046\u3067\u3059\u3002\u89e3\u6c7a\u7b56\u306e\u8cea\u81ea\u4f53\u304c\u3001\u843d\u3061\u3066\u308b\u53ef\u80fd\u6027\u3092\u793a\u5506\u3057\u3066\u3044\u308b\u3063\u3066\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u4ed6\u306b\u3082\u539f\u56e0\u3068\u3057\u3066\u306f\u3001<strong>\u4f1a\u8a71\u306e\u6700\u521d\u3068\u6700\u5f8c\u306e\u60c5\u5831\u306b\u3001\u5f37\u304f\u5f71\u97ff\u3055\u308c\u3059\u304e\u3061\u3083\u3063\u3066\u3001\u771f\u3093\u4e2d\u8fba\u306e\u7d50\u69cb\u5927\u4e8b\u306a\u60c5\u5831\u3092\u898b\u843d\u3068\u3057\u3061\u3083\u3046\u50be\u5411<\/strong>\u3068\u304b\u304c\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u5197\u9577\u306a\u56de\u7b54\u3092\u751f\u6210\u3057\u3061\u3083\u3063\u3066\u3001\u305d\u306e\u4e2d\u306b\u30e6\u30fc\u30b6\u30fc\u304c\u3044\u3066\u3082\u3044\u306a\u3044\u3088\u3046\u306a\u4eee\u5b9a\u3092\u542b\u3093\u3067\u3057\u307e\u3063\u305f\u308a\u3068\u304b\u3002<\/p>\n<h2>\u4fe1\u983c\u6027\u306e\u554f\u984c<\/h2>\n<p>\u3055\u3089\u306b\u91cd\u8981\u306a\u554f\u984c\u3068\u3057\u3066\u3001\u4fe1\u983c\u6027\u306e\u8a71\u304c\u3042\u308a\u307e\u3059\u3002LLM\u306e\u5fdc\u7b54\u306b\u306f\u3001\u30e9\u30f3\u30c0\u30e0\u6027\u304c\u3042\u308a\u3001\u540c\u3058\u3053\u3068\u805e\u3044\u3066\u3082\u3001\u5fae\u5999\u306b\u9055\u3046\u7b54\u3048\u304c\u8fd4\u3063\u3066\u304d\u305f\u308a\u3057\u307e\u3059\u3002\u305d\u308c\u3092\u6291\u3048\u308b\u305f\u3081\u306b\u3001\u6e29\u5ea6\uff08temperature\uff09\u3063\u3066\u3044\u3046\u8a2d\u5b9a\u5024\u3092\u30bc\u30ed\u306b\u3059\u308b\u3053\u3068\u304c\u3042\u308b\u3093\u3067\u3059\u3002<\/p>\n<p>\u5358\u767a\u306e\u6307\u793a\u306a\u3089\u3001\u3053\u308c\u3067\u78ba\u304b\u306b\u4fe1\u983c\u6027\u306f\u4e0a\u304c\u308b\u3093\u3067\u3059\u304c\u3001\u4f1a\u8a71\u3060\u3068\u305d\u3046\u5358\u7d14\u3058\u3083\u306a\u304f\u306a\u308a\u307e\u3059\u3002\u9a5a\u304f\u3053\u3068\u306b\u3001\u8907\u6570\u30bf\u30fc\u30f3\u306e\u4f1a\u8a71\u3060\u3068\u3001\u3053\u306e\u6e29\u5ea6\u30bc\u30ed\u306e\u52b9\u679c\u304c\u304b\u306a\u308a\u8584\u3044\u3063\u3066\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001GPT-4O\u3063\u3066\u3044\u3046\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3067\u3055\u3048\u3001\u30e6\u30fc\u30b6\u30fc\u5074\u3068\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u5074\u3001\u4e21\u65b9\u306e\u6e29\u5ea6\u3092\u30bc\u30ed\u306b\u3057\u3066\u3082\u3001<strong>\u7d0430%\u3082\u306e\u5fdc\u7b54\u306e\u975e\u4fe1\u983c\u6027\u304c\u6b8b\u3063\u305f<\/strong>\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u304a\u305d\u3089\u304f\u3001\u4f1a\u8a71\u306e\u672c\u5f53\u306b\u6700\u521d\u306e\u6bb5\u968e\u3067\u306e\u3054\u304f\u308f\u305