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\u958b\u767a\u30b3\u30fc\u30c9\u540d\u3084\u578b\u756a\u306e\u3088\u3046\u306a\u6587\u5b57\u5217\u304c\u52b9\u304f\u554f\u3044\u306f\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u304c\u3001\u300c\u53cd\u308a\u304c\u51fa\u305f\u300d\u306e\u3088\u3046\u306a\u8a00\u3044\u63db\u3048\u306e\u591a\u3044\u554f\u3044\u306f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u304c\u62fe\u3044\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001\u8cea\u554f\u8005\u304c\u898b\u3089\u308c\u306a\u3044\u6587\u66f8\u3092\u691c\u7d22\u306e\u6bb5\u968e\u3067\u5916\u3057\u307e\u3059\uff08\u00a713\uff09\u3002\n\n**\u751f\u6210AI\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u5831\u544a\u66f8\u3054\u3068\u306e\u6574\u7406 | \u65ad\u7247\u306e\u5185\u5bb9\u3060\u3051\u3092\u4f7f\u3063\u3066\u3001\u76ee\u7684\u30fb\u6761\u4ef6\u30fb\u7d50\u679c\u3092\u5831\u544a\u66f8\u3054\u3068\u306b\u4e26\u3079\u308b |\n| \u51fa\u5178\u306e\u660e\u793a | \u5831\u544a\u66f8\u540d\u30fb\u5e74\u5ea6\u30fb\u62c5\u5f53\u8005\u30fb\u30da\u30fc\u30b8\u3092\u3001\u6587\u3054\u3068\u306b\u4ed8\u3051\u308b |\n| \u7d50\u8ad6\u533a\u5206\u306e\u63d0\u793a | \u63a1\u7528\u30fb\u4e0d\u63a1\u7528\u30fb\u4e2d\u65ad\u306e\u3069\u308c\u304b\u3092\u3001\u65ad\u7247\u306e\u8a18\u8f09\u306b\u5f93\u3063\u3066\u793a\u3059 |\n| \u4e0d\u8db3\u306e\u7533\u544a | \u7b54\u3048\u304c\u306a\u3044\u5834\u5408\u3001\u300c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u7b54\u3048\u308b |\n\n**\u300c\u3069\u306e\u6761\u4ef6\u304c\u6700\u9069\u304b\u300d\u306f\u7b54\u3048\u3055\u305b\u307e\u305b\u3093\u3002** \u904e\u53bb\u306e\u691c\u8a0e\u306f\u3001\u5f53\u6642\u306e\u8a2d\u5099\u30fb\u6750\u6599\u30fb\u8981\u6c42\u4ed5\u69d8\u306e\u3082\u3068\u3067\u306e\u3082\u306e\u3067\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u7814\u7a76\u958b\u767a\u306e\u8abf\u3079\u3082\u306e\u3092\u624b\u4f1d\u3046\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u5831\u544a\u66f8\u306e\u65ad\u7247\u3060\u3051\u3092\u4f7f\u3063\u3066\u3001\u8cea\u554f\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u65ad\u7247\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u66f8\u304b\u305a\u3001\u6750\u6599\u3084\u5de5\u6cd5\u306e\u4e00\u822c\u7684\u306a\u77e5\u8b58\u3067\n  \u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u3053\u306e\u6761\u4ef6\u304c\u6700\u9069\u3067\u3059\u300d\u300c\u301c\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u300d\u3068\u3044\u3063\u305f\u7d50\u8ad6\u3084\u63a8\u5968\u3092\n  \u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4f55\u304c\u8a66\u3055\u308c\u3001\u3069\u3046\u306a\u3063\u305f\u304b\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5404\u6587\u306e\u672b\u5c3e\u306b\u3001\u6839\u62e0\u3068\u306a\u3063\u305f\u65ad\u7247\u306e\u756a\u53f7\u3092 [1][2] \u306e\u5f62\u3067\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6839\u62e0\u3092\u4ed8\u3051\u3089\u308c\u306a\u3044\u6587\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6e29\u5ea6\u3001\u6642\u9593\u3001\u914d\u5408\u6bd4\u3001\u5bf8\u6cd5\u306a\u3069\u306e\u6570\u5024\u306f\u539f\u6587\u306e\u307e\u307e\u5f15\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4e38\u3081\u306a\u3044\u3001\u5358\u4f4d\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u76ee\u6a19\u306b\u5c4a\u304b\u306a\u304b\u3063\u305f\u691c\u8a0e\u3001\u4e2d\u65ad\u3057\u305f\u691c\u8a0e\u3082\u3001\u63a1\u7528\u3055\u308c\u305f\u691c\u8a0e\u3068\u540c\u3058\u91cd\u307f\u3067\n  \u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\u7701\u7565\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7d50\u8ad6\u304c\u51fa\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u300c\u7d50\u8ad6\u306e\u8a18\u8f09\u306a\u3057\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u793e\u5185\u306e\u7565\u53f7\u3084\u958b\u767a\u30b3\u30fc\u30c9\u540d\u3092\u5225\u306e\u540d\u79f0\u3078\u8a00\u3044\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a72\u5f53\u3059\u308b\u65ad\u7247\u304c\u306a\u3044\u5834\u5408\u306f\u300c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8cea\u554f\u3011{question}\n\u3010\u5c55\u958b\u3057\u305f\u793e\u5185\u7528\u8a9e\u3011{expanded_terms}\n\u3010\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u65ad\u7247\u3011{retrieved_chunks}\n```\n\n**\u300c\u7d50\u8ad6\u3084\u63a8\u5968\u3092\u66f8\u304b\u306a\u3044\u300d\u306e1\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3082\u3063\u3068\u3082\u91cd\u8981\u3067\u3059\u3002** \u4e26\u3093\u30603\u4ef6\u3092\u898b\u3066\u3001AI\u306f\u300c\u3057\u305f\u304c\u3063\u3066\u6e29\u5ea6\u306f240\u5ea6\u304c\u9069\u5207\u3067\u3059\u300d\u3068\u66f8\u304d\u305f\u304c\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u305d\u306e3\u4ef6\u306f\u3001\u305f\u307e\u305f\u307e\u7d22\u5f15\u306b\u5165\u3063\u3066\u3044\u305f3\u4ef6\u306b\u3059\u304e\u307e\u305b\u3093\u3002**\u5165\u3063\u3066\u3044\u306a\u3044\u691c\u8a0e\u306e\u307b\u3046\u304c\u591a\u3044\u524d\u63d0\u3067\u8a2d\u8a08\u3057\u307e\u3059\u3002**\n\n\u300c\u5c4a\u304b\u306a\u304b\u3063\u305f\u691c\u8a0e\u3082\u540c\u3058\u91cd\u307f\u3067\u6319\u3052\u308b\u300d\u3082\u540c\u69d8\u3067\u3059\u3002\u8981\u7d04\u306f\u6210\u679c\u306e\u3042\u3063\u305f\u8a71\u3092\u6b8b\u3059\u65b9\u5411\u306b\u50cd\u304d\u307e\u3059\u304c\u3001\u3053\u306e\u696d\u52d9\u3067\u306f\u9006\u3067\u3059\u3002","output_data":"```json\n{\n  \"found\": true,\n  \"reports\": [\n    { \"ref\": 1,\n      \"report_title\": \"\", \"report_no\": \"\", \"fiscal_year\": \"\",\n      \"author\": \"\", \"department\": \"\", \"page\": \"\",\n      \"purpose\": \"\", \"conditions\": \"\", \"result\": \"\",\n      \"conclusion_type\": \"\u63a1\u7528 | \u4e0d\u63a1\u7528 | \u4e2d\u65ad | \u7d50\u8ad6\u306e\u8a18\u8f09\u306a\u3057\",\n      \"quote\": \"\" }\n  ],\n  \"not_found_hint\": \"\",\n  \"figure_only_warning\": false\n}\n```\n\n`found` \u3092\u5fc5\u305a\u6301\u305f\u305b\u307e\u3059\u3002**\u300c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u300d\u3092\u660e\u793a\u7684\u306b\u8fd4\u305b\u306a\u3044\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001AI\u306f\u95a2\u9023\u306e\u8584\u3044\u5831\u544a\u66f8\u3092\u7121\u7406\u306b\u7d50\u3073\u3064\u3051\u307e\u3059\u3002**\n\n\u51fa\u5178\u306e\u4ed8\u3051\u65b9\u306f2\u901a\u308a\u3067\u3059\u30021\u3064\u306fClaude API\u306e\u691c\u7d22\u7d50\u679c\u30d6\u30ed\u30c3\u30af\u3067\u3001`source`\uff08URL\u307e\u305f\u306f\u793e\u5185\u306e\u8b58\u5225\u5b50\uff09\u3068 `title` \u3092\u4ed8\u3051\u3066\u672c\u6587\u3092\u6e21\u3059\u3068\u3001\u56de\u7b54\u306b\u4ed8\u304f\u51fa\u5178\u304c\u305d\u306e\u5024\u3092\u5f15\u304d\u7d99\u304e\u3001\u5f15\u7528\u3055\u308c\u308b\u6587\u5b57\u5217\u3082\u6e21\u3057\u305f\u672c\u6587\u304b\u3089\u5207\u308a\u51fa\u3055\u308c\u305f\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002\u3082\u30461\u3064\u306f\u4e0a\u306eJSON\u30b9\u30ad\u30fc\u30de\u3067\u8fd4\u3055\u305b\u3001`ref` \u3092\u6e21\u3057\u305f\u65ad\u7247\u3068\u7a81\u5408\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002**\u3053\u306e2\u3064\u306f\u540c\u6642\u306b\u4f7f\u3048\u307e\u305b\u3093\u3002** Claude