{"id":13105,"date":"2024-12-16T09:00:11","date_gmt":"2024-12-16T09:00:11","guid":{"rendered":"https:\/\/megagon.ai\/%e8%a4%87%e5%90%88ai%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0%e3%81%ae%e6%9c%80%e9%81%a9%e5%8c%96\/"},"modified":"2025-10-02T19:42:50","modified_gmt":"2025-10-02T19:42:50","slug":"%e8%a4%87%e5%90%88ai%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0%e3%81%ae%e6%9c%80%e9%81%a9%e5%8c%96","status":"publish","type":"post","link":"https:\/\/megagon.ai\/jp\/%e8%a4%87%e5%90%88ai%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0%e3%81%ae%e6%9c%80%e9%81%a9%e5%8c%96\/","title":{"rendered":"\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u6700\u9069\u5316"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"13105\" class=\"elementor elementor-13105 elementor-8819\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39eeaf78 e-flex e-con-boxed e-con e-parent\" data-id=\"39eeaf78\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8ca83ad elementor-widget elementor-widget-text-editor\" data-id=\"8ca83ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u9a5a\u7570\u7684\u306a\u80fd\u529b\u306f\u3001\u4e00\u822c\u30e6\u30fc\u30b6\u30fc\u306e\u95a2\u5fc3\u3092\u96c6\u3081\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u7279\u306b\u77e5\u8b58\u96c6\u7d04\u578b\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u95a2\u5fc3\u3092\u9ad8\u3081\u307e\u3057\u305f\u3002LLM\u306f\u7b2c\u4e00\u306b\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u305d\u306e\u4ed6\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u306e<i>\u7406\u89e3\u3068\u51e6\u7406<\/i>\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u7b2c\u4e8c\u306b\u306f\u30a6\u30a7\u30d6\u691c\u7d22\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u3055\u3089\u306b\u306f\u4ed6\u306e\u4e88\u6e2c\u578b\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u30e2\u30c7\u30eb\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c4\u30fc\u30eb\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a<i>\u7d71\u5408<\/i>\u3092\u53ef\u80fd\u306b\u3059\u308b\u30a4\u30f3\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5b66\u7fd2\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001LLM\u306f\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u3088\u308a\u5c0f\u3055\u304f\u3001\u5b9f\u884c\u53ef\u80fd\u306a\u30bf\u30b9\u30af\u3078\u3068<i>\u5206\u89e3\u3057\u3001\u8a08\u753b<\/i>\u3092\u7acb\u3066\u308b\u80fd\u529b\u306b\u304a\u3044\u3066\u3082\u6709\u671b\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002  <\/p><p>\u3053\u306e\u3088\u3046\u306a\u80cc\u666f\u306e\u3082\u3068\u3001<a href=\"https:\/\/bair.berkeley.edu\/blog\/2024\/02\/18\/compound-ai-systems\/\"><i>\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0<\/i>\u304c\u6ce8\u76ee<\/a>\u3055\u308c\u3066\u304a\u308a\u3001LLM\u306e\u80fd\u529b\u3092\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3078\u9069\u7528\u3059\u308b\u305f\u3081\u306e\u65b0\u305f\u306a\u624b\u6cd5\u3068\u3057\u3066\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u8907\u6570\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\uff08\u3055\u307e\u3056\u307e\u306a\u80fd\u529b\u3092\u6301\u30641\u3064\u4ee5\u4e0a\u306eLLM\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u542b\u3080\uff09\u3068\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u77e5\u8b58\u30b0\u30e9\u30d5\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u5ea6\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u7279\u306b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u306e\u77e5\u8b58\u96c6\u7d04\u578b\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306f\u6700\u5148\u7aef\u306e\u6210\u679c\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