{"id":10340,"date":"2026-11-10T09:44:44","date_gmt":"2026-11-10T00:44:44","guid":{"rendered":"https:\/\/since2020.jp\/media\/?p=10340"},"modified":"2026-11-10T09:45:41","modified_gmt":"2026-11-10T00:45:41","slug":"ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%81%ae%e9%95%b7%e6%9c%9f%e8%a8%98%e6%86%b6%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%97%e3%81%a6%e3%81%bf%e3%81%9f%ef%bc%9a3%e3%81%a4%e3%81%ae","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%81%ae%e9%95%b7%e6%9c%9f%e8%a8%98%e6%86%b6%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%97%e3%81%a6%e3%81%bf%e3%81%9f%ef%bc%9a3%e3%81%a4%e3%81%ae\/","title":{"rendered":"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u9577\u671f\u8a18\u61b6\u3092\u5b9f\u88c5\u3057\u3066\u307f\u305f\uff1a3\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u7cbe\u5ea6\u3092\u6bd4\u8f03"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">1. \u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>Claude\u3084ChatGPT\u306a\u3069\u306eAI\u3068\u4f1a\u8a71\u3057\u3066\u3044\u308b\u3068\u3001\u300c\u3055\u3063\u304d\u540d\u524d\u3092\u4f1d\u3048\u305f\u306e\u306b\u3001\u307e\u305f\u805e\u304b\u308c\u305f\u300d\u300c\u8da3\u5473\u3092\u8a71\u3057\u305f\u3089\u6b21\u306e\u4f1a\u8a71\u3067\u3082\u899a\u3048\u3066\u304f\u308c\u3066\u3044\u305f\u300d\u3068\u3044\u3046\u7d4c\u9a13\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u306f\u4f1a\u8a71\u306e\u305f\u3073\u306b\u8a18\u61b6\u304c\u30ea\u30bb\u30c3\u30c8\u3055\u308c\u308b\u4ed5\u7d44\u307f\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u3067\u3082\u300c\u899a\u3048\u3066\u3044\u308b\u300d\u3088\u3046\u306b\u898b\u3048\u308b\u306e\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u3067\u904e\u53bb\u306e\u60c5\u5831\u3092\u4e0a\u624b\u304f\u7ba1\u7406\u3057\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e\u300c\u8a18\u61b6\u306e\u4ed5\u7d44\u307f\u300d\u306e\u4e2d\u3067\u3082\u9577\u671f\u8a18\u61b6\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u5b9f\u969b\u306bPython\u30673\u30d1\u30bf\u30fc\u30f3\u306e\u5b9f\u88c5\u3092\u4f5c\u3063\u3066\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u8a18\u61b6\u3068\u306f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u306f\u8a18\u61b6\u3067\u304d\u306a\u3044<\/h3>\n\n\n\n<p>AI\u306f\u4f1a\u8a71\u306eAPI\u3092\u547c\u3073\u51fa\u3059\u305f\u3073\u306b\u3001\u524d\u306e\u4f1a\u8a71\u306e\u5185\u5bb9\u3092\u5b8c\u5168\u306b\u5fd8\u308c\u307e\u3059\u3002\u6bce\u56de\u30bc\u30ed\u304b\u3089\u30b9\u30bf\u30fc\u30c8\u3059\u308b\u306e\u304c\u57fa\u672c\u7684\u306a\u52d5\u4f5c\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u8a18\u61b6\u304c\u3042\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u300d\u306e\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u304c\u904e\u53bb\u306e\u4f1a\u8a71\u5c65\u6b74\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u8a70\u3081\u3066\u6bce\u56de\u9001\u3063\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002AI\u304c\u81ea\u3089\u8a18\u61b6\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u4f1a\u8a71\u306e\u305f\u3073\u306b\u300c\u3053\u3053\u307e\u3067\u306e\u6d41\u308c\u306f\u3053\u3046\u3067\u3057\u305f\u300d\u3068\u8aac\u660e\u66f8\u304d\u3092\u9001\u308a\u8fbc\u3093\u3067\u3044\u308b\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u671f\u8a18\u61b6\u3068\u9577\u671f\u8a18\u61b6<\/h3>\n\n\n\n<p>\u3053\u306e\u300c\u8a18\u61b6\u306e\u4ed5\u7d44\u307f\u300d\u306f\u5927\u304d\u304f2\u7a2e\u985e\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u77ed\u671f\u8a18\u61b6\uff08Short-term Memory\uff09<\/strong><br>\u73fe\u5728\u9032\u884c\u4e2d\u306e\u4f1a\u8a71\u306e\u4e2d\u3067\u3084\u308a\u3068\u308a\u3057\u305f\u5185\u5bb9\u3092\u4fdd\u6301\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u8de8\u3044\u3060\u8a18\u61b6\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u9577\u671f\u8a18\u61b6\uff08Long-term Memory\uff09<\/strong><br>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306e\u5916\u306b\u60c5\u5831\u3092\u4fdd\u5b58\u30fb\u53d6\u5f97\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u8de8\u3044\u3060\u8a18\u61b6\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u671f\u8a18\u61b6\u306e2\u3064\u306e\u96e3\u3057\u3055<\/h3>\n\n\n\n<p>\u9577\u671f\u8a18\u61b6\u3092\u5b9f\u88c5\u3059\u308b\u306b\u3042\u305f\u3063\u3066\u30012\u3064\u306e\u554f\u3044\u3092\u89e3\u6c7a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f55\u3092\u4fdd\u5b58\u3059\u308b\u304b<\/strong>\uff1a\u3059\u3079\u3066\u306e\u4f1a\u8a71\u3092\u305d\u306e\u307e\u307e\u4fdd\u5b58\u3059\u308b\u3068\u30ce\u30a4\u30ba\u304c\u5897\u3048\u307e\u3059\u3002\u91cd\u8981\u306a\u60c5\u5831\u3060\u3051\u3092\u9078\u3093\u3067\u4fdd\u5b58\u3059\u308b\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u3069\u3046\u3084\u3063\u3066\u53d6\u308a\u51fa\u3059\u304b<\/strong>\uff1a\u4fdd\u5b58\u3057\u305f\u60c5\u5831\u3092\u5f8c\u304b\u3089\u6b63\u3057\u304f\u5f15\u304d\u51fa\u305b\u308b\u304b\u3069\u3046\u304b\u304c\u3001AI\u306e\u8fd4\u7b54\u54c1\u8cea\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e2\u3064\u306e\u554f\u3044\u3078\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u9055\u3044\u304c\u3001\u5b9f\u88c5\u306e\u5e45\u3092\u751f\u307f\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u5b9f\u88c5\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u4eca\u56de\u306f\u9577\u671f\u8a18\u61b6\u306e\u5b9f\u88c5\u306b\u7d5e\u308a\u3001\u300c\u4f55\u3092\u4fdd\u5b58\u3059\u308b\u304b\u300d\u300c\u3069\u3046\u691c\u7d22\u3059\u308b\u304b\u300d\u306e2\u8ef8\u3092\u5909\u3048\u305f3\u3064\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u4f5c\u308a\u307e\u3059\u3002\u540c\u3058\u30b7\u30ca\u30ea\u30aa\u30923\u30d1\u30bf\u30fc\u30f3\u3067\u5b9f\u884c\u3057\u3001\u6319\u52d5\u306e\u9055\u3044\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u306a\u304a\u3001\u5b9f\u88c5\u30b3\u30fc\u30c9\u306f\u4ee5\u4e0b\u3067\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/keisuke-fbr\/agent_memory_demo\">https:\/\/github.com\/keisuke-fbr\/agent_memory_demo<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f7f\u7528\u6280\u8853<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python 3.12<\/li>\n\n\n\n<li>Google Gemini API\uff08<code>gemini-2.5-flash-lite<\/code> \/ <code>gemini-embedding-001<\/code>\uff09<\/li>\n\n\n\n<li>SQLite\uff08Pattern 1\u30fb2\uff09 \/ ChromaDB\uff08Pattern 3\uff09<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Pattern 1\uff1aNaive Memory<\/h3>\n\n\n\n<p>\u3059\u3079\u3066\u306e\u4f1a\u8a71\u3092\u305d\u306e\u307e\u307e\u4fdd\u5b58\u3057\u3001\u8fd4\u7b54\u3059\u308b\u305f\u3073\u306b\u76f4\u8fd1\u306eN\u4ef6\u3060\u3051\u3092AI\u306b\u6e21\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u4e00\u7dd2\u306b\u904e\u53bb\u306e\u3084\u308a\u53d6\u308a\u3092\u6e21\u3059\u3060\u3051\u306a\u306e\u3067\u5b9f\u88c5\u304c\u6bd4\u8f03\u7684\u5bb9\u6613\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong><\/p>\n\n\n\n<div class=\"wp-block-canaryblue-mermaid-diagram is-theme-default\" data-mermaid-label=\"Mermaid diagram\" data-mermaid-theme=\"default\"><pre class=\"wp-block-canaryblue-mermaid-diagram__source\" data-mermaid-source=\"true\">flowchart TD\n  A[\u30e6\u30fc\u30b6\u30fc\u767a\u8a71] --&gt; B[\u76f4\u8fd1N\u4ef6\u3092\u53d6\u5f97]\n  C[(\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9)] --&gt;|\u8aad\u307f\u8fbc\u307f| B\n  B --&gt; D[\u30d7\u30ed\u30f3\u30d7\u30c8\u751f\u6210]\n  D --&gt; E[LLM]\n  E --&gt; F[\u5168\u4f1a\u8a71\u3092\u4fdd\u5b58]\n  F --&gt;|\u66f8\u304d\u8fbc\u307f| C\n  style A fill:#f5f5f5,stroke:#666666\n  style B fill:#dae8fc,stroke:#6c8ebf\n  style C fill:#f5f5f5,stroke:#666666\n  style D fill:#dae8fc,stroke:#6c8ebf\n  style E fill:#ffe6cc,stroke:#d79b00\n  style F fill:#d5e8d4,stroke:#82b366\n<\/pre><div class=\"wp-block-canaryblue-mermaid-diagram__output\"><\/div><\/div>\n\n\n\n<p><strong>\u30dd\u30a4\u30f3\u30c8<\/strong>\uff1a\u30b7\u30f3\u30d7\u30eb\u306a\u4ee3\u308f\u308a\u306b\u3001N\u4ef6\u306e\u67a0\u304b\u3089\u6ea2\u308c\u305f\u60c5\u5831\u306f\u6c38\u9060\u306b\u53c2\u7167\u3055\u308c\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Pattern 2\uff1aKeyword Memory<\/h3>\n\n\n\n<p>\u307e\u305aAI\u304c\u300c\u3053\u306e\u60c5\u5831\u306f\u5c06\u6765\u3082\u5f79\u7acb\u3064\u304b\uff1f\u300d\u3092\u5224\u65ad\u3057\u3001\u91cd\u8981\u306a\u60c5\u5831\u3060\u3051\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002\u53d6\u308a\u51fa\u3059\u3068\u304d\u306f3\u6587\u5b57\u305a\u3064\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u4e00\u81f4\uff083-gram\uff09\u3067\u691c\u7d22\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3059\u3079\u3066\u306e\u4f1a\u8a71\u3092\u4fdd\u5b58\u305b\u305a\u3001\u3084\u308a\u53d6\u308a\u3092\u305d\u306e\u307e\u307e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u542b\u3081\u306a\u3044\u306e\u3067\u3001\u30c7\u30fc\u30bf\u52b9\u7387\u306f\u826f\u3044\u3082\u306e\u306e\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u304b\u3089\u6f0f\u308c\u308b\u3068\u60c5\u5831\u304cLLM\u306b\u6e21\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p><strong>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong><\/p>\n\n\n\n<div class=\"wp-block-canaryblue-mermaid-diagram is-theme-default\" data-mermaid-label=\"Mermaid diagram\" data-mermaid-theme=\"default\"><pre class=\"wp-block-canaryblue-mermaid-diagram__source\" data-mermaid-source=\"true\">flowchart TD\n  A[\u30e6\u30fc\u30b6\u30fc\u767a\u8a71] --&gt; B[3-gram\u691c\u7d22]\n  C[(\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9)] --&gt;|\u8aad\u307f\u8fbc\u307f| B\n  B --&gt; D[\u30d7\u30ed\u30f3\u30d7\u30c8\u751f\u6210]\n  D --&gt; E[LLM]\n  E --&gt; F{\u4fdd\u5b58\u3059\u3079\u304d\u304b}\n  F --&gt;|\u306f\u3044| C[(\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9)]\n  F --&gt;|\u3044\u3044\u3048| H[\u7834\u68c4]\n  style A fill:#f5f5f5,stroke:#666666\n  style B fill:#dae8fc,stroke:#6c8ebf\n  style C fill:#f5f5f5,stroke:#666666\n  style D fill:#dae8fc,stroke:#6c8ebf\n  style E fill:#ffe6cc,stroke:#d79b00\n  style F fill:#fff2cc,stroke:#d6b656\n  style H fill:#f8cecc,stroke:#b85450\n<\/pre><div class=\"wp-block-canaryblue-mermaid-diagram__output\"><\/div><\/div>\n\n\n\n<p><strong>\u9650\u754c<\/strong>\uff1a\u300c\u30e9\u30fc\u30e1\u30f3\u300d\u3068\u3044\u3046\u8a18\u61b6\u306f\u300c\u98df\u3079\u7269\u300d\u3068\u3044\u3046\u30ad\u30fc\u30ef\u30fc\u30c9\u3067\u306f\u5f15\u304d\u51fa\u305b\u307e\u305b\u3093\u3002\u6587\u5b57\u5217\u304c\u4e00\u81f4\u3057\u306a\u3044\u3068\u53d6\u308a\u51fa\u305b\u306a\u3044\u306e\u304c\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u306e\u6839\u672c\u7684\u306a\u5236\u7d04\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Pattern 