API\u3067\u306f\u3001\u5f15\u7528\u6a5f\u80fd\u3068\u69cb\u9020\u5316\u51fa\u529b\u3092\u540c\u6642\u306b\u6307\u5b9a\u3059\u308b\u3068\u30a8\u30e9\u30fc\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u5b58\u5728\u3057\u306a\u3044\u5831\u544a\u66f8\u756a\u53f7\u3092\u8fd4\u3057\u3066\u3044\u306a\u3044\u304b\u3092\u6a5f\u68b0\u7684\u306b\u78ba\u304b\u3081\u308b\u5de5\u7a0b\u304c\u306a\u3044\u3068\u3001\u3053\u306e\u69cb\u6210\u306f\u6210\u7acb\u3057\u307e\u305b\u3093\u3002**","integration_systems":"| \u9023\u643a\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| \u6587\u66f8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u51fa\u5178\u304b\u3089\u539f\u5178\u306e\u8a72\u5f53\u30da\u30fc\u30b8\u3092\u958b\u304f\u30ea\u30f3\u30af\u3002\u767b\u9332\u6642\u306b\u7d22\u5f15\u3092\u66f4\u65b0\u3059\u308b |\n| \u8a8d\u8a3c\u57fa\u76e4 | \u8cea\u554f\u8005\u306e\u6240\u5c5e\u30fb\u5f79\u8077\u30fb\u53c2\u52a0\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u53d6\u5f97\u3057\u3001\u7d5e\u308a\u8fbc\u307f\u6761\u4ef6\u306b\u3059\u308b |\n| \u6708\u6b21\u30ec\u30dd\u30fc\u30c8 | \u300c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u300d\u8cea\u554f\u306e\u4e00\u89a7\u3092\u7814\u7a76\u958b\u767a\u306e\u30ea\u30fc\u30c0\u30fc\u3078 |\n\n**\u7d22\u5f15\u306e\u66f4\u65b0\u304c\u3001\u3053\u306e\u4ed5\u7d44\u307f\u304c\u7d9a\u304f\u304b\u3069\u3046\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002** \u53d6\u308a\u8fbc\u307f\u3092\u4e00\u5ea6\u304d\u308a\u306b\u3059\u308b\u3068\u3001\u534a\u5e74\u5f8c\u306b\u306f\u300c\u6700\u8fd1\u306e\u691c\u8a0e\u306f\u51fa\u3066\u3053\u306a\u3044\u300d\u9053\u5177\u306b\u306a\u308a\u3001\u307e\u305f\u4eba\u306b\u805e\u304f\u904b\u7528\u3078\u623b\u308a\u307e\u3059\u3002\u767b\u9332\u6642\u306e\u30c8\u30ea\u30ac\u30fc\u306b**\u9031\u6b21\u306e\u5dee\u5206\u30d0\u30c3\u30c1\u3092\u4f75\u7528**\u3057\u3066\u304f\u3060\u3055\u3044\u3002","human_review":"**\u56de\u7b54\u3092\u305d\u306e\u307e\u307e\u8a2d\u8a08\u5224\u65ad\u306b\u4f7f\u308f\u305b\u307e\u305b\u3093\u3002\u51fa\u5178\u3092\u958b\u304f\u3053\u3068\u3092\u524d\u63d0\u306b\u3057\u305f\u904b\u7528\u306b\u3057\u307e\u3059\u3002**\n\n| \u8cea\u554f\u306e\u7a2e\u985e | \u6271\u3044 |\n|:--|:--|\n| \u300c\u904e\u53bb\u306b\u4f3c\u305f\u691c\u8a0e\u304c\u3042\u308b\u304b\u300d\u306e\u6709\u7121\u78ba\u8a8d | \u56de\u7b54\u3068\u51fa\u5178\u306e\u4e00\u89a7\u3067\u5b8c\u7d50\u3057\u3066\u3088\u3044 |\n| \u6761\u4ef6\u5024\uff08\u6e29\u5ea6\u30fb\u6642\u9593\u30fb\u914d\u5408\u6bd4\uff09\u306e\u53c2\u7167 | **\u5fc5\u305a\u539f\u5178\u3092\u958b\u304f\u3002** \u56de\u7b54\u306f\u8a72\u5f53\u30da\u30fc\u30b8\u3078\u306e\u6848\u5185\u3068\u3057\u3066\u4f7f\u3046 |\n| \u5931\u6557\u3057\u305f\u7406\u7531\u306e\u78ba\u8a8d | \u539f\u5178\u3092\u958b\u304d\u3001\u53ef\u80fd\u306a\u3089\u5f53\u6642\u306e\u62c5\u5f53\u8005\u306b\u3082\u78ba\u8a8d\u3059\u308b |\n| \u4ed6\u793e\u54c1\u306e\u5206\u6790\u3001\u5171\u540c\u958b\u767a\u306e\u6210\u679c\u7269 | \u539f\u5178\u3092\u958b\u304d\u3001\u5229\u7528\u6761\u4ef6\u3092\u5951\u7d04\u3067\u78ba\u8a8d\u3057\u3066\u304b\u3089\u4f7f\u3046 |\n\n**\u6761\u4ef6\u5024\u304c\u6570\u5b57\u3068\u3057\u3066\u56de\u7b54\u6587\u306b\u51fa\u308b\u3068\u3001\u305d\u3053\u3067\u78ba\u8a8d\u304c\u6b62\u307e\u308a\u307e\u3059\u3002** \u6570\u5b57\u306f\u539f\u5178\u3078\u306e\u30ea\u30f3\u30af\u3068\u30bb\u30c3\u30c8\u3067\u3057\u304b\u8868\u793a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5c0e\u5165\u521d\u6708\u306f\u30ea\u30fc\u30c0\u30fc\u304c\u56de\u7b54\u30ed\u30b0\u3092\u9031\u6b21\u3067\u78ba\u8a8d\u3057\u3001**\u51fa\u5178\u306e\u8aa4\u308a\u304c1\u4ef6\u3067\u3082\u3042\u308c\u3070\u539f\u56e0\u3092\u7279\u5b9a\u3057\u3066\u304b\u3089\u6b21\u3078\u9032\u307f\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8a72\u5f53\u3059\u308b\u65ad\u7247\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | `found: false` \u3067\u8fd4\u3059\u3002**\u95a2\u9023\u306e\u8584\u3044\u5831\u544a\u66f8\u3092\u7121\u7406\u306b\u7d50\u3073\u3064\u3051\u306a\u3044** |\n| \u95b2\u89a7\u6a29\u9650\u306e\u306a\u3044\u6587\u66f8\u304c\u4e0a\u4f4d\u306b\u6765\u308b | \u691c\u7d22\u306e\u6bb5\u968e\u3067\u9664\u5916\u3059\u308b\u3002**\u4ef6\u6570\u3082\u4f0f\u305b\u308b\u3002** \u300c\u6a29\u9650\u306e\u306a\u3044\u6587\u66f8\u304c3\u4ef6\u300d\u3082\u6f0f\u3048\u3044\u306b\u306a\u308b |\n| \u30b9\u30ad\u30e3\u30f3PDF\u3067\u30c6\u30ad\u30b9\u30c8\u304c\u7121\u3044 | OCR\u672a\u51e6\u7406\u306e\u4e00\u89a7\u3067\u7ba1\u7406\u3057\u3001\u691c\u7d22\u5bfe\u8c61\u5916\u3060\u3068\u753b\u9762\u306b\u51fa\u3059 |\n| \u6761\u4ef6\u5024\u304c\u56f3\u306e\u4e2d\u306b\u3057\u304b\u306a\u3044 | \u300c\u56f3\u8868\u3042\u308a\u30fb\u8981\u539f\u5178\u78ba\u8a8d\u300d\u306e\u5370\u3092\u4ed8\u3051\u3001`figure_only_warning` \u3092\u7acb\u3066\u308b |\n| \u7565\u53f7\u30fb\u958b\u767a\u30b3\u30fc\u30c9\u540d\u304c\u8f9e\u66f8\u306b\u306a\u3044 | \u554f\u3044\u8fd4\u3059\u3002**\u63a8\u6e2c\u3067\u7f6e\u304d\u63db\u3048\u306a\u3044** |\n| \u7d50\u8ad6\u304c\u51fa\u3066\u3044\u306a\u3044\u5831\u544a\u66f8 | `conclusion_type` \u3092\u300c\u4e2d\u65ad\u300d\u3067\u8fd4\u3059\u3002**\u6210\u529f\u3057\u305f\u304b\u306e\u3088\u3046\u306b\u8981\u7d04\u3057\u306a\u3044** |","log_storage":"- \u8cea\u554f\u6587\u3068\u3001\u8f9e\u66f8\u3067\u5c55\u958b\u3057\u305f\u5f8c\u306e\u691c\u7d22\u8a9e\n- \u8fd4\u3057\u305f\u65ad\u7247\u3068\u9806\u4f4d\u30fb\u30b9\u30b3\u30a2\u3001\u751f\u6210\u3057\u305f\u56de\u7b54\u3068\u51fa\u5178\n- **\u6280\u8853\u8005\u304c\u539f\u5178\u3092\u958b\u3044\u305f\u304b\u3069\u3046\u304b**\n- `found: false` \u306e\u8cea\u554f\u306e\u4e00\u89a7\u3068\u3001\u6a29\u9650\u3067\u9664\u5916\u3055\u308c\u305f\u4ef6\u6570\n\n**3\u756a\u76ee\u304c\u8a55\u4fa1\u6307\u6a19\u306b\u306a\u308a\u307e\u3059\u3002** \u56de\u7b54\u306f\u51fa\u305f\u304c\u6bce\u56de\u539f\u5178\u3092\u958b\u3044\u3066\u5225\u306e\u7b87\u6240\u3092\u8aad\u3093\u3067\u3044\u308b\u306a\u3089\u3001\u691c\u7d22\u306e\u7cbe\u5ea6\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002**\u5229\u7528\u56de\u6570\u3067\u306f\u306a\u304f\u3001\u3053\u306e\u4e00\u81f4\u7387\u3067\u8a55\u4fa1\u3057\u3066\u304f\u3060\u3055\u3044\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":4,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":20,"assumption_frequency":80,"assumption_workdays":20,"volume_month":80,"before_minutes_per_case":40,"after_minutes_per_case":12,"hourly_cost":4000,"before_hours_month":53.2999999999999971578290569595992565155029296875,"after_hours_month":16,"saved_hours_month":37.2999999999999971578290569595992565155029296875,"reduction_rate":70,"saved_hours_year":448,"annual_cost_effect":1792000