002<br>\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u6210\u529f\u306f\u3001\u4e3b\u306b\u4e8c\u3064\u306e\u6bb5\u968e\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u307e\u3059\u3002\u7b2c\u4e00\u306b\u3001\u30bf\u30b9\u30af\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e<b>\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3<\/b>\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001LLM\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u3001ML\u30e2\u30c7\u30eb\u3068\u3044\u3063\u305f\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3001\u30bf\u30b9\u30af\u3092\u5206\u89e3\u3057\u3001\u518d\u5229\u7528\u53ef\u80fd\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3068\u3057\u3066\u69cb\u6210\u3057\u307e\u3059\u3002\u7b2c\u4e8c\u306b\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u6700\u9069\u5316\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u5404\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u500b\u5225\u307e\u305f\u306f\u7d71\u5408\u7684\u306b<b>\u6700\u9069\u5316<\/b>\u3057\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6307\u6a19\uff08\u4f8b: \u7cbe\u5ea6\uff09\u3092\u6700\u5927\u5316\u3057\u307e\u3059\u3002    <\/p><p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u6700\u9069\u5316\u306e\u6a5f\u4f1a\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u73fe\u5728\u306e\u6700\u9069\u5316\u624b\u6cd5\u3092\u8d85\u3048\u305f\u3001\u591a\u76ee\u7684\uff08multi-objective\uff09\u3001\u591a\u8a08\u753b\uff08multi-plan\uff09\u3001\u5236\u7d04\u4ed8\u304d\uff08constrained\uff09\u6700\u9069\u5316\u306b\u3064\u3044\u3066\u53d6\u308a\u4e0a\u3052\u307e\u3059\u3002\u307e\u305a\u3001\u6700\u9069\u5316\u306e\u524d\u63d0\u3068\u306a\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002 <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a0d18d elementor-widget elementor-widget-image\" data-id=\"7a0d18d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"695\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Optimization-Article-1-1-1024x889.png\" class=\"attachment-large size-large wp-image-13106\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Optimization-Article-1-1-1024x889.png 1024w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Optimization-Article-1-1-300x260.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Optimization-Article-1-1-768x667.png 768w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Optimization-Article-1-1-1536x1334.png 1536w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Optimization-Article-1-1.png 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-012b772 elementor-widget elementor-widget-heading\" data-id=\"012b772\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1e16a7 elementor-widget elementor-widget-text-editor\" data-id=\"e1e16a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u7570\u306a\u308b\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u30bf\u30b9\u30af\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u307e\u3059\u3002\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u901a\u5e38\u3001\u518d\u5229\u7528\u53ef\u80fd\u306a<b>\u30e2\u30b8\u30e5\u30fc\u30eb<\/b>\u3068\u3057\u3066\u5b9f\u88c5\u3055\u308c\u3001<b>\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/b>\u304c\u3053\u308c\u3089\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u9023\u7d50\u3057\u3066\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u8907\u96d1\u3055\u306f\u30bf\u30b9\u30af\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u3001\u30ea\u30b9\u30c8\u306e\u9577\u3055\u3092\u8fd4\u3059\u5358\u7d14\u306aPython\u30b3\u30fc\u30c9\u306e\u3088\u3046\u306a\u3082\u306e\u304b\u3089\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u306e\u3088\u3046\u306a\u3088\u308a\u8907\u96d1\u306a\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u3082\u306e\u307e\u3067\u3055\u307e\u3056\u307e\u3067\u3059\u3002<a href=\"https:\/\/storage.googleapis.com\/deepmind-media\/AlphaCode2\/AlphaCode2_Tech_Report.pdf\">AlphaCode2<\/a>\u306a\u3069\u306eAI\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u4e00\u9023\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7528\u3044\u3066\u30b3\u30fc\u30c9\u751f\u6210\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30dd\u30ea\u30b7\u30fc\u30e2\u30c7\u30eb\u3068\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u30b3\u30fc\u30c9\u751f\u6210\u3001\u95a2\u9023\u6027\u306e\u4f4e\u3044\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u9664\u53bb\u3059\u308b\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u5019\u88dc\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u30b9\u30b3\u30a2\u3092\u4ed8\u3051\u308b\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3068\u3044\u3063\u305f\u51e6\u7406\u304c\u542b\u307e\u308c\u307e\u3059\u3002    <\/p><p>\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u3092\u30bc\u30ed\u304b\u3089\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306f\u3001\u591a\u304f\u306e\u8a2d\u8a08\u4e0a\u306e\u9078\u629e\u80a2\u3068\u610f\u601d\u6c7a\u5b9a\u304c\u4f34\u3046\u305f\u3081\u3001\u975e\u5e38\u306b\u624b\u9593\u306e\u304b\u304b\u308b\u4f5c\u696d\u3067\u3059\u3002<a href=\"https:\/\/arxiv.org\/abs\/2310.03714\">DSPy<\/a>\u3001<a href=\"https:\/\/arxiv.org\/abs\/2308.08155\">AutoGen<\/a>\u3001<a href=\"https:\/\/help.salesforce.com\/s\/articleView?language=en_US&amp;id=release-notes.rn_einstein_copilot_agent.htm&amp;release=252&amp;type=5\">Agentforce<\/a>\u306e\u3088\u3046\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u8a2d\u8a08\u3068\u5b9f\u884c\u3092\u5206\u96e2\u3059\u308b\u3053\u3068\u3067\u3001\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u306b\u304a\u3051\u308b\u8907\u96d1\u3055\u306e\u4e00\u90e8\u3092\u89e3\u6d88\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002DSPy\u3084<a href=\"https:\/\/aclanthology.org\/2024.emnlp-demo.8.pdf\">AutoGen Studio<\/a>\u3067\u306f\u3001\u30bf\u30b9\u30af\u306e\u8aac\u660e\u3001\u5165\u529b\u3001\u51fa\u529b\u306e\u5236\u7d04\u3092\u5ba3\u8a00\u7684\u306b\u6307\u5b9a\u3059\u308b\u3060\u3051\u3067\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7c21\u5358\u306b\u958b\u767a\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001DSPy\u30b3\u30f3\u30d1\u30a4\u30e9\u304c\u30bf\u30b9\u30af\u306b\u9069\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u9069\u5207\u306b\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u3001\u57fa\u76e4\u3068\u306a\u308bLLM\u306b\u9069\u7528\u3057\u307e\u3059\u3002\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u306f\u3042\u308b\u3082\u306e\u306e\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u306f\u3001\u975e\u5e38\u306b\u6709\u7528\u306a\u30b9\u30c6\u30c3\u30d7\u3068\u306a\u308a\u307e\u3059\u3002    <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40addce elementor-widget elementor-widget-code-highlight\" data-id=\"40addce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>class QA(dspy.Signature):\n        \"Provide an answer for the question\"\n        question = dspy.InputField()\n        answer = dspy.OutputField(desc =\"answer in 3 to 4 words\")<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b91b3f9 elementor-widget elementor-widget-text-editor\" data-id=\"b91b3f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>DSPy\u306b\u304a\u3051\u308bQA\u30bf\u30b9\u30af\u306e\u5ba3\u8a00\u7684\u6307\u5b9a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2584a5a