3\uff1aVector Memory<\/h3>\n\n\n\n<p>AI\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u767a\u8a71\u306e\u307f\u3092\u5bfe\u8c61\u306b\u9078\u5225\u3057\u3066\u4fdd\u5b58\u3057\u3001\u610f\u5473\u306e\u8fd1\u3055\uff08\u30d9\u30af\u30c8\u30eb\u985e\u4f3c\u5ea6\uff09\u3067\u691c\u7d22\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u691c\u7d22\u3055\u308c\u305f\u7d50\u679c\u3092\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u542b\u3081\u307e\u3059\u3002\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3092\u884c\u308f\u306a\u3044\u305f\u3081\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u6f0f\u308c\u304c\u306a\u304f\u306a\u308b\u307b\u304b\u3001\u3059\u3079\u3066\u306e\u4f1a\u8a71\u3092\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u542b\u3081\u308b\u5fc5\u8981\u3082\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p><strong>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong><\/p>\n\n\n\n<div class=\"wp-block-canaryblue-mermaid-diagram is-theme-default\" data-mermaid-label=\"Mermaid diagram\" data-mermaid-theme=\"default\"><pre class=\"wp-block-canaryblue-mermaid-diagram__source\" data-mermaid-source=\"true\">flowchart TD\n  A[\u30e6\u30fc\u30b6\u30fc\u767a\u8a71] --&gt; B[\u30d9\u30af\u30c8\u30eb\u691c\u7d22]\n  C[(\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9)] --&gt;|\u8aad\u307f\u8fbc\u307f| B\n  B --&gt; D[\u30d7\u30ed\u30f3\u30d7\u30c8\u751f\u6210]\n  D --&gt; E[LLM]\n  E --&gt; F{\u4fdd\u5b58\u3059\u3079\u304d\u304b}\n  F --&gt;|\u306f\u3044| C[(\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9)]\n  F --&gt;|\u3044\u3044\u3048| H[\u7834\u68c4]\n  style A fill:#f5f5f5,stroke:#666666\n  style B fill:#dae8fc,stroke:#6c8ebf\n  style C fill:#f5f5f5,stroke:#666666\n  style D fill:#dae8fc,stroke:#6c8ebf\n  style E fill:#ffe6cc,stroke:#d79b00\n  style F fill:#fff2cc,stroke:#d6b656\n  style H fill:#f8cecc,stroke:#b85450\n<\/pre><div class=\"wp-block-canaryblue-mermaid-diagram__output\"><\/div><\/div>\n\n\n\n<p><strong>\u5f37\u307f<\/strong>\uff1a\u300c\u98df\u3079\u7269\u300d\u3068\u300c\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u300d\u306e\u3088\u3046\u306b\u3001\u6587\u5b57\u306f\u9055\u3063\u3066\u3082\u610f\u5473\u304c\u8fd1\u3051\u308c\u3070\u5f15\u304d\u51fa\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">3\u30d1\u30bf\u30fc\u30f3\u6bd4\u8f03<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><\/th><th>Pattern 1<\/th><th>Pattern 2<\/th><th>Pattern 3<\/th><\/tr><\/thead><tbody><tr><td>\u4fdd\u5b58\u306e\u5224\u65ad<\/td><td>\u5168\u4ef6\u4fdd\u5b58<\/td><td>AI\u304c\u9078\u5225<\/td><td>AI\u304c\u9078\u5225<\/td><\/tr><tr><td>\u691c\u7d22\u65b9\u6cd5<\/td><td>\u76f4\u8fd1N\u4ef6<\/td><td>3-gram\u90e8\u5206\u4e00\u81f4<\/td><td>\u30d9\u30af\u30c8\u30eb\u985e\u4f3c\u5ea6<\/td><\/tr><tr><td>\u540c\u7fa9\u8a9e\u30fb\u8a00\u3044\u63db\u3048\u3078\u306e\u5bfe\u5fdc<\/td><td>\u00d7<\/td><td>\u00d7<\/td><td>\u25cb<\/td><\/tr><tr><td>\u5b9f\u88c5\u96e3\u6613\u5ea6<\/td><td>\u4f4e<\/td><td>\u4e2d<\/td><td>\u9ad8<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u5b9f\u9a13\u65b9\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b7\u30ca\u30ea\u30aa\u8a2d\u8a08<\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u306e8\u30bf\u30fc\u30f3\u306e\u4f1a\u8a71\u30923\u30d1\u30bf\u30fc\u30f3\u3059\u3079\u3066\u3067\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30bf\u30fc\u30f3<\/th><th>\u767a\u8a71\u5185\u5bb9<\/th><th>\u5f79\u5272<\/th><\/tr><\/thead><tbody><tr><td>1<\/td><td>\u79c1\u306e\u540d\u524d\u306f\u5065\u4e8c\u3067\u3059\u3002\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3057\u307e\u3059<\/td><td>\u540d\u524d\u306e\u60c5\u5831<\/td><\/tr><tr><td>2<\/td><td>\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3067\u3059<\/td><td>\u8da3\u5473\u306e\u60c5\u5831<\/td><\/tr><tr><td>3<\/td><td>\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059<\/td><td>\u4f4f\u6240\u306e\u60c5\u5831<\/td><\/tr><tr><td>4<\/td><td>\u6700\u8fd1\u4ed5\u4e8b\u304c\u5fd9\u3057\u304f\u3066\u5c11\u3057\u75b2\u308c\u3066\u3044\u307e\u3059<\/td><td>\u72b6\u6cc1\u306e\u60c5\u5831<\/td><\/tr><tr><td>5<\/td><td>\u5148\u9031\u672b\u306f\u6620\u753b\u3092\u898b\u3066\u304d\u307e\u3057\u305f<\/td><td>\u4e00\u6642\u7684\u306a\u8a71\u984c<\/td><\/tr><tr><td>6<\/td><td>\u4eca\u65e5\u306f\u3044\u3044\u5929\u6c17\u3067\u3059\u306d<\/td><td>\u4e00\u6642\u7684\u306a\u8a71\u984c<\/td><\/tr><tr><td>7<\/td><td><strong>\u3068\u3053\u308d\u3067\u3001\u79c1\u306e\u540d\u524d\u899a\u3048\u3066\u3044\u307e\u3059\u304b\uff1f<\/strong><\/td><td>\u30c6\u30b9\u30c8\u2460<\/td><\/tr><tr><td>8<\/td><td><strong>\u79c1\u304c\u3088\u304f\u98df\u3079\u308b\u3082\u306e\u3092\u6559\u3048\u3066\u3082\u3089\u3048\u307e\u3059\u304b\uff1f<\/strong><\/td><td>\u30c6\u30b9\u30c8\u2461<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c6\u30b9\u30c8\u306e\u72d9\u3044<\/h3>\n\n\n\n<p><strong>\u30c6\u30b9\u30c8\u2460\uff08\u540d\u524d\u306e\u60f3\u8d77\uff09<\/strong><br>\u30bf\u30fc\u30f34\u301c6\u306b\u4e00\u6642\u7684\u306a\u8a71\u984c\u3092\u631f\u3080\u3053\u3068\u3067\u3001Pattern 