,"summary":"\u300c\u6614\u3001\u4f3c\u305f\u6750\u6599\u3067\u691c\u8a0e\u3057\u305f\u6c17\u304c\u3059\u308b\u300d\u3068\u3044\u3046\u554f\u3044\u306b\u5bfe\u3057\u300120\u5e74\u5206\u306e\u6280\u8853\u5831\u544a\u66f8\u3068\u691c\u8a0e\u66f8\u304b\u3089\u8a72\u5f53\u7b87\u6240\u3092\u63a2\u3057\u3001\u5831\u544a\u66f8\u540d\u30fb\u5e74\u5ea6\u30fb\u62c5\u5f53\u8005\u30fb\u30da\u30fc\u30b8\u3092\u793a\u3057\u305f\u56de\u7b54\u6848\u3092\u8fd4\u3057\u307e\u3059\u3002\u7814\u7a76\u958b\u767a\u8005\u306e\u4f5c\u696d\u306f\u3001\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3092\u63a2\u3057\u3066\u7d4c\u9a13\u306e\u9577\u3044\u6280\u8853\u8005\u306b\u805e\u304f\u3053\u3068\u304b\u3089\u3001\u793a\u3055\u308c\u305f\u539f\u5178\u3092\u8aad\u3093\u3067\u5224\u65ad\u3059\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u307e\u3059\u3002","before_flow":"1. \u65b0\u3057\u3044\u30c6\u30fc\u30de\u306e\u691c\u8a0e\u3092\u59cb\u3081\u308b\u3001\u307e\u305f\u306f\u8a66\u4f5c\u6761\u4ef6\u3092\u6c7a\u3081\u308b\u5834\u9762\u306b\u306a\u308b\n2. \u300c\u904e\u53bb\u306b\u4f3c\u305f\u691c\u8a0e\u304c\u306a\u304b\u3063\u305f\u304b\u300d\u3092\u601d\u3044\u51fa\u305d\u3046\u3068\u3059\u308b\n3. \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u5e74\u5ea6\u5225\u30fb\u30b0\u30eb\u30fc\u30d7\u5225\u30d5\u30a9\u30eb\u30c0\u3092\u958b\u304d\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u773a\u3081\u308b\n4. \u305d\u308c\u3089\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3044\u3066\u3001\u4e2d\u8eab\u3092\u659c\u3081\u8aad\u307f\u3059\u308b\n5. \u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u5728\u7c4d\u306e\u9577\u3044\u6280\u8853\u8005\u306b\u805e\u304f\n6. \u6559\u308f\u3063\u305f\u30ad\u30fc\u30ef\u30fc\u30c9\u3084\u958b\u767a\u30b3\u30fc\u30c9\u540d\u3067\u3001\u3082\u3046\u4e00\u5ea6\u63a2\u3059\n7. \u898b\u3064\u304b\u3063\u305f\u5831\u544a\u66f8\u3092\u8aad\u307f\u3001\u81ea\u5206\u306e\u6761\u4ef6\u306b\u5f53\u3066\u306f\u307e\u308b\u304b\u3092\u5224\u65ad\u3059\u308b\n8. \u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u300c\u7121\u304b\u3063\u305f\u3053\u3068\u300d\u306b\u3057\u3066\u3001\u691c\u8a0e\u3092\u3084\u308a\u76f4\u3059\n\n\u554f\u984c\u306f4\u3064\u3042\u308a\u307e\u3059\u3002\n\n**\uff08a\uff09\u30d5\u30a1\u30a4\u30eb\u540d\u3082\u66f8\u304d\u65b9\u3082\u3070\u3089\u3070\u3089\u3002** \u300c\u5831\u544a\u66f8_\u6700\u7d42\u72482.docx\u300d\u3068\u300c20130614_\u8a66\u4f5c\u7d50\u679c.pdf\u300d\u304c\u540c\u3058\u30d5\u30a9\u30eb\u30c0\u306b\u4e26\u3073\u3001\u90e8\u7f72\u30fb\u5e74\u5ea6\u3067\u5206\u304b\u308c\u3066\u3044\u3066\u6a2a\u65ad\u3067\u304d\u307e\u305b\u3093\u3002\n\n**\uff08b\uff09\u793e\u5185\u306e\u8a00\u3044\u63db\u3048\u304c\u591a\u3044\u3002** \u6750\u6599\u306b\u306f\u6b63\u5f0f\u306a\u5316\u5b66\u540d\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u578b\u756a\u3001\u793e\u5185\u306e\u547c\u79f0\u3001\u958b\u767a\u30b3\u30fc\u30c9\u540d\u306e4\u901a\u308a\u306e\u66f8\u304d\u65b9\u304c\u3042\u308a\u3001**\u66f8\u3044\u305f\u4eba\u306b\u3088\u3063\u3066\u8a9e\u304c\u9055\u3046\u305f\u3081\u3001\u8a9e\u306e\u4e00\u81f4\u3067\u306f\u5f15\u3051\u307e\u305b\u3093\u3002**\n\n**\uff08c\uff09\u5931\u6557\u306e\u8a18\u9332\u304c\u63a2\u305b\u306a\u3044\u3002** \u300c\u4e0d\u63a1\u7528\u300d\u300c\u898b\u9001\u308a\u300d\u3067\u7d42\u308f\u3063\u305f\u5831\u544a\u66f8\u306f\u30bf\u30a4\u30c8\u30eb\u306b\u7d50\u8ad6\u304c\u51fa\u3066\u304a\u3089\u305a\u3001\u4e2d\u3092\u958b\u304f\u307e\u3067\u5206\u304b\u308a\u307e\u305b\u3093\u3002\u3082\u3063\u3068\u3082\u53c2\u7167\u3057\u305f\u3044\u8a18\u9332\u304c\u3001\u3082\u3063\u3068\u3082\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002\n\n**\uff08d\uff09\u9000\u8077\u3057\u305f\u4eba\u306e\u691c\u8a0e\u306f\u8ffd\u3048\u306a\u3044\u3002** \u63a2\u3059\u624b\u6bb5\u304c\u4eba\u306b\u805e\u304f\u3053\u3068\u3067\u3042\u308b\u4ee5\u4e0a\u3001\u305d\u306e\u4eba\u304c\u3044\u306a\u304f\u306a\u308c\u3070\u3001\u305d\u306e\u671f\u9593\u306e\u691c\u8a0e\u306f\u5b9f\u8cea\u7684\u306b\u6d88\u3048\u307e\u3059\u3002","before_flow_steps":["\u65b0\u3057\u3044\u30c6\u30fc\u30de\u306e\u691c\u8a0e\u3092\u59cb\u3081\u308b\u3001\u307e\u305f\u306f\u8a66\u4f5c\u6761\u4ef6\u3092\u6c7a\u3081\u308b\u5834\u9762\u306b\u306a\u308b","\u300c\u904e\u53bb\u306b\u4f3c\u305f\u691c\u8a0e\u304c\u306a\u304b\u3063\u305f\u304b\u300d\u3092\u601d\u3044\u51fa\u305d\u3046\u3068\u3059\u308b","\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u5e74\u5ea6\u5225\u30fb\u30b0\u30eb\u30fc\u30d7\u5225\u30d5\u30a9\u30eb\u30c0\u3092\u958b\u304d\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u773a\u3081\u308b","\u305d\u308c\u3089\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3044\u3066\u3001\u4e2d\u8eab\u3092\u659c\u3081\u8aad\u307f\u3059\u308b","\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u5728\u7c4d\u306e\u9577\u3044\u6280\u8853\u8005\u306b\u805e\u304f","\u6559\u308f\u3063\u305f\u30ad\u30fc\u30ef\u30fc\u30c9\u3084\u958b\u767a\u30b3\u30fc\u30c9\u540d\u3067\u3001\u3082\u3046\u4e00\u5ea6\u63a2\u3059","\u898b\u3064\u304b\u3063\u305f\u5831\u544a\u66f8\u3092\u8aad\u307f\u3001\u81ea\u5206\u306e\u6761\u4ef6\u306b\u5f53\u3066\u306f\u307e\u308b\u304b\u3092\u5224\u65ad\u3059\u308b","\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u300c\u7121\u304b\u3063\u305f\u3053\u3068\u300d\u306b\u3057\u3066\u3001\u691c\u8a0e\u3092\u3084\u308a\u76f4\u3059"],"after_flow":"1. \u6280\u8853\u8005\u304c\u691c\u7d22\u753b\u9762\u304b\u3089\u8cea\u554f\u3059\u308b\uff08\u4f8b\uff1a\u300c\u30ac\u30e9\u30b9\u7e4a\u7dad\u5165\u308a\u306e\u6a39\u8102\u3067\u3001\u306f\u3093\u3060\u30ea\u30d5\u30ed\u30fc\u5f8c\u306b\u53cd\u308a\u304c\u51fa\u305f\u691c\u8a0e\u306f\u3042\u308b\u304b\u300d\uff09\n2. **\u3010\u81ea\u52d5\u3011** \u793e\u5185\u7528\u8a9e\u8f9e\u66f8\u3067\u3001\u7565\u53f7\u30fb\u958b\u767a\u30b3\u30fc\u30c9\u540d\u30fb\u6750\u6599\u306e\u793e\u5185\u547c\u79f0\u3092\u6b63\u5f0f\u540d\u79f0\u306b\u5c55\u958b\u3059\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u8cea\u554f\u8005\u306e\u95b2\u89a7\u6a29\u9650\u3092\u53d6\u5f97\u3057\u3001\u691c\u7d22\u6761\u4ef6\u306b\u7d44\u307f\u8fbc\u3080\n4. **\u3010\u81ea\u52d5\u3011** \u5168\u6587\u691c\u7d22\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u540c\u6642\u306b\u5b9f\u884c\u3057\u3001\u30b9\u30b3\u30a2\u3092\u6b63\u898f\u5316\u3057\u3066\u7d71\u5408\u3059\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u95b2\u89a7\u6a29\u9650\u306e\u306a\u3044\u6587\u66f8\u3092\u3001\u691c\u7d22\u306e\u6bb5\u968e\u3067\u7d50\u679c\u304b\u3089\u9664\u5916\u3059\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u4e0a\u4f4d\u306e\u65ad\u7247\u3092\u3001\u5831\u544a\u66f8\u540d\u30fb\u5e74\u5ea6\u30fb\u62c5\u5f53\u8005\u30fb\u30da\u30fc\u30b8\u3068\u3068\u3082\u306b\u751f\u6210AI\u3078\u6e21\u3059\n7. **\u3010\u81ea\u52d5\u3011** \u65ad\u7247\u306e\u5f15\u7528\u3060\u3051\u3092\u6839\u62e0\u306b\u300c\u4f55\u304c\u8a66\