elementor-widget elementor-widget-heading\" data-id=\"2584a5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u306a\u305c\u6700\u9069\u5316\u304c\u5fc5\u8981\u306a\u306e\u304b\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12c138c elementor-widget elementor-widget-text-editor\" data-id=\"12c138c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6700\u9069\u5316\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084AutoML\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u8907\u6570\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u306f\u3001\u5404\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u9069\u5207\u306a\uff08\u30cf\u30a4\u30d1\u30fc\uff09\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u3001\u7cbe\u5ea6\u306e\u6700\u5927\u5316\u3060\u3051\u3067\u306a\u304f\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u3082\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u898f\u6a21\u3067LLM\u3092\u5c55\u958b\u3059\u308b\u969b\u306b\u7279\u306b\u91cd\u8981\u3068\u306a\u308a\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u3001\u30ea\u30c8\u30ea\u30fc\u30d0\u3068LLM\u306e2\u3064\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u6301\u3064\u30b7\u30f3\u30d7\u30eb\u306a\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\uff08RAG\uff09\u3092\u8003\u3048\u307e\u3059\u3002LLM\u306b\u306f\u3001\u7cbe\u5ea6\u3001\u5fdc\u7b54\u6642\u9593\u3001\u30b3\u30b9\u30c8\u304c\u7570\u306a\u308b\u8907\u6570\u306e\u30e2\u30c7\u30eb\u304c\u5b58\u5728\u3059\u308b\u305f\u3081\u3001\u30bf\u30b9\u30af\u306e\u6027\u80fd\u3092\u6700\u5927\u5316\u3057\u3064\u3064\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u4e88\u7b97\u5236\u7d04\u3092\u6e80\u305f\u3059\u9069\u5207\u306aLLM\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u5bb9\u6613\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u554f\u984c\u306f\u3001\u4f01\u696d\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u304a\u3044\u3066\u3001\u30c9\u30e1\u30a4\u30f3\u30c7\u30fc\u30bf\u3001LLM\u3001\u30c4\u30fc\u30eb\u304c\u8907\u96d1\u306b\u9023\u643a\u3059\u308b\u74b0\u5883\u3067\u306f\u3055\u3089\u306b\u6df1\u523b\u306b\u306a\u308a\u307e\u3059\u3002    <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5c78df elementor-widget elementor-widget-heading\" data-id=\"c5c78df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u6700\u9069\u5316<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ead9065 elementor-widget elementor-widget-text-editor\" data-id=\"1ead9065\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u6700\u9069\u5316\u624b\u6cd5\u306f\u3001\u5927\u304d\u304f<i>\u30e2\u30b8\u30e5\u30fc\u30eb\u30ec\u30d9\u30eb<\/i>\u3068<i>\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30ec\u30d9\u30eb<\/i>\u306e2\u3064\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002\u30e2\u30b8\u30e5\u30fc\u30eb\u30ec\u30d9\u30eb\u306e\u6700\u9069\u5316\u3067\u306f\u3001\u5358\u4e00\u306eLLM\u306b\u5bfe\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u5411\u3051\u306b\u6700\u9069\u5316\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30ec\u30d9\u30eb\u306e\u6700\u9069\u5316\u3067\u306f\u3001\u6709\u5411\u975e\u5de1\u56de\u30b0\u30e9\u30d5\uff08DAG\uff09\u3092\u901a\u3058\u3066\u63a5\u7d9a\u3055\u308c\u305f\u8907\u6570\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u5168\u4f53\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30e2\u30b8\u30e5\u30fc\u30eb\u30ec\u30d9\u30eb\u306e\u6700\u9069\u5316<\/b><b><br><\/b><i>\u81ea\u52d5\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\uff08APO\uff09<\/i>\u306f\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u6700\u9069\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u6307\u793a\uff0b\u4f8b\uff09\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3001\u8fd1\u5e74\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/arxiv.org\/pdf\/2406.15708\">\u6700\u8fd1\u306e\u7814\u7a76<\/a>\u3067\u306f\u300120\u3092\u8d85\u3048\u308b\u7570\u306a\u308b\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u6307\u793a\u3068\u4f8b\u306e\u4e21\u65b9\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u6bd4\u8f03\u3057\u3066<a