1\u306e\u300c\u76f4\u8fd16\u4ef6\u300d\u30a6\u30a3\u30f3\u30c9\u30a6\u304b\u3089\u30bf\u30fc\u30f31\uff08\u540d\u524d\uff09\u304c\u62bc\u3057\u51fa\u3055\u308c\u308b\u3088\u3046\u8a2d\u8a08\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30c6\u30b9\u30c8\u2461\uff08\u610f\u5473\u691c\u7d22\uff09<\/strong><br>\u300c\u98df\u3079\u7269\u300d\u3068\u3044\u3046\u8a00\u8449\u304c\u4f1a\u8a71\u4e2d\u306b\u4e00\u5ea6\u3082\u767b\u5834\u3057\u306a\u3044\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u300c\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u300d\u3068\u3044\u3046\u8a18\u61b6\u306b\u305f\u3069\u308a\u7740\u3051\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u6587\u5b57\u5217\u306e\u4e00\u81f4\u306b\u983c\u308bPattern 2\u3068\u3001\u610f\u5473\u306e\u8fd1\u3055\u3067\u63a2\u3059Pattern 3\u306e\u5dee\u304c\u6700\u3082\u9bae\u660e\u306b\u73fe\u308c\u308b\u8a2d\u554f\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u7d50\u679c<\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u5404\u4f1a\u8a71\u3054\u3068\u306b\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u30fbLLM\u304c\u53c2\u7167\u3057\u305f\u5185\u5bb9\u30fbLLM\u306e\u56de\u7b54\u306a\u3069\u3092\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Pattern 1\uff1aNaive Memory<\/h3>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff11<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u79c1\u306e\u540d\u524d\u306f\u5065\u4e8c\u3067\u3059\u3002\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u5065\u4e8c\u3055\u3093\u3002\u306f\u3058\u3081\u307e\u3057\u3066\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff12<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4f1a\u8a71\uff11\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u79c1\u306e\u540d\u524d\u306f\u5065\u4e8c\u3067\u3059\u3002\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>agent\uff1a\u5065\u4e8c\u3055\u3093\u3002\u306f\u3058\u3081\u307e\u3057\u3066\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3001\u3044\u3044\u3067\u3059\u306d\uff01<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff13<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4f1a\u8a71\uff11\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u79c1\u306e\u540d\u524d\u306f\u5065\u4e8c\u3067\u3059\u3002\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3057\u307e\u3059<\/li>\n\n\n\n<li>agent\uff1a\u5065\u4e8c\u3055\u3093\u3001\u306f\u3058\u3081\u307e\u3057\u3066\uff01\u3053\u3061\u3089\u3053\u305d\u3001\u3069\u3046\u305e\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3057\u307e\u3059\u3002\ud83d\ude0a<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff12\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3067\u3059<\/li>\n\n\n\n<li>agent\uff1a\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3001\u3044\u3044\u3067\u3059\u306d\uff01<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u6e0b\u8c37\u306b\u304a\u4f4f\u307e\u3044\u306a\u3093\u3067\u3059\u306d\uff01\u304a\u3057\u3083\u308c\u306a\u8857\u3067\u3044\u3044\u3067\u3059\u306d\uff01\ud83d\ude0a \u6e0b\u8c37\u3067\u3088\u304f\u884c\u304f\u30e9\u30fc\u30e1\u30f3\u5c4b\u3055\u3093\u3068\u304b\u3042\u308a\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff14<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u6700\u8fd1\u4ed5\u4e8b\u304c\u5fd9\u3057\u304f\u3066\u5c11\u3057\u75b2\u308c\u3066\u3044\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4f1a\u8a71\uff11\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u79c1\u306e\u540d\u524d\u306f\u5065\u4e8c\u3067\u3059\u3002\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3057\u307e\u3059<\/li>\n\n\n\n<li>agent\uff1a\u5065\u4e8c\u3055\u3093\u3001\u306f\u3058\u3081\u307e\u3057\u3066\uff01\u3053\u3061\u3089\u3053\u305d\u3001\u3069\u3046\u305e\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3057\u307e\u3059\u3002\ud83d\ude0a<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff12\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3067\u3059<\/li>\n\n\n\n<li>agent\uff1a\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3001\u3044\u3044\u3067\u3059\u306d\uff01\ud83c\udf5c\u2728 \u3069\u3093\u306a\u30e9\u30fc\u30e1\u30f3\u304c\u304a\u597d\u304d\u3067\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff13\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059<\/li>\n\n\n\n<li>agent\uff1a\u6e0b\u8c37\u306b\u304a\u4f4f\u307e\u3044\u306a\u3093\u3067\u3059\u306d\uff01\u304a\u3057\u3083\u308c\u306a\u8857\u3067\u3044\u3044\u3067\u3059\u306d\uff01\ud83d\ude0a\u6e0b\u8c37\u3067\u3088\u304f\u884c\u304f\u30e9\u30fc\u30e1\u30f3\u5c4b\u3055\u3093\u3068\u304b\u3042\u308a\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u304a\u4ed5\u4e8b\u304a\u5fd9\u3057\u3044\u306e\u3067\u3059\u306d\u3002\u304a\u75b2\u308c\u69d8\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff15<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u5148\u9031\u672b\u306f\u6620\u753b\u3092\u898b\u3066\u304d\u307e\u3057\u305f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4f1a\u8a71\uff12\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3067\u3059<\/li>\n\n\n\n<li>agent\uff1a\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3001\u3044\u3044\u3067\u3059\u306d\uff01\ud83c\udf5c\u2728 \u3069\u3093\u306a\u30e9\u30fc\u30e1\u30f3\u304c\u304a\u597d\u304d\u3067\u3059\u304b\uff1f\u6e0b\u8c37\u3067\u3088\u304f\u884c\u304f\u30e9\u30fc\u30e1\u30f3\u5c4b\u3055\u3093\u3068\u304b\u3042\u308a\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff13\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059<\/li>\n\n\n\n<li>agent\uff1a\u6e0b\u8c37\u306b\u304a\u4f4f\u307e\u3044\u306a\u3093\u3067\u3059\u306d\uff01\u304a\u3057\u3083\u308c\u306a\u8857\u3067\u3044\u3044\u3067\u3059\u306d\uff01\ud83d\ude0a<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff14\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u6700\u8fd1\u4ed5\u4e8b\u304c\u5fd9\u3057\u304f\u3066\u5c11\u3057\u75b2\u308c\u3066\u3044\u307e\u3059<\/li>\n\n\n\n<li>agent\uff1a\u304a\u4ed5\u4e8b\u304a\u5fd9\u3057\u3044\u306e\u3067\u3059\u306d\u3002\u304a\u75b2\u308c\u69d8\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u6620\u753b\u3001\u3044\u3044\u3067\u3059\u306d\uff01\ud83c\udfac \u3069\u3093\u306a\u6620\u753b\u3092\u3054\u89a7\u306b\u306a\u308a\u307e\u3057\u305f\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff16<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u4eca\u65e5\u306f\u3044\u3044\u5929\u6c17\u3067\u3059\u306d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4f1a\u8a71\uff13\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059<\/li>\n\n\n\n<li>agent\uff1a\u6e0b\u8c37\u306b\u304a\u4f4f\u307e\u3044\u306a\u3093\u3067\u3059\u306d\uff01\u304a\u3057\u3083\u308c\u306a\u8857\u3067\u3044\u3044\u3067\u3059\u306d\uff01\ud83d\ude0a<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff14\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u6700\u8fd1\u4ed5\u4e8b\u304c\u5fd9\u3057\u304f\u3066\u5c11\u3057\u75b2\u308c\u3066\u3044\u307e\u3059<\/li>\n\n\n\n<li>agent\uff1a\u304a\u4ed5\u4e8b\u304a\u5fd9\u3057\u3044\u306e\u3067\u3059\u306d\u3002\u304a\u75b2\u308c\u69d8\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff15\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u5148\u9031\u672b\u306f\u6620\u753b\u3092\u898b\u3066\u304d\u307e\u3057\u305f<\/li>\n\n\n\n<li>agent\uff1a\u6620\u753b\u3001\u3044\u3044\u3067\u3059\u306d\uff01\ud83c\udfac \u3069\u3093\u306a\u6620\u753b\u3092\u3054\u89a7\u306b\u306a\u308a\u307e\u3057\u305f\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u672c\u5f53\u3067\u3059\u306d\uff01\u2600\ufe0f \u6674\u308c\u3066\u3044\u308b\u3068\u6c17\u5206\u3082\u4e0a\u304c\u308a\u307e\u3059\u306d\uff01<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff17\uff08\u30c6\u30b9\u30c8\u2460\uff1a\u540d\u524d\u306e\u60f3\u8d77\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u3068\u3053\u308d\u3067\u3001\u79c1\u306e\u540d\u524d\u899a\u3048\u3066\u3044\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4f1a\u8a71\uff14\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u6700\u8fd1\u4ed5\u4e8b\u304c\u5fd9\u3057\u304f\u3066\u5c11\u3057\u75b2\u308c\u3066\u3044\u307e\u3059<\/li>\n\n\n\n<li>agent\uff1a\u304a\u4ed5\u4e8b\u304a\u5fd9\u3057\u3044\u306e\u3067\u3059\u306d\u3002\u304a\u75b2\u308c\u69d8\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff15\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u5148\u9031\u672b\u306f\u6620\u753b\u3092\u898b\u3066\u304d\u307e\u3057\u305f<\/li>\n\n\n\n<li>agent\uff1a\u6620\u753b\u3001\u3044\u3044\u3067\u3059\u306d\uff01\ud83c\udfac \u3069\u3093\u306a\u6620\u753b\u3092\u3054\u89a7\u306b\u306a\u308a\u307e\u3057\u305f\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff16\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u4eca\u65e5\u306f\u3044\u3044\u5929\u6c17\u3067\u3059\u306d<\/li>\n\n\n\n<li>agent\uff1a\u672c\u5f53\u3067\u3059\u306d\uff01\u2600\ufe0f \u6674\u308c\u3066\u3044\u308b\u3068\u6c17\u5206\u3082\u4e0a\u304c\u308a\u307e\u3059\u306d\uff01<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u306f\u3044\u3001\u899a\u3048\u3066\u3044\u307e\u3059\u3088\uff01\ud83d\ude0a \u3042\u306a\u305f\u306f\u300c\u3007\u3007\u3055\u3093\u300d\u3067\u3059\u306d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>\u540d\u524d\u3092\u628a\u63e1\u3067\u304d\u3066\u3044\u306a\u3044\u306e\u306b\u25cb\u25cb\u3068\u3057\u3066\u7121\u7406\u3084\u308a\u56de\u7b54\u3057\u3066\u3044\u308b\u3002\n<\/code><\/pre>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff18\uff08\u30c6\u30b9\u30c8\u2461\uff1a\u98df\u3079\u7269\u306e\u60f3\u8d77\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u79c1\u304c\u3088\u304f\u98df\u3079\u308b\u3082\u306e\u3092\u6559\u3048\u3066\u3082\u3089\u3048\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\uff08\u98df\u3079\u7269\u30fb\u8da3\u5473\u306e\u60c5\u5831\u306a\u3057\uff09\n<ul class=\"wp-block-list\">\n<li>\u4f1a\u8a71\uff15\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u5148\u9031\u672b\u306f\u6620\u753b\u3092\u898b\u3066\u304d\u307e\u3057\u305f<\/li>\n\n\n\n<li>agent\uff1a\u6620\u753b\u3001\u3044\u3044\u3067\u3059\u306d\uff01\ud83c\udfac \u3069\u3093\u306a\u6620\u753b\u3092\u3054\u89a7\u306b\u306a\u308a\u307e\u3057\u305f\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff16\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u4eca\u65e5\u306f\u3044\u3044\u5929\u6c17\u3067\u3059\u306d<\/li>\n\n\n\n<li>agent\uff1a\u672c\u5f53\u3067\u3059\u306d\uff01\u2600\ufe0f\u6674\u308c\u3066\u3044\u308b\u3068\u6c17\u5206\u3082\u4e0a\u304c\u308a\u307e\u3059\u306d\uff01<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f1a\u8a71\uff17\n<ul