u3055\u308c\u3001\u3069\u3046\u306a\u3063\u305f\u304b\u300d\u3092\u5831\u544a\u66f8\u3054\u3068\u306b\u4e26\u3079\u308b\u3002\u8a72\u5f53\u304c\u306a\u3051\u308c\u3070\u300c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u8fd4\u3059\n8. **\u3010\u4eba\u3011** \u6280\u8853\u8005\u304c\u51fa\u5178\u3092\u958b\u304d\u3001\u539f\u5178\u3092\u8aad\u3093\u3067\u81ea\u5206\u306e\u6761\u4ef6\u306b\u5f53\u3066\u306f\u307e\u308b\u304b\u3092\u5224\u65ad\u3059\u308b\u3002**\u300c\u3053\u306e\u6761\u4ef6\u3067\u3044\u304f\u300d\u3068\u3044\u3046\u7d50\u8ad6\u306f\u6280\u8853\u8005\u304c\u51fa\u3059**\n9. **\u3010\u81ea\u52d5\u3011** \u8cea\u554f\u30fb\u51fa\u5178\u30fb\u539f\u5178\u3092\u958b\u3044\u305f\u304b\u3069\u3046\u304b\u3092\u8a18\u9332\u3059\u308b\n\n\u81ea\u52d5\u5316\u3055\u308c\u308b\u306e\u306f\u300c\u63a2\u3059\u300d\u300c\u8a00\u3044\u63db\u3048\u3092\u5438\u53ce\u3059\u308b\u300d\u300c\u8a72\u5f53\u7b87\u6240\u3092\u7d5e\u308b\u300d\u306e3\u3064\u3067\u3059\u3002**\u6b8b\u308b\u306e\u306f\u5224\u65ad\u3067\u3001\u3053\u3053\u306f\u6280\u8853\u8005\u306e\u4ed5\u4e8b\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059\u3002**","after_flow_steps":["\u6280\u8853\u8005\u304c\u691c\u7d22\u753b\u9762\u304b\u3089\u8cea\u554f\u3059\u308b\uff08\u4f8b\uff1a\u300c\u30ac\u30e9\u30b9\u7e4a\u7dad\u5165\u308a\u306e\u6a39\u8102\u3067\u3001\u306f\u3093\u3060\u30ea\u30d5\u30ed\u30fc\u5f8c\u306b\u53cd\u308a\u304c\u51fa\u305f\u691c\u8a0e\u306f\u3042\u308b\u304b\u300d\uff09","**\u3010\u81ea\u52d5\u3011** 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\u8cea\u554f\u30fb\u51fa\u5178\u30fb\u539f\u5178\u3092\u958b\u3044\u305f\u304b\u3069\u3046\u304b\u3092\u8a18\u9332\u3059\u308b"],"architecture":"```\n\u6280\u8853\u5831\u544a\u66f8 \/ \u8a66\u4f5c\u691c\u8a0e\u66f8 \/ \u4ed6\u793e\u54c1\u5206\u6790\uff08\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u30fb\u6587\u66f8\u7ba1\u7406\uff09\n   \u2514\u2500 \u30b9\u30ad\u30e3\u30f3PDF\u306f OCR \u3067\u30c6\u30ad\u30b9\u30c8\u5316\n   \u25bc\n\u7bc0\u5358\u4f4d\u3078\u306e\u5206\u5272\uff08\u76ee\u7684 \/ \u6761\u4ef6 \/ \u7d50\u679c \/ \u8003\u5bdf\uff09\uff0b \u30e1\u30bf\u30c7\u30fc\u30bf\u4ed8\u4e0e\n   \uff08\u5831\u544a\u66f8\u756a\u53f7 \/ \u5e74\u5ea6 \/ \u62c5\u5f53\u8005 \/ \u90e8\u7f72 \/ \u30da\u30fc\u30b8 \/ \u516c\u958b\u533a\u5206 \/\n     \u5951\u7d04\u533a\u5206 \/ \u7d50\u8ad6\u533a\u5206\uff09\n   \u25bc\n\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff08\u672c\u6587\u30c6\u30ad\u30b9\u30c8 \uff0b \u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\uff09\n   \u25bc\u3010\u8cea\u554f\u3011\u793e\u5185\u30dd\u30fc\u30bf\u30eb\u304b\u3089 \u2500\u2500 \u793e\u5185\u7528\u8a9e\u8f9e\u66f8\u3067\u8a9e\u3092\u5c55\u958b\n\u5168\u6587\u691c\u7d22 \uff0b \u30d9\u30af\u30c8\u30eb\u691c\u7d22 \u2192 \u30b9\u30b3\u30a2\u3092\u6b63\u898f\u5316\u3057\u3066\u7d71\u5408\n   \uff0b \u5229\u7528\u8005\u306e\u6a29\u9650\u3067\u7d5e\u308a\u8fbc\u307f\uff08\u691c\u7d22\u306e\u6bb5\u968e\u3067\u9664\u5916\uff09\n   \u25bc\n\u4e0a\u4f4d\u306e\u65ad\u7247\u3092\u51fa\u5178\u4ed8\u304d\u3067\u751f\u6210AI\u3078\n   \u251c\u2500\u3010\u8a72\u5f53\u3042\u308a\u3011\u5831\u544a\u66f8\u3054\u3068\u306b \u76ee\u7684 \/ \u6761\u4ef6 \/ \u7d50\u679c \u3092\u51fa\u5178\u4ed8\u304d\u3067\u8fd4\u3059\n   \u2514\u2500\u3010\u8a72\u5f53\u306a\u3057\u3011\u300c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u8fd4\u3059\n   \u25bc\u3010\u4eba\u304c\u5224\u65ad\u3011\u6280\u8853\u8005\u304c\u539f\u5178\u3092\u958b\u3044\u3066\u9069\u7528\u3092\u6c7a\u3081\u308b\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | OpenSearch | Azure AI Search\u3001Amazon Kendra |\n| \u57cb\u3081\u8fbc\u307f | Azure OpenAI Service | Google Vertex AI\u3001OpenAI API |\n| \u751f\u6210AI | Claude API | Azure OpenAI Service\u3001Gemini API |\n| OCR | Azure AI Document Intelligence | Google Document AI\u3001AWS Textract |\n| \u5b9f\u884c\u74b0\u5883 | Python | \u2015 |\n\n\u6587\u66f8\u306e\u4fdd\u7ba1\u306f\u65e2\u5b58\u306e\u5834\u6240\u306e\u307e\u307e\u3001\u6a29\u9650\u60c5\u5831\u306f\u793e\u5185\u306e\u8a8d\u8a3c\u57fa\u76e4\u304b\u3089\u53d6\u308a\u307e\u3059\u3002**\u69cb\u6210\u306e\u4e2d\u5fc3\u306f\u691c\u7d22\u57fa\u76e4\u3067\u3059\u3002** \u751f\u6210AI\u306f\u65ad\u7247\u3092\u4e26\u3079\u76f4\u3059\u3060\u3051\u3067\u3001\u54c1\u8cea\u306e\u5927\u534a\u306f\u5206\u5272\u30fb\u30e1\u30bf\u30c7\u30fc\u30bf\u30fb\u6a29\u9650\u306e\u8a2d\u8a08\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u6280\u8853\u8005\u304c\u8cea\u554f\u3092\u5165\u529b\u3057\u305f\u3068\u304d**\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002\u30c6\u30fc\u30de\u767b\u9332\u3092\u691c\u77e5\u3057\u3066\u81ea\u52d5\u3067\u985e\u4f3c\u306e\u904e\u53bb\u691c\u8a0e\u3092\u51fa\u3059\u69cb\u6210\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u304c\u3001\u30c6\u30fc\u30de\u540d\u3060\u3051\u3067\u306f\u6750\u6599\u30fb\u6761\u4ef6\u30fb\u76ee\u7684\u306e\u3069\u308c\u3067\u4f3c\u3066\u3044\u308b\u306e\u304b\u304c\u6c7a\u307e\u3089\u306a\u3044\u305f\u3081\u3001\u6700\u521d\u306f\u4f5c\u308a\u307e\u305b\u3093\u3002\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001**\u65b0\u3057\u3044\u5831\u544a\u66f8\u304c\u6587\u66f8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u767b\u9332\u3055\u308c\u305f\u3068\u304d**\u3067\u3001\u3053\u308c\u3092\u7d22\u5f15\u306e\u66f4\u65b0\u306b\u4f7f\u3044\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u6280\u8853\u5831\u544a\u66f8\u30fb\u8a66\u4f5c\u691c\u8a0e\u66f8 | \u76ee\u7684\u3001\u5b9f\u9a13\u6761\u4ef6\u3001\u6e2c\u5b9a\u7d50\u679c\u3001\u8003\u5bdf\u3001\u7d50\u8ad6 | \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3001\u6587\u66f8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u4ed6\u793e\u54c1\u306e\u5206\u6790\u7d50\u679c | \u5206\u89e3\u30fb\u5206\u6790\u306e\u624b\u9806\u3068\u7d50\u679c | \u7814\u7a76\u958b\u767a\u90e8\u306e\u9650\u5b9a\u30d5\u30a9\u30eb\u30c0 |\n| \u5831\u544a\u66f8\u53f0\u5e33 | \u5831\u544a\u66f8\u756a\u53f7\u3001\u5e74\u5ea6\u3001\u62c5\u5f53\u8005\u3001\u90e8\u7f72\u3001\u516c\u958b\u533a\u5206 | \u6587\u66f8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u793e\u5185\u7528\u8a9e\u8f9e\u66f8 | \u7565\u53f7\u30fb\u958b\u767a\u30b3\u30fc\u30c9\u540d\u30fb\u793e\u5185\u547c\u79f0\u3068\u6b63\u5f0f\u540d\u79f0\u306e\u5bfe\u5fdc | **\u65b0\u305f\u306b\u4f5c\u308b** |\n| \u5229\u7528\u8005\u306e\u6a29\u9650\u60c5\u5831 | 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\u30e2\u30c7\u30eb\u306f\u3001PDF\u3068\u30b9\u30ad\u30e3\u30f3\u753b\u50cf\u304b\u3089\u5370\u5237\u6587\u5b57\u3068\u624b\u66f8\u304d\u6587\u5b57\u3092\u62bd\u51fa\u3057\u3001\u6bb5\u843d\u30fb\u884c\u30fb\u5358\u8a9e\u30fb\u8a00\u8a9e\u3092\u8fd4\u3057\u307e\u3059\u3002v4.0\u306b\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u6301\u305f\u306a\u3044PDF\u3092\u30c6\u30ad\u30b9\u30c8\u4ed8\u304d\u306ePDF\u306b\u5909\u63db\u3059\u308b\u6a5f\u80fd\u3082\u3042\u308a\u307e\u3059\u3002**\u53e4\u3044\u5831\u544a\u66f8\u307b\u3069\u753b\u50cf\u306e\u307e\u307e\u3067\u3001\u3053\u3053\u304c\u53d6\u308a\u8fbc\u307f\u306e\u5c71\u5834\u3067\u3059\u3002**\n\n**\u5206\u5272\uff08\u30c1\u30e3\u30f3\u30af\uff09\u306e\u8003\u3048\u65b9\uff1a** 