href=\"https:\/\/arxiv.org\/abs\/2305.10403\">PALM2\u30e2\u30c7\u30eb<\/a>\u306e\u30c6\u30b9\u30c8\u7cbe\u5ea6\u309216%\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u7814\u7a76\u306f\u5358\u4e00\u306eLLM\u5411\u3051\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u3092\u5bfe\u8c61\u3068\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u73fe\u5728\u306eLLM\u306e\u591a\u304f\u304c\u63a8\u8ad6\u30e2\u30fc\u30c9\uff08inference mode\uff09\u3067\u306e\u307f\u5229\u7528\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u3092\u8003\u616e\u3059\u308b\u3068\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u306b\u3088\u308b\u6027\u80fd\u5411\u4e0a\u306e\u53ef\u80fd\u6027\u3092\u793a\u3059\u91cd\u8981\u306a\u77e5\u898b\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u6307\u793a\u3084\u4f8b\u306e\u9078\u629e\u3092\u6700\u9069\u5316\u3059\u308b\u3055\u307e\u3056\u307e\u306a\u624b\u6cd5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u65b9\u306f\u3001<a href=\"https:\/\/arxiv.org\/abs\/2410.16392\">\u95a2\u9023\u3059\u308b\u7dcf\u8aac<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002  <\/li><\/ul><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30ec\u30d9\u30eb\uff08\u30de\u30eb\u30c1\u30b9\u30c6\u30fc\u30b8\uff09\u6700\u9069\u5316<\/b><br>\u5358\u4e00\u306eLLM\u3092\u5bfe\u8c61\u3068\u3057\u305fAPO\u624b\u6cd5\u306f\u6709\u7528\u3067\u306f\u3042\u308b\u3082\u306e\u306e\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3051\u308b\u8907\u6570\u306eLLM\u3092\u542b\u3080\u8907\u96d1\u306a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u306f\u305d\u306e\u9069\u7528\u304c\u9650\u3089\u308c\u307e\u3059\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5185\u306e\u5404LLM\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u500b\u5225\u306bAPO\u624b\u6cd5\u3067\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u306f\u5bb9\u6613\u306a\u9078\u629e\u80a2\u3067\u3059\u304c\u3001\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8003\u616e\u3059\u308b\u3068\u5fc5\u305a\u3057\u3082\u6700\u9069\u3068\u306f\u8a00\u3048\u305a\u3001\u4e2d\u9593LLM\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u306e\u3082\u56f0\u96e3\u3067\u3059\u3002<br>\u6700\u8fd1\u3001<a style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem; background-color: #ffffff;\" href=\"https:\/\/arxiv.org\/pdf\/2406.11695\">\u30de\u30eb\u30c1\u30b9\u30c6\u30fc\u30b8\u6700\u9069\u5316\u3092\u89e3\u6c7a\u3059\u308b<\/a>\u305f\u3081\u306e\u6c4e\u7528\u7684\u306a\u6700\u9069\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u63d0\u6848\u3055\u308c\u307e\u3057\u305f\u3002\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u6570\u304c\u5897\u3048\u308b\u306b\u3064\u308c\u3066\u6700\u9069\u5316\u7a7a\u9593\u304c\u6307\u6570\u95a2\u6570\u7684\u306b\u62e1\u5927\u3059\u308b\u305f\u3081\u3001\u30de\u30eb\u30c1\u30b9\u30c6\u30fc\u30b8\u6700\u9069\u5316\u306f\u8a08\u7b97\u4e0a\u56f0\u96e3\uff08intractable\uff09\u306a\u554f\u984c\u3067\u3042\u308b\u3053\u3068\u304c\u5e83\u304f\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u3044\u304f\u3064\u304b\u306e\u8fd1\u4f3c\u53ef\u80fd\u304b\u3064\u5b9f\u884c\u53ef\u80fd\u306a\u6700\u9069\u5316\u624b\u6cd5\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001MOPRO\uff08<a