class=\"wp-block-list\">\n<li>user\uff1a\u3068\u3053\u308d\u3067\u3001\u79c1\u306e\u540d\u524d\u899a\u3048\u3066\u3044\u307e\u3059\u304b\uff1f<\/li>\n\n\n\n<li>agent\uff1a\u306f\u3044\u3001\u899a\u3048\u3066\u3044\u307e\u3059\u3088\uff01\ud83d\ude0a\u3042\u306a\u305f\u306f\u300c\u3007\u3007\u3055\u3093\u300d\u3067\u3059\u306d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u4ee5\u524d\u306e\u4f1a\u8a71\u5c65\u6b74\u3092\u62dd\u898b\u3057\u305f\u306e\u3067\u3059\u304c\u3001\u3007\u3007\u3055\u3093\u304c\u300c\u3088\u304f\u98df\u3079\u308b\u3082\u306e\u300d\u306b\u3064\u3044\u3066\u304a\u8a71\u3057\u3055\u308c\u305f\u8a18\u9332\u304c\u898b\u5f53\u305f\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>\u30e9\u30fc\u30e1\u30f3\u306e\u4f1a\u8a71\u304c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u62bc\u3057\u51fa\u3055\u308c\u3066\u304a\u308a\u3001LLM\u304c\u53c2\u7167\u3067\u304d\u305a\u56de\u7b54\u3067\u304d\u306a\u3044\u3002\n<\/code><\/pre>\n\n\n\n<p><strong>\u30c6\u30b9\u30c8\u7d50\u679c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30bf\u30fc\u30f3<\/th><th>\u767a\u8a71<\/th><th>\u691c\u7d22\u30d2\u30c3\u30c8<\/th><\/tr><\/thead><tbody><tr><td>7<\/td><td><strong>\u540d\u524d\u899a\u3048\u3066\u3044\u307e\u3059\u304b\uff1f<\/strong><\/td><td><strong>0\u4ef6<\/strong> \u2190 \u62bc\u3057\u51fa\u3055\u308c\u3066\u3057\u307e\u3044\u53c2\u7167\u3067\u304d\u306a\u3044<\/td><\/tr><tr><td>8<\/td><td><strong>\u3088\u304f\u98df\u3079\u308b\u3082\u306e\u306f\uff1f<\/strong><\/td><td><strong>0\u4ef6<\/strong> \u2190 \u62bc\u3057\u51fa\u3055\u308c\u3066\u3057\u307e\u3044\u53c2\u7167\u3067\u304d\u306a\u3044<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Pattern 2\uff1aKeyword Memory<\/h3>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff11<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u79c1\u306e\u540d\u524d\u306f\u5065\u4e8c\u3067\u3059\u3002\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u5065\u4e8c\u3055\u3093\u3002\u306f\u3058\u3081\u307e\u3057\u3066\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u5065\u4e8c<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff12<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3001\u3044\u3044\u3067\u3059\u306d\uff01\u4f8b\u3048\u3070\u3001\u3053\u3063\u3066\u308a\u7cfb\u3001\u3042\u3063\u3055\u308a\u7cfb\u3001\u305d\u308c\u3068\u3082\u5730\u57df\u3054\u3068\u306e\u7279\u8272\u304c\u3042\u308b\u3082\u306e\u304c\u304a\u597d\u307f\u3067\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>&#8220;\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u306f\u8da3\u5473\u3067\u3042\u308b\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff13<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u6e0b\u8c37\u306b\u304a\u4f4f\u307e\u3044\u306a\u306e\u3067\u3059\u306d\uff01<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>&#8220;\u6e0b\u8c37\u306b\u304a\u4f4f\u307e\u3044&#8221;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff14<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u6700\u8fd1\u4ed5\u4e8b\u304c\u5fd9\u3057\u304f\u3066\u5c11\u3057\u75b2\u308c\u3066\u3044\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u304a\u4ed5\u4e8b\u304a\u75b2\u308c\u69d8\u3067\u3059\u3002\u5fd9\u3057\u3044\u3068\u3069\u3046\u3057\u3066\u3082\u75b2\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3088\u306d\u3002\u4f55\u304b\u30ea\u30e9\u30c3\u30af\u30b9\u3067\u304d\u308b\u3053\u3068\u3084\u3001\u6c17\u5206\u8ee2\u63db\u306b\u306a\u308b\u3088\u3046\u306a\u3053\u3068\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u201d\u6700\u8fd1\u4ed5\u4e8b\u304c\u5fd9\u3057\u3044\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff15<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u5148\u9031\u672b\u306f\u6620\u753b\u3092\u898b\u3066\u304d\u307e\u3057\u305f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u304a\uff01\u3044\u3044\u3067\u3059\u306d\uff01\u3069\u3093\u306a\u6620\u753b\u3092\u3054\u89a7\u306b\u306a\u308a\u307e\u3057\u305f\u304b\uff1f\ud83d\ude0a<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u201c\u5148\u9031\u672b\u6620\u753b\u3092\u898b\u305f\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff16<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u4eca\u65e5\u306f\u3044\u3044\u5929\u6c17\u3067\u3059\u306d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u306f\u3044\u3001\u672c\u5f53\u306b\u6c17\u6301\u3061\u306e\u826f\u3044\u304a\u5929\u6c17\u3067\u3059\u306d\uff01\u2600\ufe0f \u3053\u3093\u306a\u65e5\u306f\u3001\u5916\u306b\u51fa\u3066\u6563\u6b69\u3057\u305f\u308a\u3001\u516c\u5712\u3067\u3086\u3063\u304f\u308a\u904e\u3054\u3057\u305f\u308a\u3059\u308b\u306e\u3082\u697d\u3057\u305d\u3046\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff17\uff08\u30c6\u30b9\u30c8\u2460\uff1a\u540d\u524d\u306e\u60f3\u8d77\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u3068\u3053\u308d\u3067\u3001\u79c1\u306e\u540d\u524d\u899a\u3048\u3066\u3044\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u306f\u3044\u3001\u304a\u540d\u524d\u3092\u899a\u3048\u3066\u3044\u307e\u3059\u3088\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4fdd\u5b58\u306a\u3057<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>\u300c\u5065\u4e8c\u300d\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\uff08\u540d\u524d\uff09\u306b\u5f15\u3063\u304b\u304b\u3089\u306a\u3044\u305f\u3081\u3001\n\u9069\u5207\u306a\u56de\u7b54\u304c\u884c\u3048\u3066\u3044\u306a\u3044\u3002\n<\/code><\/pre>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff18\uff08\u30c6\u30b9\u30c8\u2461\uff1a\u98df\u3079\u7269\u306e\u60f3\u8d77\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u79c1\u304c\u3088\u304f\u98df\u3079\u308b\u3082\u306e\u3092\u6559\u3048\u3066\u3082\u3089\u3048\