a\u304b\u306a\u5fdc\u7b54\u306e\u63fa\u3089\u304e\u3001\u30d6\u30ec\u307f\u305f\u3044\u306a\u3082\u306e\u304c\u3001\u5f8c\u306e\u30bf\u30fc\u30f3\u3067\u3053\u3046\u96ea\u3060\u308b\u307e\u5f0f\u306b\u3069\u3093\u3069\u3093\u5927\u304d\u306a\u30ba\u30ec\u3092\u5f15\u304d\u8d77\u3053\u3057\u3061\u3083\u3046\u304b\u3089\u3060\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001\u73fe\u72b6\u306eLLM\u3067\u306f\u3001\u8907\u6570\u56de\u306e\u3084\u308a\u3068\u308a\u304c\u7d9a\u304f\u5bfe\u8a71\u306b\u304a\u3044\u3066\u3001\u6bce\u56de\u30d3\u30b7\u30c3\u3068\u4e00\u8cab\u3057\u3066\u4fe1\u983c\u3067\u304d\u308b\u7d50\u679c\u3092\u5f97\u308b\u3063\u3066\u3044\u3046\u306e\u306f\u3001\u304b\u306a\u308a\u96e3\u3057\u3044\u3068\u3044\u3046\u3053\u3068\u306a\u3093\u3067\u3059\u3002<\/p>\n<p>\u3060\u304b\u3089\u3001\u540c\u3058\u3088\u3046\u306a\u3053\u3068\u3092\u805e\u3044\u3066\u308b\u3064\u3082\u308a\u3067\u3082\u3001\u4f1a\u8a71\u306e\u6d41\u308c\u6b21\u7b2c\u3067\u5168\u7136\u9055\u3046\u7b54\u3048\u304c\u8fd4\u3063\u3066\u304d\u305f\u308a\u3001\u300c\u3042\u308c\u3001\u3055\u3063\u304d\u3068\u8a00\u3063\u3066\u308b\u3053\u3068\u9055\u3046\u3058\u3083\u3093\u300d\u3063\u3066\u611f\u3058\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u5bfe\u8a71\u3067\u6642\u3005\u611f\u3058\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3001\u3042\u306e\u30e2\u30e4\u30e2\u30e4\u306e\u80cc\u5f8c\u306b\u306f\u3001\u3053\u3046\u3044\u3046\u30e1\u30ab\u30cb\u30ba\u30e0\u304c\u3042\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u306a\u3093\u3067\u3059\u3002<\/p>\n<h2>\u300c\u4f1a\u8a71\u306e\u8ff7\u5b50\u300d\u3092\u307e\u3068\u3081\u308b\u3068<\/h2>\n<p>\u3053\u306e\u7814\u7a76\u304c\u793a\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u4eca\u306e\u3082\u3046\u975e\u5e38\u306b\u5f37\u529b\u3060\u3063\u3066\u8a00\u308f\u308c\u3066\u3044\u308bLLM\u3067\u3055\u3048\u3001\u7279\u306b\u8907\u6570\u30bf\u30fc\u30f3\u306b\u308f\u305f\u308b\u60c5\u5831\u306e\u3084\u308a\u3068\u308a\u3001\u3064\u307e\u308a\u5bfe\u8a71\u306b\u304a\u3044\u3066\u306f\u3001\u307e\u3060\u5b8c\u74a7\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u306f\u8a00\u3048\u306a\u3044\u3002\u7279\u306b\u3001\u4fe1\u983c\u6027\u3068\u3044\u3046\u70b9\u3067\u5927\u304d\u306a\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002<\/p>\n<p>\u306a\u306e\u3067\u3001LLM\u306e\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u306f\u3001\u5358\u306b\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u3053\u306a\u3059\u80fd\u529b\u3001\u307e\u3042\u8a00\u3063\u3066\u307f\u308c\u3070\u9069\u6027\u307f\u305f\u3044\u306a\u3082\u306e\u3092\u9ad8\u3081\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3066