style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem; background-color: #ffffff;\" href=\"https:\/\/arxiv.org\/abs\/2305.10403\">OPRO\u306e\u62e1\u5f35\u7248<\/a>\uff09\u3001MIPRO\uff08\u30d9\u30a4\u30ba\u6700\u9069\u5316\u306b\u57fa\u3065\u304f\u624b\u6cd5\uff09\u3001POPRO\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\u30ec\u30d9\u30eb\u306eOPRO\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<br>\u307e\u305f\u3001<a style=\"font-size: 1rem; font-weight: var( --e-global-typography-text-font-weight ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; background-color: #ffffff;\" href=\"https:\/\/arxiv.org\/pdf\/2402.01108\">\u5225\u306e\u7814\u7a76<\/a>\u3067\u306f\u300c\u63a8\u8ad6\u80fd\u529b\uff08Reasoning Capacity\uff09\u300d\u3068\u3044\u3046\u6307\u6a19\u3092\u5c0e\u5165\u3057\u3001\u5165\u529b\u3001\u5236\u7d04\u3001\u304a\u3088\u3073\u751f\u6210\u3055\u308c\u305f\u51fa\u529b\u306b\u57fa\u3065\u3044\u3066\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u304c\u30bf\u30b9\u30af\u3092\u9042\u884c\u3059\u308b\u80fd\u529b\u3092\u5b9a\u91cf\u5316\u3059\u308b\u624b\u6cd5\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u60c5\u5831\u7406\u8ad6\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u57fa\u3065\u304f\u3053\u306e\u624b\u6cd5\u3067\u306f\u3001\u3042\u308b\u8a08\u753b<i style=\"background-color: transparent; font-size: 1rem; font-weight: var( --e-global-typography-text-font-weight ); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;\">p<\/i>\u306b\u57fa\u3065\u3044\u3066\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u63a8\u8ad6\u80fd\u529b\u306f\u3001<i style=\"background-color: transparent; font-size: 1rem; font-weight: var( --e-global-typography-text-font-weight ); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;\">p<\/i>\u3092\u7528\u3044\u305f\u5834\u5408\u306e\u51fa\u529b\u3068\u5165\u529b\u306e\u76f8\u4e92\u60c5\u5831\u91cf\u3092\u3001\u3059\u3079\u3066\u306e\u53ef\u80fd\u306a\u8a08\u753b\u3092\u7528\u3044\u305f\u5834\u5408\u306e\u76f8\u4e92\u60c5\u5831\u91cf\u3068\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002      <\/li><\/ul><h2>\u4eca\u5f8c\u306e\u5c55\u671b<\/h2><p>\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u6700\u9069\u5316\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u74b0\u5883\u306b\u304a\u3051\u308b\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u5b9f\u7528\u6027\u3092\u9ad8\u3081\u308b\u305f\u3081\u3001\u5b66\u8853\u754c\u304a\u3088\u3073\u7523\u696d\u754c\u306e\u4e21\u65b9\u3067\u5927\u304d\u306a\u95a2\u5fc3\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u307e\u3067\u306e\u7814\u7a76\u306b\u3088\u3063\u3066\u6700\u9069\u5316\u306e\u539f\u5247\u304c\u78ba\u7acb\u3055\u308c\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u3067\u6700\u5148\u7aef\u306e\u6210\u679c\u304c\u9054\u6210\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u3055\u3089\u306a\u308b\u9032\u5c55\u304c\u5fc5\u8981\u3067\u3042\u308b\u3053\u3068\u3082\u660e\u3089\u304b\u3067\u3059\u3002\u4eca\u5f8c\u306e\u6700\u9069\u5316\u306b\u5411\u3051\u305f\u5177\u4f53\u7684\u306a\u65b9\u5411\u6027\u3068\u3057\u3066\u3001\u5305\u62ec\u7684\u3067\u306f\u306a\u3044\u3082\u306e\u306e\u3001\u660e\u78ba\u306a\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u793a\u30593\u3064\u306e\u6a5f\u4f1a\u3092\u6319\u3052\u307e\u3059\u3002   <\/p><p><b>\u6a5f\u4f1a1: \u591a\u76ee\u7684\u6700\u9069\u5316\uff08Multi-objective