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u7533\u3057\u8a33\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u79c1\u306f\u3042\u306a\u305f\u306e\u3053\u3068\u3092\u307e\u3060\u3088\u304f\u77e5\u308a\u307e\u305b\u3093\u3002\u3042\u306a\u305f\u304c\u3088\u304f\u98df\u3079\u308b\u3082\u306e\u3092\u77e5\u308b\u305f\u3081\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u8cea\u554f\u3055\u305b\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>\u300c\u30e9\u30fc\u30e1\u30f3\u300d\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\uff08\u98df\u3079\u7269\uff09\u306b\u5f15\u3063\u304b\u304b\u3089\u306a\u3044\u305f\u3081\u3001\n\u9069\u5207\u306a\u56de\u7b54\u304c\u884c\u3048\u3066\u3044\u306a\u3044\u3002\n<\/code><\/pre>\n\n\n\n<p><strong>\u30c6\u30b9\u30c8\u7d50\u679c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30bf\u30fc\u30f3<\/th><th>\u767a\u8a71<\/th><th>\u691c\u7d22\u30d2\u30c3\u30c8<\/th><\/tr><\/thead><tbody><tr><td>7<\/td><td><strong>\u540d\u524d\u899a\u3048\u3066\u3044\u307e\u3059\u304b\uff1f<\/strong><\/td><td><strong>0\u4ef6<\/strong> \u2190 \u300c\u540d\u524d\u300d\u304c\u300c\u5065\u4e8c\u300d\u306b\u30de\u30c3\u30c1\u3057\u306a\u3044<\/td><\/tr><tr><td>8<\/td><td><strong>\u3088\u304f\u98df\u3079\u308b\u3082\u306e\u306f\uff1f<\/strong><\/td><td><strong>0\u4ef6<\/strong> \u2190 \u300c\u98df\u3079\u7269\u300d\u304c\u300c\u30e9\u30fc\u30e1\u30f3\u300d\u306b\u30de\u30c3\u30c1\u3057\u306a\u3044<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Pattern 3\uff1aVector Memory\uff08\u3053\u3053\u3067\u306f\u985e\u4f3c\u5ea6\u304c\u9ad8\u3044\u4e0a\u4f4d\uff13\u4ef6\u3092\u53c2\u7167\u3059\u308b\uff09<\/h3>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff11<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u79c1\u306e\u540d\u524d\u306f\u5065\u4e8c\u3067\u3059\u3002\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u5065\u4e8c\u3055\u3093\u3002\u306f\u3058\u3081\u307e\u3057\u3066\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>&#8220;\u540d\u524d\uff1a\u5065\u4e8c\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff12<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>&#8220;\u540d\u524d\uff1a\u5065\u4e8c\u201d\uff08\u985e\u4f3c\u5ea6\uff1a62.8%\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u5065\u4e8c\u3055\u3093\u3001\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u304c\u3054\u8da3\u5473\u306a\u3093\u3067\u3059\u306d\uff01\u3069\u3093\u306a\u30e9\u30fc\u30e1\u30f3\u304c\u304a\u597d\u304d\u3067\u3059\u304b\uff1f\ud83d\ude0a<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>&#8220;\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a&#8221;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff13<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u300c\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u300d\uff08\u985e\u4f3c\u5ea6\uff1a62.1%\uff09<\/li>\n\n\n\n<li>\u300c\u540d\u524d\uff1a\u5065\u4e8c\u300d\uff08\u985e\u4f3c\u5ea6\uff1a60.6%\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u5065\u4e8c\u3055\u3093\u3001\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u304a\u4f4f\u307e\u3044\u306a\u306e\u3067\u3059\u306d\uff01\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u304c\u304a\u597d\u304d\u3068\u306e\u3053\u3068\u3067\u3059\u304c\u3001\u6e0b\u8c37\u8fd1\u8fba\u3067\u306e\u304a\u3059\u3059\u3081\u306e\u304a\u5e97\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u300c\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059\u300d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff14<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u6700\u8fd1\u4ed5\u4e8b\u304c\u5fd9\u3057\u304f\u3066\u5c11\u3057\u75b2\u308c\u3066\u3044\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u300c\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059\u300d\uff08\u985e\u4f3c\u5ea6\uff1a61.9%\uff09<\/li>\n\n\n\n<li>\u300c\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u300d\uff08\u985e\u4f3c\u5ea6\uff1a61.9%\uff09<\/li>\n\n\n\n<li>\u300c\u540d\u524d\uff1a\u5065\u4e8c\u300d\uff08\u985e\u4f3c\u5ea6\uff1a61.1%\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u5065\u4e8c\u3055\u3093\u3001\u304a\u4ed5\u4e8b\u304a\u5fd9\u3057\u3044\u3093\u3067\u3059\u306d\u3002\u304a\u75b2\u308c\u69d8\u3067\u3059\u3002\u304a\u75b2\u308c\u3068\u306e\u3053\u3068\u3067\u3059\u304c\u3001\u4f55\u304b\u6c17\u5206\u8ee2\u63db\u306b\u306a\u308b\u3088\u3046\u306a\u3053\u3068\u306f\u3055\u308c\u3066\u3044\u307e\u3059\u304b\uff1f\u4f8b\u3048\u3070\u3001\u8da3\u5473\u306e\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u306f\u3044\u304b\u304c\u3067\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u300c\u4ed5\u4e8b\u304c\u5fd9\u3057\u3044\u300d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff15<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u5148\u9031\u672b\u306f\u6620\u753b\u3092\u898b\u3066\u304d\u307e\u3057\u305f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u300c\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u300d\uff08\u985e\u4f3c\u5ea6\uff1a63.8%\uff09<\/li>\n\n\n\n<li>\u300c\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059\u300d\uff08\u985e\u4f3c\u5ea6\uff1a62.5%\uff09<\/li>\n\n\n\n<li>\u300c\u4ed5\u4e8b\u304c\u5fd9\u3057\u3044\u300d\uff08\u985e\u4f3c\u5ea6\uff1a60.4%\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u305d\u308c\u306f\u3044\u3044\u3067\u3059\u306d\uff01\u3069\u3093\u306a\u6620\u753