\u3001\u5b89\u5b9a\u3057\u3066\u4e00\u8cab\u3057\u305f\u7d50\u679c\u3092\u51fa\u3059\u80fd\u529b\u3001\u3064\u307e\u308a\u4fe1\u983c\u6027\u3092\u3082\u3063\u3068\u91cd\u8996\u3057\u3066\u3044\u304f\u5fc5\u8981\u3067\u3059\u3002\u304a\u305d\u3089\u304f\u3001\u3053\u306e\u8fba\u308a\u306fLLM\u30e1\u30fc\u30ab\u30fc\u5404\u793e\u304c\u3059\u3067\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u306a\u305c\u306a\u3089\u3001\u3053\u306e\u7121\u99c4\u306a\u3084\u308a\u53d6\u308a\u304c\u30ea\u30bd\u30fc\u30b9\u3092\u5727\u8feb\u3057\u3066\u3044\u3066\u3001\u3053\u308c\u304c\u306a\u304f\u306a\u308c\u3070\u3082\u3063\u3068\u30b3\u30b9\u30c8\u524a\u6e1b\u3067\u304d\u307e\u3059\u304b\u3089\u306d\u3002<\/p>\n<h2>\u89e3\u6c7a\u7b56\u306e\u7d39\u4ecb<\/h2>\n<p>\u3067\u3001\u305d\u306e\u8fba\u3092\u8ad6\u6587\u3067\u8abf\u3079\u308b\u3068\u3001\u7d50\u69cb\u89e3\u6c7a\u7b56\u306f\u3042\u308a\u307e\u3057\u305f\u306e\u3067\u3001\u8efd\u304f\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3>MemGAS (Multi-Granularity Memory Association and Selection)<\/h3>\n<p><strong>\u8ad6\u6587<\/strong>: https:\/\/arxiv.org\/pdf\/2505.19549<\/p>\n<p>\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001LLM\u304c\u9577\u671f\u7684\u306a\u4f1a\u8a71\u8a18\u61b6\u3092\u7dad\u6301\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u8ab2\u984c\u306b\u76f4\u63a5\u5bfe\u51e6\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u65b9\u6cd5\u306e\u7c21\u5358\u306a\u89e3\u8aac<\/strong>:<\/p>\n<ul>\n<li><strong>\u591a\u7c92\u5ea6\u8a18\u61b6\u306e\u95a2\u9023\u4ed8\u3051<\/strong>: LLM\u3092\u5229\u7528\u3057\u3066\u3001\u4f1a\u8a71\u306e\u300c\u30b5\u30de\u30ea\u30fc\uff08\u8981\u7d04\uff09\u300d\u3084\u300c\u30ad\u30fc\u30ef\u30fc\u30c9\u300d\u306a\u3069\u3001\u69d8\u3005\u306a\u7c92\u5ea6\u3067\u8a18\u61b6\u5358\u4f4d\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u65b0\u3057\u3044\u8a18\u61b6\u304c\u8ffd\u52a0\u3055\u308c\u308b\u3068\u3001\u30ac\u30a6\u30b9\u6df7\u5408\u30e2\u30c7\u30eb\uff08GMM\uff09\u3092\u4f7f\u7528\u3057\u3066\u3001\u95a2\u9023\u6027\u306e\u9ad8\u3044\u65e2\u5b58\u306e\u8a18\u61b6\u3092\u30af\u30e9\u30b9\u30bf\u30fc\u5316\u3057\u3001\u76f4\u63a5\u7684\u306a\u95a2\u9023\u4ed8\u3051\u3092\u78ba\u7acb\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u8a18\u61b6\u306e\u7d71\u5408\u3092\u6a21\u5023\u3057\u3001\u9023\u7d50\u3055\u308c\u305f\u8a18\u61b6\u69cb\u9020\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002&nbsp;<\/li>\n<li><strong>\u9069\u5fdc\u7684\u7c92\u5ea6\u9078\u629e<\/strong>: \u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u30d9\u30fc\u30b9\u306e\u30eb\u30fc\u30bf\u30fc\u304c\u3001\u30af\u30a8\u30ea\u306e\u95a2\u9023\u6027\u5206\u5e03\u306e\u78ba\u5b9f\u6027\u306b\u57fa\u3065\u3044\u3066\u3001\u7570\u306a\u308b\u7c92\u5ea6\uff08\u30bb\u30c3\u30b7\u30e7\u30f3\u3001\u30bf\u30fc\u30f3\u3001\u30b5\u30de\u30ea\u30fc\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\uff09\u306b\u91cd\u307f\u3092\u9069\u5fdc\u7684\u306b\u5272\u308a\u5f53\u3066\u307e\u3059\u3002\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u304c\u4f4e\u3044\uff08\u78ba\u5b9f\u6027\u304c\u9ad8\u3044\uff09\u7c92\u5ea6\u306b\u306f\u5927\u304d\u306a\u91cd\u307f\u304c\u4e0e\u3048\u3089\u308c\u3001\u30af\u30a8\u30ea\u306b\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u304c\u5f37\u8abf\u3055\u308c\u307e\u3059\u3002&nbsp;<\/li>\n<li><strong>\u8a18\u61b6\u306e\u691c\u7d22\u3068\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<\/strong>: \u521d\u671f\u30b9\u30b3\u30a2\u306b\u57fa\u3065\u3044\u3066\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305fPageRank (PPR) \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u30b0\u30e9\u30d5\u69cb\u9020\u306e\u8a18\u61b6\u306b\u9069\u7528\u3057\u3001\u6587\u8108\u306b\u5fdc\u3058\u305f\u95a2\u9023\u6027\u306e\u9ad8\u3044\u8a18\u61b6\u3092\u691c\u7d22\u3057\u307e\u3059\u3002\u691c\u7d22\u3055\u308c\u305f\u8a18\u61b6\u306f\u3001LLM\u30d9\u30fc\u30b9\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3088\u3063\u3066\u5197\u9577\u6027\u3084\u30ce\u30a4\u30ba\u304c\u9664\u53bb\u3055\u308c\u3001\u6700\u7d42\u7684\u306a\u5fdc\u7b54\u751f\u6210\u306e\u305f\u3081\u306b\u6700\u3082\u91cd\u8981\u306a\u60c5\u5831\u306e\u307f\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3>MemoryOS (Memory Operating System)<\/h3>\n<p><strong>\u8ad6\u6587<\/strong>: https:\/\/arxiv.org\/pdf\/2506.06326<\/p>\n<p>\u3053\u306e\u8ad6\u6587\u306f\u3001LLM\u304c\u56fa\u5b9a\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3068\u4e0d\u9069\u5207\u306a\u30e1\u30e2\u30ea\u7ba1\u7406\u306b\u8d77\u56e0\u3059\u308b\u9577\u671f\u8a18\u61b6\u80fd\u529b\u306e\u4e0d\u8db3\u3068\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u9650\u754c\u3068\u3044\u3046\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001MemoryOS\u3068\u3044\u3046\u30e1\u30e2\u30ea\u7ba1\u7406\u306e\u305f\u3081\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u65b9\u6cd5\u306e\u7c21\u5358\u306a\u89e3\u8aac<\/strong>:<\/p>\n<ul>\n<li><strong>\u968e\u5c64\u578b\u30b9\u30c8\u30ec\u30fc\u30b8\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong>: \u77ed\u671f\u8a18\u61b6\uff08STM\uff09\u3001\u4e2d\u671f\u8a18\u61b6\uff08MTM\uff09\u3001\u9577\u671f\u500b\u4eba\u8a18\u61b6\uff08LPM\uff09\u306e3\u3064\u306e\u30ec\u30d9\u30eb\u306e\u8a18\u61b6\u5358\u4f4d\u304b\u3089\u306a\u308b\u968e\u5c64\u69cb\u9020\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>\u77ed\u671f\u8a18\u61b6 (STM)<\/strong>: \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u4f1a\u8a71\u30c7\u30fc\u30bf\u3092\u300c\u30c0\u30a4\u30a2\u30ed\u30b0\u30da\u30fc\u30b8\u300d\u3068\u3057\u3066\u683c\u7d0d\u3057\u3001\u4f1a\u8a71\u306e\u6d41\u308c\u3092\u8ffd\u8de1\u3059\u308b\u305f\u3081\u306b\u300c\u30c0\u30a4\u30a2\u30ed\u30b0\u30c1\u30a7\u30fc\u30f3\u300d\u3092\u69cb\u7bc9\u3057\u3001\u6587\u8108\u306e\u4e00\u8cab\u6027\u3092\u7dad\u6301\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u4e2d\u671f\u8a18\u61b6 (MTM)<\/strong>: \u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306e\u30e1\u30e2\u30ea\u7ba1\u7406\u539f\u5247\u306b\u89e6\u767a\u3055\u308c\u3001\u540c\u3058\u30c8\u30d4\u30c3\u30af\u306e\u30c0\u30a4\u30a2\u30ed\u30b0\u30da\u30fc\u30b8\u3092\u300c\u30bb\u30b0\u30e1\u30f3\u30c8\u300d\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u30bb\u30b0\u30e1\u30f3\u30c8\u30da\u30fc\u30b8\u30f3\u30b0\u30b9\u30c8\u30ec\u30fc\u30b8\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u30bb\u30b0\u30e1\u30f3\u30c8\u306e\u300c\u30d2\u30fc\u30c8\u30b9\u30b3\u30a2\u300d\uff08\u691c\u7d22\u56de\u6570\u3001\u7dcf\u30c0\u30a4\u30a2\u30ed\u30b0\u30da\u30fc\u30b8\u6570\u3001\u6642\u9593\u6e1b\u8870\u306e\u7d44\u307f\u5408\u308f\u305b\uff09\u306b\u57fa\u3065\u3044\u3066\u66f4\u65b0\u304a\u3088\u3073\u524a\u9664\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/li>\n<li><strong>\u9577\u671f\u500b\u4eba\u8a18\u61b6 (LPM)<\/strong>: \u7279\u5b9a\u306e\u30d2\u30fc\u30c8\u3057\u304d\u3044\u5024\u3092\u8d85\u3048\u305f\u30bb\u30b0\u30e1\u30f3\u30c8\u304cLPM\u306b\u8ee2\u9001\u3055\u308c\u3001\u300c\u30e6\u30fc\u30b6\u30fc\u30c8\u30ec\u30a4\u30c8\u300d\u300c\u30e6\u30fc\u30b6\u30fc\u77e5\u8b58\u30d9\u30fc\u30b9\uff08KB\uff09\u300d\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30c8\u30ec\u30a4\u30c8\u300d\u3092\u66f4\u65b0\u3057\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u52d5\u7684\u66f4\u65b0<\/strong>: STM\u304b\u3089MTM\u3078\u306e\u66f4\u65b0\u306f\u3001\u30c0\u30a4\u30a2\u30ed\u30b0\u30c1\u30a7\u30fc\u30f3\u30d9\u30fc\u30b9\u306eFIFO\uff08\u5148\u5165\u308c\u5148\u51fa\u3057\uff09\u539f\u5247\u306b\u5f93\u3044\u3001MTM\u304b\u3089LPM\u3078\u306e\u66f4\u65b0\u306f\u3001\u30bb\u30b0\u30e1\u30f3\u30c8\u30da\u30fc\u30b8\u7de8\u6210\u6226\u7565\u3068\u30d2\u30fc\u30c8\u30d9\u30fc\u30b9\u306e\u512a\u5148\u9806\u4f4d\u4ed8\u3051\u3092\u5229\u7528\u3057\u3066\u884c\u308f\u308c\u307e\u3059\u3002<\/li>\n<li><strong>\u5fdc\u7b54\u751f\u6210<\/strong>: \u3053\u308c\u30893\u3064\u306e\u8a18\u61b6\u30ec\u30d9\u30eb\uff08STM\u3001MTM\u3001LPM\uff09\u304b\u3089\u95a2\u9023\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u691c\u7d22\u3057\u3001\u305d\u308c\u3089\u3092\u6700\u7d42\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001LLM\u306f\u73fe\u5728\u306e\u5bfe\u8a71\u306b\u6587\u8108\u7684\u306b\u4e00\u8cab\u6027\u304c\u3042\u308a\u3001\u904e\u53bb\u306e\u5bfe\u8a71\u306e\u8a73\u7d30\u3084\u8981\u7d04\u306b\u57fa\u3065\u304d\u3001\u30e6\u30fc\u30b6\u30fc\u3084\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u5408\u308f\u305b\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3>RAG\u30b7\u30b9\u30c6\u30e0\u3068\u610f\u56f3\u30d9\u30fc\u30b9\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h3>\n<p><strong>\u8ad6\u6587<\/strong>: https:\/\/arxiv.org\/pdf\/2506.02097<\/p>\n<p>\u3053\u306e\u8ad6\u6587\u306f\u3001LLM\u304c\u591a\u30bf\u30fc\u30f3\u4f1a\u8a71\u306e\u4e00\u8cab\u6027\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u3084\u3001\u9ad8\u3044\u8a08\u7b97\u30b3\u30b9\u30c8\u3068\u3044\u3063\u305f\u5b9f\u4e16\u754c\u306e\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u6307\u6458\u3057\u3001RAG\u30b7\u30b9\u30c6\u30e0\u3068\u610f\u56f3\u30d9\u30fc\u30b9\u306e\u5b9a\u578b\u5fdc\u7b54\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u65b0\u3057\u3044\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u65b9\u6cd5\u306e\u7c21\u5358\u306a\u89e3\u8aac<\/strong>:<\/p>\n<ul>\n<li><strong>\u52d5\u7684\u30af\u30a8\u30ea\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0<\/strong>: \u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u306e\u300c\u610f\u56f3\u306e\u4fe1\u983c\u5ea6\u300d\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u4fe1\u983c\u5ea6\u304c\u9ad8\u3044\u30af\u30a8\u30ea\u306f\u3001\u4f4e\u9045\u5ef6\u3068\u52b9\u7387\u6027\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u5b9a\u578b\u5fdc\u7b54\u3067\u51e6\u7406\u3055\u308c\u307e\u3059\u3002\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044\u3001\u307e\u305f\u306f\u66d6\u6627\u306a\u30af\u30a8\u30ea\u306f\u3001\u5916\u90e8\u77e5\u8b58\u304b\u3089\u6587\u8108\u7684\u306b\u8c4a\u304b\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306bRAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3055\u308c\u307e\u3059\u3002<\/li>\n<li><strong>\u5bfe\u8a71\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc<\/strong>: \u4ee5\u524d\u306e\u30af\u30a8\u30ea\u3068\u5fdc\u7b54\u306e\u57cb\u3081\u8fbc\u307f\u3092\u542b\u3080\u300c\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u300d\u3092\u4f7f\u7528\u3057\u3066\u5bfe\u8a71\u5c65\u6b74\u3092\u8ffd\u8de1\u3057\u3001\u591a\u30bf\u30fc\u30f3\u5bfe\u8a71\u5168\u4f53\u3067\u4e00\u8cab\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u99c6\u52d5\u578b\u9069\u5fdc<\/strong>: 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