optimization\uff09<\/b> <b> <\/b><\/p><p>\u72ec\u7acb\u3057\u305f\u30bf\u30b9\u30af\u7279\u5316\u578b\u306eAI\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4e00\u90e8\u3067\u306f\u3001\u7cbe\u5ea6\u3068\u4ed6\u306e\u6307\u6a19\u3092\u540c\u6642\u306b\u6700\u9069\u5316\u3059\u308b\u8a66\u307f\u304c\u306a\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u307e\u3067\u306e\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u6700\u9069\u5316\u306e\u5927\u90e8\u5206\u306f\u7cbe\u5ea6\u306e\u5411\u4e0a\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u304d\u307e\u3057\u305f\u3002\u7cbe\u5ea6\u306f\u91cd\u8981\u306a\u6307\u6a19\u3067\u3059\u304c\u3001\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u969b\u306b\u5c0e\u5165\u3059\u308b\u969b\u306b\u306f\u3001\u30b3\u30b9\u30c8\u3084\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3068\u3044\u3063\u305f\u4ed6\u306e\u6307\u6a19\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5358\u4e00\u306e\u76ee\u7684\u304b\u3089\u8907\u6570\u306e\u76ee\u7684\u3092\u8003\u616e\u3059\u308b\u6700\u9069\u5316\uff08multi-objective optimization\uff09\u3078\u306e\u79fb\u884c\u306f\u3001\u91cd\u8981\u304b\u3064\u5fc5\u9808\u306e\u8ab2\u984c\u3067\u3042\u308a\u3001\u5927\u304d\u306a\u7814\u7a76\u306e\u6a5f\u4f1a\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002   <\/p><p><b>\u6a5f\u4f1a2: \u591a\u8a08\u753b\u6700\u9069\u5316\uff08Multi-plan optimization\uff09 <\/b><\/p><p>\u591a\u304f\u306e\u30b7\u30ca\u30ea\u30aa\u3001\u7279\u306b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u74b0\u5883\u3067\u306f\u30011\u3064\u306e\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u8907\u6570\u306e\u4ee3\u66ff\u30d7\u30e9\u30f3\uff08\u307e\u305f\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30d7\u30e9\u30f3\u30ca\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u8907\u6570\u306e\u30d7\u30e9\u30f3\u3092\u751f\u6210\u3067\u304d\u308b\u305f\u3081\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u72b6\u6cc1\u3067\u306f\u3001\u6700\u9069\u5316\u306e\u5bfe\u8c61\u304c\u56fa\u5b9a\u3055\u308c\u305f\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30bb\u30c3\u30c8\u304b\u3089\u3001\u8907\u6570\u306e\u30d7\u30e9\u30f3\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u5411\u3078\u3068\u62e1\u5f35\u3055\u308c\u308b\u3068\u3044\u3046\u65b0\u305f\u306a\u6a5f\u4f1a\u304c\u751f\u307e\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u63a2\u7d22\u7a7a\u9593\u304c\u975e\u5e38\u306b\u5927\u304d\u304f\u306a\u308b\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u5206\u679d\u9650\u5b9a\u6cd5\uff08Branch and Bound\uff09\u306a\u3069\u306e\u6700\u9069\u5316\u624b\u6cd5\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u591a\u8a08\u753b\u6700\u9069\u5316\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002  <\/p><p><b>\u6a5f\u4f1a3: \u5236\u7d04\u4ed8\u304d\u6700\u9069\u5316\uff08Constrained optimization\uff09<\/b><\/p><p>\u6a5f\u4f1a1\u304a\u3088\u3073\u6a5f\u4f1a2\u3092\u8e0f\u307e\u3048\u3001\u591a\u304f\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u7279\u5b9a\u306e\u5236\u7d04\uff08\u4f8b: \u4e88\u7b97\uff09\u5185\u3067\u30bf\u30b9\u30af\u3092\u9042\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u5236\u7d04\u306e\u4e0b\u3067\u6700\u9069\u306a\u5b9f\u884c\u30d7\u30e9\u30f3\u3092\u898b\u3064\u3051\u308b\u306b\u306f\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u9078\u629e\u3084\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6700\u9069\u5316\u3092\u8003\u616e\u3057\u305f\u65b0\u305f\u306a\u624b\u6cd5\u306e\u958b\u767a\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002 <\/p><h2>\u307e\u3068\u3081<\/h2><p>\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306f\u3001LLM\u3068\u4ed6\u306e\u30c4\u30fc\u30eb\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u9069\u7528\u7bc4\u56f2\u3092\u62e1\u5927\u3067\u304d\u308b\u305f\u3081\u3001\u6025\u901f\u306b\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6d41\u308c\u306f\u300c\u5358\u4e00\u306e\u30b7\u30b9\u30c6\u30e0\u3088\u308a\u3082\u591a\u304f\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u65b9\u304c\u512a\u308c\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u8003\u3048\u65b9\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u5358\u7d14\u306a\u7d71\u5408\u3067\u306f\u304b\u3048\u3063\u3066\u9006\u52b9\u679c\u3068\u306a\u308a\u3001\u30e2\u30ce\u30ea\u30b7\u30c3\u30af\u306a\u30b7\u30b9\u30c6\u30e0\u3068\u6bd4\u8f03\u3057\u3066\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3067\u304d\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br>\u8fd1\u5e74\u306e\u7814\u7a76\u3067\u306f\u3001\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u6700\u9069\u5316\u624b\u6cd5\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u6210\u529f\u3092\u53ce\u3081\u3066\u3044\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u3092\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u74b0\u5883\u306b\u52b9\u679c\u7684\u304b\u3064\u6210\u529f\u88cf\u306b\u5c55\u958b\u3059\u308b\u306b\u306f\u3001\u6700\u9069\u5316\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u5bfe\u3059\u308b\u4f53\u7cfb\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<br>\u672c\u8a18\u4e8b\u3092\u901a\u3058\u3066\u8ff0\u3079\u3066\u304d\u305f\u3088\u3046\u306b\u3001\u6700\u9069\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u5358\u306a\u308b\u7cbe\u5ea6\u5411\u4e0a\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u8907\u6570\u306e\u76ee\u7684\uff08multi-objective: \u7cbe\u5ea6\u3001\u30b3\u30b9\u30c8\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u306a\u3069\uff09\u3001\u8907\u6570\u306e\u8a08\u753b\uff08multi-plan optimization\uff09\u3001\u304a\u3088\u3073\u5236\u7d04\uff08\u7279\u306b\u4e88\u7b97\uff09\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6700\u9069\u5316\u76ee\u6a19\u306f\u5305\u62ec\u7684\u306a\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u74b0\u5883\u3067\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u3092\u5c55\u958b\u3059\u308b\u4e0a\u3067\u6975\u3081\u3066\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002     <\/p><p>\u57f7\u7b46\u8005\uff1a <a href=\"https:\/\/megagon.ai\/sairam-gurajada\/\" target=\"_blank\" rel=\"noopener\">Sairam Gurajada<\/a> \u3001<a href=\"http:\/\/megagon.ai\">Megagon Labs<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u6700\u9069\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u7cbe\u5ea6\u30fb\u30b3\u30b9\u30c8\u30fb\u9045\u5ef6\u306a\u3069\u306e\u591a\u76ee\u7684\u6700\u9069\u5316\u3084\u8907\u6570\u30d7\u30e9\u30f3\u306e\u6700\u9069\u5316\u3001\u7279\u306b\u4e88\u7b97\u306a\u3069\u306e\u5236\u7d04\u7ba1\u7406\u3092\u542b\u3080\u5e45\u5e83\u3044\u76ee\u6a19\u3092\u9054\u6210\u3059\u3079\u304d\u3067\u3042\u308b\u3068\u8ff0\u3079\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6700\u9069\u5316\u76ee\u6a19\u306f\u6c7a\u3057\u3066\u7db2\u7f85\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u74b0\u5883\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002 <\/p>\n","protected":false},"author":2,"featured_media":13107,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[235],"tags":[292],"class_list":["post-13105","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-jp","tag-export1"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u6700\u9069\u5316 - Megagon<\/title>\n<meta name=\"description\" content=\"\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u6700\u9069\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u5358\u306a\u308b\u7cbe\u5ea6\u5411\u4e0a\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u8907\u6570\u306e\u76ee\u7684\uff08multi-objective: 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