b\u3092\u3054\u89a7\u306b\u306a\u308a\u307e\u3057\u305f\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4fdd\u5b58\u306a\u3057<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff16<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u4eca\u65e5\u306f\u3044\u3044\u5929\u6c17\u3067\u3059\u306d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u300c\u540d\u524d\uff1a\u5065\u4e8c\u300d\uff08\u985e\u4f3c\u5ea6\uff1a62.3%\uff09<\/li>\n\n\n\n<li>\u300c\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u300d\uff08\u985e\u4f3c\u5ea6\uff1a59.6%\uff09<\/li>\n\n\n\n<li>\u300c\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059\u300d\uff08\u985e\u4f3c\u5ea6\uff1a59.4%\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u5065\u4e8c\u3055\u3093\u3001\u3053\u3093\u306b\u3061\u306f\uff01\u672c\u5f53\u306b\u3044\u3044\u5929\u6c17\u3067\u3059\u306d\u3002\u3053\u3093\u306a\u65e5\u306f\u3001\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u306b\u3082\u3074\u3063\u305f\u308a\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u306d\u3002\u6e0b\u8c37\u3067\u3082\u7f8e\u5473\u3057\u3044\u30e9\u30fc\u30e1\u30f3\u5c4b\u3055\u3093\u306f\u305f\u304f\u3055\u3093\u3042\u308a\u305d\u3046\u3067\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4fdd\u5b58\u306a\u3057<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff17\uff08\u30c6\u30b9\u30c8\u2460\uff1a\u540d\u524d\u306e\u60f3\u8d77\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u3068\u3053\u308d\u3067\u3001\u79c1\u306e\u540d\u524d\u899a\u3048\u3066\u3044\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u300c\u540d\u524d\uff1a\u5065\u4e8c\u300d\uff08\u985e\u4f3c\u5ea6\uff1a64.3%\uff09<\/li>\n\n\n\n<li>\u300c\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059\u300d\uff08\u985e\u4f3c\u5ea6\uff1a61.7%\uff09<\/li>\n\n\n\n<li>\u300c\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u300d\uff08\u985e\u4f3c\u5ea6\uff1a59.1%\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u306f\u3044\u3001\u5065\u4e8c\u3055\u3093\u3067\u3059\u306d\u3002\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u304a\u4f4f\u307e\u3044\u3067\u3001\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u304c\u3054\u8da3\u5473\u306a\u3093\u3067\u3059\u3088\u306d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4fdd\u5b58\u306a\u3057<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30bf\u30fc\u30f3\uff18\uff08\u30c6\u30b9\u30c8\u2461\uff1a\u98df\u3079\u7269\u306e\u60f3\u8d77\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n<ul class=\"wp-block-list\">\n<li>\u79c1\u304c\u3088\u304f\u98df\u3079\u308b\u3082\u306e\u3092\u6559\u3048\u3066\u3082\u3089\u3048\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u53c2\u7167\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u300c\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u300d\uff08\u985e\u4f3c\u5ea6\uff1a66.4%\uff09<\/li>\n\n\n\n<li>\u300c\u540d\u524d\uff1a\u5065\u4e8c\u300d\uff08\u985e\u4f3c\u5ea6\uff1a59.6%\uff09<\/li>\n\n\n\n<li>\u300c\u6771\u4eac\u306e\u6e0b\u8c37\u306b\u4f4f\u3093\u3067\u3044\u307e\u3059\u300d\uff08\u985e\u4f3c\u5ea6\uff1a59.0%\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLM\u306e\u56de\u7b54\n<ul class=\"wp-block-list\">\n<li>\u5065\u4e8c\u3055\u3093\u3001\u304a\u4f4f\u307e\u3044\u304c\u6e0b\u8c37\u3067\u3001\u8da3\u5473\u304c\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u3068\u306e\u3053\u3068\u3067\u3059\u306e\u3067\u3001\u3082\u3057\u304b\u3057\u305f\u3089\u30e9\u30fc\u30e1\u30f3\u3092\u3088\u304f\u53ec\u3057\u4e0a\u304c\u308a\u307e\u3059\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4fdd\u5b58\u3055\u308c\u308b\u5185\u5bb9\n<ul class=\"wp-block-list\">\n<li>\u4fdd\u5b58\u306a\u3057<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30c6\u30b9\u30c8\u7d50\u679c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30bf\u30fc\u30f3<\/th><th>\u767a\u8a71<\/th><th>\u691c\u7d22\u30d2\u30c3\u30c8\uff08\u4e0a\u4f4d\uff09<\/th><\/tr><\/thead><tbody><tr><td>7<\/td><td><strong>\u540d\u524d\u899a\u3048\u3066\u3044\u307e\u3059\u304b\uff1f<\/strong><\/td><td>1\u4f4d\uff1a<code>\"\u540d\u524d\uff1a\u5065\u4e8c\"<\/code> <strong>64.3%<\/strong><\/td><\/tr><tr><td>8<\/td><td><strong>\u3088\u304f\u98df\u3079\u308b\u3082\u306e\u306f\uff1f<\/strong><\/td><td>1\u4f4d\uff1a<code>\"\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\"<\/code> <strong>66.4%<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u30c6\u30b9\u30c8\u2460\uff1a\u300c\u79c1\u306e\u540d\u524d\u899a\u3048\u3066\u3044\u307e\u3059\u304b\u300d\u3068\u3044\u3046\u30af\u30a8\u30ea\u304c\u300c\u540d\u524d\uff1a\u5065\u4e8c\u300d\u306b64.3%\u306e\u985e\u4f3c\u5ea6\u3067\u30d2\u30c3\u30c8\u3002\u3055\u3089\u306b\u6e0b\u8c37\u30fb\u30e9\u30fc\u30e1\u30f3\u306e\u8a18\u61b6\u3082\u5f15\u304d\u51fa\u3057\u3066\u4e00\u5ea6\u306b\u307e\u3068\u3081\u3066\u56de\u7b54\u3092\u5b9f\u65bd\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u30c6\u30b9\u30c8\u2461\uff1a\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3067\u98df\u3079\u7269\u3068\u306e\u985e\u4f3c\u5ea6\u304c\u9ad8\u3044\u300c\u8da3\u5473\u306f\u30e9\u30fc\u30e1\u30f3\u5de1\u308a\u300d\u304c66.4%\u3067\u30d2\u30c3\u30c8\u3057\u3001\u6b63\u3057\u3044\u60c5\u5831\u3092\u5f15\u304d\u51fa\u3057\u56de\u7b54\u3092\u5b9f\u65bd\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">6. 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