1\u518a\u3092\u4e38\u3054\u30681\u4ef6\u306b\u3059\u308b\u3068\u3001\u5f53\u305f\u3063\u3066\u3082\u300c\u3053\u306e80\u30da\u30fc\u30b8\u306e\u3069\u3053\u304b\u300d\u3068\u3057\u304b\u8a00\u3048\u307e\u305b\u3093\u3002**\u6280\u8853\u5831\u544a\u66f8\u306f\u300c\u76ee\u7684\u30fb\u6761\u4ef6\u30fb\u7d50\u679c\u30fb\u8003\u5bdf\u300d\u306e\u7bc0\u3067\u5207\u308a\u307e\u3059\u3002** \u7ae0\u7acb\u3066\u304c\u63c3\u3063\u3066\u3044\u308b\u306e\u304c\u3053\u306e\u6587\u66f8\u7a2e\u5225\u306e\u5229\u70b9\u3067\u3059\u3002\u5404\u65ad\u7247\u306b\u306f\u524d\u5f8c\u306e\u898b\u51fa\u3057\u3068\u5831\u544a\u66f8\u540d\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n**\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4ed8\u4e0e\uff1a** \u5831\u544a\u66f8\u756a\u53f7\u30fb\u5e74\u5ea6\u30fb\u62c5\u5f53\u8005\u30fb\u90e8\u7f72\u30fb\u30da\u30fc\u30b8\u30fb\u516c\u958b\u533a\u5206\u30fb\u5951\u7d04\u533a\u5206\u30fb\u7d50\u8ad6\u533a\u5206\u3092\u4ed8\u3051\u307e\u3059\u3002**\u7d50\u8ad6\u533a\u5206\uff08\u63a1\u7528\uff0f\u4e0d\u63a1\u7528\uff0f\u4e2d\u65ad\uff0f\u5224\u65ad\u3067\u304d\u306a\u3044\uff09\u306f\u672c\u6587\u304b\u3089\u6a5f\u68b0\u7684\u306b\u53d6\u308c\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3001\u53f0\u5e33\u306b\u6301\u305f\u305b\u308b\u304b\u4eba\u304c\u4ed8\u3051\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u30b9\u30ad\u30e3\u30f3PDF\u306e\u30c6\u30ad\u30b9\u30c8\u5316** \u2026 \u8868\u306e\u6570\u5024\u306f\u53d6\u308c\u3066\u3082\u3001\u56f3\u306b\u63cf\u304d\u8fbc\u307e\u308c\u305f\u6761\u4ef6\u5024\u306f\u53d6\u308c\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u3053\u306e\u90e8\u5206\u306f\u5229\u7528\u74b0\u5883\u306b\u5fdc\u3058\u305f\u500b\u5225\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002** \u53d6\u308c\u306a\u304b\u3063\u305f\u65ad\u7247\u306b\u306f\u300c\u56f3\u8868\u3042\u308a\u30fb\u8981\u539f\u5178\u78ba\u8a8d\u300d\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n2. **\u7bc0\u5358\u4f4d\u3078\u306e\u5206\u5272** \u2026 \u76ee\u7684\u30fb\u6761\u4ef6\u30fb\u7d50\u679c\u30fb\u8003\u5bdf\u306e\u898b\u51fa\u3057\u3092\u5358\u4f4d\u306b\u5207\u308a\u307e\u3059\n3. **\u8868\u306e\u6271\u3044** \u2026 \u5b9f\u9a13\u6761\u4ef6\u306f\u8868\u306b\u307e\u3068\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u884c\u3068\u5217\u306e\u69cb\u9020\u3068\u3057\u3066\u53d6\u308a\u51fa\u305b\u308b\u30e2\u30c7\u30eb\uff08Document Intelligence \u306e Layout \u30e2\u30c7\u30eb\u306a\u3069\uff09\u3067\u3001\u30bb\u30eb\u306e\u5bfe\u5fdc\u3092\u4fdd\u3063\u305f\u307e\u307e\u30c6\u30ad\u30b9\u30c8\u5316\u3057\u307e\u3059\n4. **\u793e\u5185\u7528\u8a9e\u8f9e\u66f8\u306e\u4f5c\u6210** \u2026 **\u8f9e\u66f8\u306f\u6280\u8853\u8005\u306e\u8a00\u8449\u3067\u4f5c\u308a\u307e\u3059\u3002** \u8cea\u554f\u6587\u306e\u5c55\u958b\u3068\u3001\u65ad\u7247\u3078\u306e\u5225\u540d\u4f75\u8a18\u306e\u4e21\u65b9\u306b\u4f7f\u3044\u307e\u3059\n5. **\u516c\u958b\u533a\u5206\u30fb\u5951\u7d04\u533a\u5206\u306e\u4ed8\u4e0e** \u2026 \u793e\u5916\u79d8\u306e\u5ea6\u5408\u3044\u3001\u5171\u540c\u958b\u767a\u306e\u6210\u679c\u7269\u304b\u3001\u51fa\u9858\u524d\u306e\u767a\u660e\u3092\u542b\u3080\u304b\u3092\u4ed8\u3051\u307e\u3059\u3002**\u4ed8\u3051\u3089\u308c\u306a\u3044\u6587\u66f8\u306f\u65e2\u5b9a\u3067\u691c\u7d22\u5bfe\u8c61\u5916\u306b\u3057\u307e\u3059**\n6. **\u30d9\u30af\u30c8\u30eb\u5316** \u2026 \u5404\u65ad\u7247\u3092\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u30d9\u30af\u30c8\u30eb\u306b\u3057\u3001\u7d22\u5f15\u3078\u767b\u9332\u3057\u307e\u3059\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n\u691c\u7d22\u3068\u751f\u6210\u3067\u5f79\u5272\u3092\u5206\u3051\u307e\u3059\u3002\n\n**\u691c\u7d22\u57fa\u76e4\u306b\u3055\u305b\u308b\u3053\u3068\uff1a** OpenSearch \u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306f\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u610f\u5473\u306b\u3088\u308b\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u7d71\u5408\u306b\u306f2\u65b9\u5f0f\u3042\u308a\u3001\u6b63\u898f\u5316\u30d7\u30ed\u30bb\u30c3\u30b5\u306f\u5404\u30af\u30a8\u30ea\u306e\u30b9\u30b3\u30a2\u3092\u5171\u901a\u306e\u5c3a\u5ea6\u306b\u5909\u63db\u3057\u3066\u304b\u3089\u5408\u6210\u3057\u3001\u30b9\u30b3\u30a2\u30e9\u30f3\u30ab\u30fc\u30d7\u30ed\u30bb\u30c3\u30b5\u306f\u5404\u30af\u30a8\u30ea\u306e\u7d50\u679c\u5185\u3067\u306e\u9806\u4f4d\u3092\u3082\u3068\u306b\u5408\u6210\u3057\u307e\u3059\uff08Reciprocal Rank Fusion\uff09\u3002**BM25\u3068\u8fd1\u508d\u691c\u7d22\u306f\u30b9\u30b3\u30a2\u306e\u5c3a\u5ea6\u304c\u9055\u3046\u305f\u3081\u3001\u305d\u306e\u307e\u307e\u3067\u306f\u8db3\u305b\u307e\u305b\u3093\u3002** \u6b63\u898f\u5316\u30d7\u30ed\u30bb\u30c3\u30b5\u306f min_max\u30fbL2\u30fbz-score \u3068\u3001\u7b97\u8853\u5e73\u5747\u30fb\u5e7e\u4f55\u5e73\u5747\u30fb\u8abf\u548c\u5e73\u5747\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002OpenSearch 2.10\u3067\u5c0e\u5165\u3055\u308c\u305f\u6a5f\u80fd\u3067\u3059\u3002\n\n**\u4e21\u65b9\u304c\u8981\u308b\u7406\u7531\u306f\u3001\u8cea\u554f\u306e\u4e2d\u30672\u7a2e\u985e\u304c\u6df7\u3056\u308b\u304b\u3089\u3067\u3059\u3002** \u958b\u767a\u30b3\u30fc\u30c9\u540d\u3084\u578b\u756a\u306e\u3088\u3046\u306a\u6587\u5b57\u5217\u304c\u52b9\u304f\u554f\u3044\u306f\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u304c\u3001\u300c\u53cd\u308a\u304c\u51fa\u305f\u300d\u306e\u3088\u3046\u306a\u8a00\u3044\u63db\u3048\u306e\u591a\u3044\u554f\u3044\u306f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u304c\u62fe\u3044\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001\u8cea\u554f\u8005\u304c\u898b\u3089\u308c\u306a\u3044\u6587\u66f8\u3092\u691c\u7d22\u306e\u6bb5\u968e\u3067\u5916\u3057\u307e\u3059\uff08\u00a713\uff09\u3002\n\n**\u751f\u6210AI\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u5831\u544a\u66f8\u3054\u3068\u306e\u6574\u7406 | \u65ad\u7247\u306e\u5185\u5bb9\u3060\u3051\u3092\u4f7f\u3063\u3066\u3001\u76ee\u7684\u30fb\u6761\u4ef6\u30fb\u7d50\u679c\u3092\u5831\u544a\u66f8\u3054\u3068\u306b\u4e26\u3079\u308b |\n| \u51fa\u5178\u306e\u660e\u793a | \u5831\u544a\u66f8\u540d\u30fb\u5e74\u5ea6\u30fb\u62c5\u5f53\u8005\u30fb\u30da\u30fc\u30b8\u3092\u3001\u6587\u3054\u3068\u306b\u4ed8\u3051\u308b |\n| \u7d50\u8ad6\u533a\u5206\u306e\u63d0\u793a | \u63a1\u7528\u30fb\u4e0d\u63a1\u7528\u30fb\u4e2d\u65ad\u306e\u3069\u308c\u304b\u3092\u3001\u65ad\u7247\u306e\u8a18\u8f09\u306b\u5f93\u3063\u3066\u793a\u3059 |\n| \u4e0d\u8db3\u306e\u7533\u544a | \u7b54\u3048\u304c\u306a\u3044\u5834\u5408\u3001\u300c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u7b54\u3048\u308b |\n\n**\u300c\u3069\u306e\u6761\u4ef6\u304c\u6700\u9069\u304b\u300d\u306f\u7b54\u3048\u3055\u305b\u307e\u305b\u3093\u3002** \u904e\u53bb\u306e\u691c\u8a0e\u306f\u3001\u5f53\u6642\u306e\u8a2d\u5099\u30fb\u6750\u6599\u30fb\u8981\u6c42\u4ed5\u69d8\u306e\u3082\u3068\u3067\u306e\u3082\u306e\u3067\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u7814\u7a76\u958b\u767a\u306e\u8abf\u3079\u3082\u306e\u3092\u624b\u4f1d\u3046\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u5831\u544a\u66f8\u306e\u65ad\u7247\u3060\u3051\u3092\u4f7f\u3063\u3066\u3001\u8cea\u554f\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u65ad\u7247\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u66f8\u304b\u305a\u3001\u6750\u6599\u3084\u5de5\u6cd5\u306e\u4e00\u822c\u7684\u306a\u77e5\u8b58\u3067\n  \u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u3053\u306e\u6761\u4ef6\u304c\u6700\u9069\u3067\u3059\u300d\u300c\u301c\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u300d\u3068\u3044\u3063\u305f\u7d50\u8ad6\u3084\u63a8\u5968\u3092\n  \u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4f55\u304c\u8a66\u3055\u308c\u3001\u3069\u3046\u306a\u3063\u305f\u304b\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5404\u6587\u306e\u672b\u5c3e\u306b\u3001\u6839\u62e0\u3068\u306a\u3063\u305f\u65ad\u7247\u306e\u756a\u53f7\u3092 [1][2] \u306e\u5f62\u3067\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6839\u62e0\u3092\u4ed8\u3051\u3089\u308c\u306a\u3044\u6587\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6e29\u5ea6\u3001\u6642\u9593\u3001\u914d\u5408\u6bd4\u3001\u5bf8\u6cd5\u306a\u3069\u306e\u6570\u5024\u306f\u539f\u6587\u306e\u307e\u307e\u5f15\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4e38\u3081\u306a\u3044\u3001\u5358\u4f4d\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u76ee\u6a19\u306b\u5c4a\u304b\u306a\u304b\u3063\u305f\u691c\u8a0e\u3001\u4e2d\u65ad\u3057\u305f\u691c\u8a0e\u3082\u3001\u63a1\u7528\u3055\u308c\u305f\u691c\u8a0e\u3068\u540c\u3058\u91cd\u307f\u3067\n  \u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\u7701\u7565\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7d50\u8ad6\u304c\u51fa\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u300c\u7d50\u8ad6\u306e\u8a18\u8f09\u306a\u3057\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u793e\u5185\u306e\u7565\u53f7\u3084\u958b\u767a\u30b3\u30fc\u30c9\u540d\u3092\u5225\u306e\u540d\u79f0\u3078\u8a00\u3044\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a72\u5f53\u3059\u308b\u65ad\u7247\u304c\u306a\u3044\u5834\u5408\u306f\u300c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8cea\u554f\u3011{question}\n\u3010\u5c55\u958b\u3057\u305f\u793e\u5185\u7528\u8a9e\u3011{expanded_terms}\n\u3010\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u65ad\u7247\u3011{retrieved_chunks}\n```\n\n**\u300c\u7d50\u8ad6\u3084\u63a8\u5968\u3092\u66f8\u304b\u306a\u3044\u300d\u306e1\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3082\u3063\u3068\u3082\u91cd\u8981\u3067\u3059\u3002** \u4e26\u3093\u30603\u4ef6\u3092\u898b\u3066\u3001AI\u306f\u300c\u3057\u305f\u304c\u3063\u3066\u6e29\u5ea6\u306f240\u5ea6\u304c\u9069\u5207\u3067\u3059\u300d\u3068\u66f8\u304d\u305f\u304c\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u305d\u306e3\u4ef6\u306f\u3001\u305f\u307e\u305f\u307e\u7d22\u5f15\u306b\u5165\u3063\u3066\u3044\u305f3\u4ef6\u306b\u3059\u304e\u307e\u305b\u3093\u3002**\u5165\u3063\u3066\u3044\u306a\u3044\u691c\u8a0e\u306e\u307b\u3046\u304c\u591a\u3044\u524d\u63d0\u3067\u8a2d\u8a08\u3057\u307e\u3059\u3002**\n\n\u300c\u5c4a\u304b\u306a\u304b\u3063\u305f\u691c\u8a0e\u3082\u540c\u3058\u91cd\u307f\u3067\u6319\u3052\u308b\u300d\u3082\u540c\u69d8\u3067\u3059\u3002\u8981\u7d04\u306f\u6210\u679c\u306e\u3042\u3063\u305f\u8a71\u3092\u6b8b\u3059\u65b9\u5411\u306b\u50cd\u304d\u307e\u3059\u304c\u3001\u3053\u306e\u696d\u52d9\u3067\u306f\u9006\u3067\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n```json\n{\n  \"found\": true,\n  \"reports\": [\n    { \"ref\": 1,\n      \"report_title\": \"\", \"report_no\": \"\", \"fiscal_year\": \"\",\n      \"author\": \"\", \"department\": \"\", \"page\": \"\",\n      \"purpose\": \"\", \"conditions\": \"\", \"result\": \"\",\n      \"conclusion_type\": \"\u63a1\u7528 | \u4e0d\u63a1\u7528 | \u4e2d\u65ad | \u7d50\u8ad6\u306e\u8a18\u8f09\u306a\u3057\",\n      \"quote\": \"\" }\n  ],\n  \"not_found_hint\": \"\",\n  \"figure_only_warning\": false\n}\n```\n\n`found` \u3092\u5fc5\u305a\u6301\u305f\u305b\u307e\u3059\u3002**\u300c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u300d\u3092\u660e\u793a\u7684\u306b\u8fd4\u305b\u306a\u3044\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001AI\u306f\u95a2\u9023\u306e\u8584\u3044\u5831\u544a\u66f8\u3092\u7121\u7406\u306b\u7d50\u3073\u3064\u3051\u307e\u3059\u3002**\n\n\u51fa\u5178\u306e\u4ed8\u3051\u65b9\u306f2\u901a\u308a\u3067\u3059\u30021\u3064\u306fClaude API\u306e\u691c\u7d22\u7d50\u679c\u30d6\u30ed\u30c3\u30af\u3067\u3001`source`\uff08URL\u307e\u305f\u306f\u793e\u5185\u306e\u8b58\u5225\u5b50\uff09\u3068 `title` \u3092\u4ed8\u3051\u3066\u672c\u6587\u3092\u6e21\u3059\u3068\u3001\u56de\u7b54\u306b\u4ed8\u304f\u51fa\u5178\u304c\u305d\u306e\u5024\u3092\u5f15\u304d\u7d99\u304e\u3001\u5f15\u7528\u3055\u308c\u308b\u6587\u5b57\u5217\u3082\u6e21\u3057\u305f\u672c\u6587\u304b\u3089\u5207\u308a\u51fa\u3055\u308c\u305f\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002\u3082\u30461\u3064\u306f\u4e0a\u306eJSON\u30b9\u30ad\u30fc\u30de\u3067\u8fd4\u3055\u305b\u3001`ref` \u3092\u6e21\u3057\u305f\u65ad\u7247\u3068\u7a81\u5408\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002**\u3053\u306e2\u3064\u306f\u540c\u6642\u306b\u4f7f\u3048\u307e\u305b\u3093\u3002** Claude API\u3067\u306f\u3001\u5f15\u7528\u6a5f\u80fd\u3068\u69cb\u9020\u5316\u51fa\u529b\u3092\u540c\u6642\u306b\u6307\u5b9a\u3059\u308b\u3068\u30a8\u30e9\u30fc\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u5b58\u5728\u3057\u306a\u3044\u5831\u544a\u66f8\u756a\u53f7\u3092\u8fd4\u3057\u3066\u3044\u306a\u3044\u304b\u3092\u6a5f\u68b0\u7684\u306b\u78ba\u304b\u3081\u308b\u5de5\u7a0b\u304c\u306a\u3044\u3068\u3001\u3053\u306e\u69cb\u6210\u306f\u6210\u7acb\u3057\u307e\u305b\u3093\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u9023\u643a\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| \u6587\u66f8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u51fa\u5178\u304b\u3089\u539f\u5178\u306e\u8a72\u5f53\u30da\u30fc\u30b8\u3092\u958b\u304f\u30ea\u30f3\u30af\u3002\u767b\u9332\u6642\u306b\u7d22\u5f15\u3092\u66f4\u65b0\u3059\u308b |\n| \u8a8d\u8a3c\u57fa\u76e4 | \u8cea\u554f\u8005\u306e\u6240\u5c5e\u30fb\u5f79\u8077\u30fb\u53c2\u52a0\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u53d6\u5f97\u3057\u3001\u7d5e\u308a\u8fbc\u307f\u6761\u4ef6\u306b\u3059\u308b |\n| \u6708\u6b21\u30ec\u30dd\u30fc\u30c8 | \u300c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u300d\u8cea\u554f\u306e\u4e00\u89a7\u3092\u7814\u7a76\u958b\u767a\u306e\u30ea\u30fc\u30c0\u30fc\u3078 |\n\n**\u7d22\u5f15\u306e\u66f4\u65b0\u304c\u3001\u3053\u306e\u4ed5\u7d44\u307f\u304c\u7d9a\u304f\u304b\u3069\u3046\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002** \u53d6\u308a\u8fbc\u307f\u3092\u4e00\u5ea6\u304d\u308a\u306b\u3059\u308b\u3068\u3001\u534a\u5e74\u5f8c\u306b\u306f\u300c\u6700\u8fd1\u306e\u691c\u8a0e\u306f\u51fa\u3066\u3053\u306a\u3044\u300d\u9053\u5177\u306b\u306a\u308a\u3001\u307e\u305f\u4eba\u306b\u805e\u304f\u904b\u7528\u3078\u623b\u308a\u307e\u3059\u3002\u767b\u9332\u6642\u306e\u30c8\u30ea\u30ac\u30fc\u306b**\u9031\u6b21\u306e\u5dee\u5206\u30d0\u30c3\u30c1\u3092\u4f75\u7528**\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u56de\u7b54\u3092\u305d\u306e\u307e\u307e\u8a2d\u8a08\u5224\u65ad\u306b\u4f7f\u308f\u305b\u307e\u305b\u3093\u3002\u51fa\u5178\u3092\u958b\u304f\u3053\u3068\u3092\u524d\u63d0\u306b\u3057\u305f\u904b\u7528\u306b\u3057\u307e\u3059\u3002**\n\n| \u8cea\u554f\u306e\u7a2e\u985e | \u6271\u3044 |\n|:--|:--|\n| \u300c\u904e\u53bb\u306b\u4f3c\u305f\u691c\u8a0e\u304c\u3042\u308b\u304b\u300d\u306e\u6709\u7121\u78ba\u8a8d | \u56de\u7b54\u3068\u51fa\u5178\u306e\u4e00\u89a7\u3067\u5b8c\u7d50\u3057\u3066\u3088\u3044 |\n| \u6761\u4ef6\u5024\uff08\u6e29\u5ea6\u30fb\u6642\u9593\u30fb\u914d\u5408\u6bd4\uff09\u306e\u53c2\u7167 | **\u5fc5\u305a\u539f\u5178\u3092\u958b\u304f\u3002** \u56de\u7b54\u306f\u8a72\u5f53\u30da\u30fc\u30b8\u3078\u306e\u6848\u5185\u3068\u3057\u3066\u4f7f\u3046 |\n| \u5931\u6557\u3057\u305f\u7406\u7531\u306e\u78ba\u8a8d | \u539f\u5178\u3092\u958b\u304d\u3001\u53ef\u80fd\u306a\u3089\u5f53\u6642\u306e\u62c5\u5f53\u8005\u306b\u3082\u78ba\u8a8d\u3059\u308b |\n| \u4ed6\u793e\u54c1\u306e\u5206\u6790\u3001\u5171\u540c\u958b\u767a\u306e\u6210\u679c\u7269 | \u539f\u5178\u3092\u958b\u304d\u3001\u5229\u7528\u6761\u4ef6\u3092\u5951\u7d04\u3067\u78ba\u8a8d\u3057\u3066\u304b\u3089\u4f7f\u3046 |\n\n**\u6761\u4ef6\u5024\u304c\u6570\u5b57\u3068\u3057\u3066\u56de\u7b54\u6587\u306b\u51fa\u308b\u3068\u3001\u305d\u3053\u3067\u78ba\u8a8d\u304c\u6b62\u307e\u308a\u307e\u3059\u3002** \u6570\u5b57\u306f\u539f\u5178\u3078\u306e\u30ea\u30f3\u30af\u3068\u30bb\u30c3\u30c8\u3067\u3057\u304b\u8868\u793a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5c0e\u5165\u521d\u6708\u306f\u30ea\u30fc\u30c0\u30fc\u304c\u56de\u7b54\u30ed\u30b0\u3092\u9031\u6b21\u3067\u78ba\u8a8d\u3057\u3001**\u51fa\u5178\u306e\u8aa4\u308a\u304c1\u4ef6\u3067\u3082\u3042\u308c\u3070\u539f\u56e0\u3092\u7279\u5b9a\u3057\u3066\u304b\u3089\u6b21\u3078\u9032\u307f\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8a72\u5f53\u3059\u308b\u65ad\u7247\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | `found: false` \u3067\u8fd4\u3059\u3002**\u95a2\u9023\u306e\u8584\u3044\u5831\u544a\u66f8\u3092\u7121\u7406\u306b\u7d50\u3073\u3064\u3051\u306a\u3044** |\n| \u95b2\u89a7\u6a29\u9650\u306e\u306a\u3044\u6587\u66f8\u304c\u4e0a\u4f4d\u306b\u6765\u308b | \u691c\u7d22\u306e\u6bb5\u968e\u3067\u9664\u5916\u3059\u308b\u3002**\u4ef6\u6570\u3082\u4f0f\u305b\u308b\u3002** \u300c\u6a29\u9650\u306e\u306a\u3044\u6587\u66f8\u304c3\u4ef6\u300d\u3082\u6f0f\u3048\u3044\u306b\u306a\u308b |\n| \u30b9\u30ad\u30e3\u30f3PDF\u3067\u30c6\u30ad\u30b9\u30c8\u304c\u7121\u3044 | OCR\u672a\u51e6\u7406\u306e\u4e00\u89a7\u3067\u7ba1\u7406\u3057\u3001\u691c\u7d22\u5bfe\u8c61\u5916\u3060\u3068\u753b\u9762\u306b\u51fa\u3059 |\n| \u6761\u4ef6\u5024\u304c\u56f3\u306e\u4e2d\u306b\u3057\u304b\u306a\u3044 | \u300c\u56f3\u8868\u3042\u308a\u30fb\u8981\u539f\u5178\u78ba\u8a8d\u300d\u306e\u5370\u3092\u4ed8\u3051\u3001`figure_only_warning` \u3092\u7acb\u3066\u308b |\n| \u7565\u53f7\u30fb\u958b\u767a\u30b3\u30fc\u30c9\u540d\u304c\u8f9e\u66f8\u306b\u306a\u3044 | \u554f\u3044\u8fd4\u3059\u3002**\u63a8\u6e2c\u3067\u7f6e\u304d\u63db\u3048\u306a\u3044** |\n| \u7d50\u8ad6\u304c\u51fa\u3066\u3044\u306a\u3044\u5831\u544a\u66f8 | `conclusion_type` \u3092\u300c\u4e2d\u65ad\u300d\u3067\u8fd4\u3059\u3002**\u6210\u529f\u3057\u305f\u304b\u306e\u3088\u3046\u306b\u8981\u7d04\u3057\u306a\u3044** |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u8cea\u554f\u6587\u3068\u3001\u8f9e\u66f8\u3067\u5c55\u958b\u3057\u305f\u5f8c\u306e\u691c\u7d22\u8a9e\n- \u8fd4\u3057\u305f\u65ad\u7247\u3068\u9806\u4f4d\u30fb\u30b9\u30b3\u30a2\u3001\u751f\u6210\u3057\u305f\u56de\u7b54\u3068\u51fa\u5178\n- **\u6280\u8853\u8005\u304c\u539f\u5178\u3092\u958b\u3044\u305f\u304b\u3069\u3046\u304b**\n- `found: false` \u306e\u8cea\u554f\u306e\u4e00\u89a7\u3068\u3001\u6a29\u9650\u3067\u9664\u5916\u3055\u308c\u305f\u4ef6\u6570\n\n**3\u756a\u76ee\u304c\u8a55\u4fa1\u6307\u6a19\u306b\u306a\u308a\u307e\u3059\u3002** \u56de\u7b54\u306f\u51fa\u305f\u304c\u6bce\u56de\u539f\u5178\u3092\u958b\u3044\u3066\u5225\u306e\u7b87\u6240\u3092\u8aad\u3093\u3067\u3044\u308b\u306a\u3089\u3001\u691c\u7d22\u306e\u7cbe\u5ea6\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002**\u5229\u7528\u56de\u6570\u3067\u306f\u306a\u304f\u3001\u3053\u306e\u4e00\u81f4\u7387\u3067\u8a55\u4fa1\u3057\u3066\u304f\u3060\u3055\u3044\u3002**","minimal_setup":"1. \u904e\u53bb\u306b\u691c\u8a0e\u304c\u91cd\u306a\u3063\u305f\u3068\u5206\u304b\u3063\u3066\u3044\u308b\u9818\u57df\u30921\u3064\u9078\u3076\n2. \u305d\u306e\u9818\u57df\u306e\u5831\u544a\u66f8\u309230\u518a\u96c6\u3081\u308b\u3002**\u63a1\u752810\u518a\u30fb\u4e0d\u63a1\u752810\u518a\u30fb\u4e2d\u65ad10\u518a\u3092\u6df7\u305c\u308b**\n3. \u6280\u8853\u8005\u306b\u3001\u76f4\u8fd1\u3067\u5b9f\u969b\u306b\u8abf\u3079\u305f\u8cea\u554f\u309220\u4ef6\u66f8\u304d\u51fa\u3057\u3066\u3082\u3089\u3046\n4. \u751f\u6210AI\u306e\u753b\u9762\u306b\u5831\u544a\u66f8\u3092\u8aad\u307f\u8fbc\u307e\u305b\u300120\u4ef6\u306e\u8cea\u554f\u3092\u9806\u306b\u6295\u3052\u308b\n5. \u300c\u51fa\u5178\u304c\u6b63\u3057\u3044\u304b\u300d\u300c\u4e0d\u63a1\u7528\u30fb\u4e2d\u65ad\u306e\u691c\u8a0e\u3092\u62fe\u3048\u3066\u3044\u308b\u304b\u300d\u3092\u5224\u5b9a\u3057\u3066\u3082\u3089\u3046\n\n**4\u756a\u306e\u6642\u70b9\u3067\u306f\u691c\u7d22\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002** \u305d\u308c\u3067\u5f79\u306b\u7acb\u3064\u56de\u7b54\u304c\u51fa\u306a\u3044\u306a\u3089\u3001\u691c\u7d22\u3092\u4f5c\u3063\u3066\u3082\u5f79\u306b\u7acb\u3061\u307e\u305b\u3093\u3002**\u5224\u5b9a\u306f\u5fc5\u305a\u6280\u8853\u8005\u304c\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u51fa\u5178\u304c\u6b63\u3057\u3044\u304b\u306f\u3001\u539f\u5178\u3092\u77e5\u308b\u4eba\u306b\u3057\u304b\u5206\u304b\u308a\u307e\u305b\u3093\u3002\n\n| 20\u4ef6\u306e\u7d50\u679c | \u5224\u65ad |\n|:--|:--|\n| 15\u4ef6\u4ee5\u4e0a\u3067\u539f\u5178\u306b\u305f\u3069\u308a\u7740\u3051\u305f | \u691c\u7d22\u57fa\u76e4\u306e\u69cb\u7bc9\u306b\u9032\u3080\u4fa1\u5024\u304c\u3042\u308b |\n| 8\u301c14\u4ef6 | \u7528\u8a9e\u306e\u8a00\u3044\u63db\u3048\u3092\u8f9e\u66f8\u306b\u3059\u308b\u4f5c\u696d\u3092\u5148\u306b\u884c\u3044\u3001\u3082\u3046\u4e00\u5ea6\u6e2c\u308b |\n| 7\u4ef6\u4ee5\u4e0b | \u5831\u544a\u66f8\u306b\u6761\u4ef6\u3068\u7d50\u8ad6\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3002**\u4ed5\u7d44\u307f\u3067\u306f\u306a\u304f\u3001\u5831\u544a\u66f8\u306e\u66f8\u304d\u65b9\u304b\u3089\u7740\u624b\u3059\u308b** |","minimal_setup_short":"\u5831\u544a\u66f830\u518a\u3092\u4eba\u304c\u96c6\u3081\u3066\u751f\u6210AI\u306b\u8aad\u307f\u8fbc\u307e\u305b\u3001\u8cea\u554f\u3059\u308b \uff0f \u8aad\u3080\u4f5c\u696d\u306e\u4e00\u90e8","semi_auto_setup":"\u5168\u6587\u691c\u7d22\u3067\u5831\u544a\u66f8\u3092\u5f15\u3051\u308b\u3088\u3046\u306b\u3057\u3001\u4e0a\u4f4d\u3092\u4eba\u304c\u9078\u3093\u3067\u751f\u6210AI\u306b\u6e21\u3059 \uff0f \u63a2\u3059\u4f5c\u696d\u306e\u4e00\u90e8","full_setup":"\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\uff0b\u7528\u8a9e\u8f9e\u66f8\uff0b\u6a29\u9650\u3067\u306e\u7d5e\u308a\u8fbc\u307f\uff0b\u51fa\u5178\u4ed8\u304d\u56de\u7b54\uff0b\u7d22\u5f15\u306e\u81ea\u52d5\u66f4\u65b0 \uff0f \u63a2\u3059\u4f5c\u696d\u306e\u307b\u307c\u5168\u90e8","level_note":"**\u3053\u306e\u696d\u52d9\u3067\u306f\u3001\u534a\u81ea\u52d5\u5316\u3068\u672c\u683c\u69cb\u6210\u306e\u5dee\u304c\u5927\u304d\u304f\u51fa\u307e\u3059\u3002** \u8a00\u3044\u63db\u3048\u306e\u5438\u53ce\u3068\u6a29\u9650\u3067\u306e\u7d5e\u308a\u8fbc\u307f\u306f\u5168\u6587\u691c\u7d22\u3067\u306f\u5c4a\u304b\u306a\u3044\u305f\u3081\u3067\u3059\u3002\u5168\u6587\u691c\u7d22\u3060\u3051\u3067\u306f\u300c\u6b63\u5f0f\u540d\u79f0\u3067\u66f8\u304b\u308c\u305f\u5831\u544a\u66f8\u3057\u304b\u51fa\u3066\u3053\u306a\u3044\u300d\u72b6\u614b\u306b\u306a\u308a\u3001\u304b\u3048\u3063\u3066\u300c\u7121\u304b\u3063\u305f\u300d\u3068\u8aa4\u8a8d\u3057\u307e\u3059\u300240\u5206\u304c\u3001\u534a\u81ea\u52d5\u5316\u306725\u5206\u3001\u672c\u683c\u69cb\u6210\u306712\u5206\u7a0b\u5ea6\u304c\u60f3\u5b9a\u3067\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u793e\u5185\u306e\u7565\u53f7\u30fb\u958b\u767a\u30b3\u30fc\u30c9\u540d\u3067\u691c\u7d22\u304c\u5f53\u305f\u3089\u306a\u3044 | \u7528\u8a9e\u8f9e\u66f8\u3092\u4f5c\u308a\u3001\u8cea\u554f\u6587\u306e\u5c55\u958b\u3068\u65ad\u7247\u3078\u306e\u5225\u540d\u4f75\u8a18\u306e\u4e21\u65b9\u306b\u4f7f\u3046\u3002**\u8f9e\u66f8\u306f\u6280\u8853\u8005\u304c\u4f5c\u308b** |\n| \u4e0d\u63a1\u7528\u30fb\u4e2d\u65ad\u306e\u691c\u8a0e\u304c\u62fe\u3048\u306a\u3044 | \u7d50\u8ad6\u533a\u5206\u3092\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u6301\u3064\u3002**\u691c\u8a3c\u7528\u30c7\u30fc\u30bf\u306b\u4e0d\u63a1\u7528\u3068\u4e2d\u65ad\u3092\u6df7\u305c\u3066\u6e2c\u308b** |\n| AI\u304c\u300c\u3053\u306e\u6761\u4ef6\u304c\u6700\u9069\u300d\u3068\u66f8\u304f | \u7d50\u8ad6\u3068\u63a8\u5968\u306e\u7981\u6b62\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5165\u308c\u3001\u51fa\u529b\u306e\u691c\u67fb\u3067\u63a8\u5968\u8868\u73fe\u3092\u691c\u51fa\u3059\u308b |\n| \u5b58\u5728\u3057\u306a\u3044\u5831\u544a\u66f8\u756a\u53f7\u3092\u8fd4\u3059 | `ref` \u3092\u6e21\u3057\u305f\u65ad\u7247\u3068\u7a81\u5408\u3059\u308b\u3002\u307e\u305f\u306f\u51fa\u5178\u3092\u751f\u6210\u3055\u305b\u306a\u3044 |\n| \u95b2\u89a7\u6a29\u9650\u306e\u306a\u3044\u6587\u66f8\u304c\u56de\u7b54\u306b\u51fa\u308b | **\u691c\u7d22\u306e\u6bb5\u968e\u3067\u9664\u5916\u3059\u308b**\uff08\u00a713\uff09 |\n| \u4f7f\u308f\u308c\u306a\u3044 | \u300c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u300d\u8cea\u554f\u3092\u6708\u6b21\u3067\u898b\u76f4\u3057\u3001\u6587\u66f8\u3068\u8f9e\u66f8\u3092\u8db3\u3059\u3002**\u6700\u521d\u306e1\u304b\u6708\u3067\u7b54\u3048\u304c\u51fa\u306a\u3044\u3068\u3001\u4f7f\u308f\u308c\u306a\u304f\u306a\u308b** |","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u6280\u8853\u5831\u544a\u66f8\u3001\u8a66\u4f5c\u691c\u8a0e\u66f8\u3001\u4ed6\u793e\u54c1\u306e\u5206\u6790\u7d50\u679c\u3001\u5171\u540c\u958b\u767a\u306e\u6210\u679c\u7269\u3001\u51fa\u9858\u524d\u306e\u767a\u660e\u3092\u542b\u3080\u6587\u66f8\u3002**\u81ea\u793e\u306e\u6280\u8853\u7684\u306a\u84c4\u7a4d\u305d\u306e\u3082\u306e\u3067\u3001\u793e\u5185\u3067\u3082\u95b2\u89a7\u7bc4\u56f2\u304c\u5206\u304b\u308c\u3066\u3044\u308b\u6587\u66f8\u7fa4\u3067\u3059\u3002**\n\n1. **\u95b2\u89a7\u6a29\u9650\u3092\u691c\u7d22\u306e\u6bb5\u968e\u3067\u7d5e\u308b** \u2026 \u3082\u3063\u3068\u3082\u91cd\u8981\u306a\u8a2d\u8a08\u3067\u3059\u3002**\u751f\u6210\u306e\u5f8c\u3067\u6a29\u9650\u306e\u306a\u3044\u5185\u5bb9\u3092\u843d\u3068\u3059\u8a2d\u8a08\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u305d\u306e\u6642\u70b9\u3067\u5185\u5bb9\u306f\u3059\u3067\u306b\u751f\u6210AI\u3078\u6e21\u3063\u3066\u3044\u307e\u3059\u3002OpenSearch\u306e\u6587\u66f8\u30ec\u30d9\u30eb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306f\u3001\u5f79\u5272\u3054\u3068\u306b\u3001\u8aad\u307f\u53d6\u308a\u64cd\u4f5c\u3067\u53d6\u5f97\u3067\u304d\u308b\u6587\u66f8\u3092\u6c7a\u3081\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u305f\u3060\u3057\u66f8\u304d\u8fbc\u307f\u306f\u5236\u9650\u3057\u306a\u3044\u3053\u3068\u3001\u8a2d\u5b9a\u30b5\u30a4\u30ba\u306b\u4e0a\u9650\u304c\u3042\u308b\u3053\u3068\u3001\u8907\u6570\u306e\u5f79\u5272\u3067\u306f\u5236\u9650\u5074\u304c\u512a\u5148\u3055\u308c\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\n2. **\u51fa\u9858\u524d\u306e\u767a\u660e** \u2026 \u7d22\u5f15\u306b\u5165\u308c\u308b\u304b\u3092\u77e5\u8ca1\u90e8\u9580\u3068\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002\u5165\u308c\u308b\u5834\u5408\u306f**\u5225\u306e\u7d22\u5f15\u306b\u5206\u3051\u3001\u9650\u5b9a\u3057\u305f\u5f79\u5272\u306b\u306e\u307f\u8a31\u53ef\u3057\u307e\u3059**\n3. **\u5171\u540c\u958b\u767a\u306e\u6210\u679c\u7269\u3068\u4ed6\u793e\u54c1\u306e\u5206\u6790\u7d50\u679c** \u2026 \u5171\u540c\u958b\u767a\u3067\u5f97\u305f\u7d50\u679c\u306f\u3001\u5951\u7d04\u3067\u76ee\u7684\u5916\u306e\u5229\u7528\u304c\u7981\u3058\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u5951\u7d04\u533a\u5206\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u6301\u305f\u305b\u3001\u65e2\u5b9a\u3067\u306f\u691c\u7d22\u5bfe\u8c61\u5916\u306b\u3057\u3066\u304f\u3060\u3055\u3044**\n4. **\u5916\u90e8AI\u3078\u306e\u5165\u529b\u3068\u4eba\u540d** \u2026 \u5831\u544a\u66f8\u306e\u672c\u6587\u304c\u5916\u90e8\u3078\u6e21\u308a\u307e\u3059\u3002\u4fdd\u5b58\u5730\u57df\u3068\u3001\u5165\u529b\u3092\u5b66\u7fd2\u306b\u4f7f\u308f\u306a\u3044\u3053\u3068\u3092\u5951\u7d04\u3067\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u51fa\u5178\u306e\u62c5\u5f53\u8005\u540d\u306f\u5fc5\u8981\u3067\u3059\u304c\u3001**\u6c0f\u540d\u3092\u6b8b\u3057\u3001\u9023\u7d61\u5148\u306f\u8868\u793a\u3057\u306a\u3044**\u306e\u3092\u57fa\u672c\u306b\u3057\u307e\u3059\n5. **\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3088\u3044\u7bc4\u56f2** \u2026 \u56de\u7b54\u306e\u63d0\u793a\u307e\u3067\u3067\u3059\u3002**\u691c\u8a0e\u30c6\u30fc\u30de\u306e\u63a1\u5426\u3001\u8a66\u4f5c\u6761\u4ef6\u306e\u78ba\u5b9a\u3092\u81ea\u52d5\u5316\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u3068\u304d\u306e\u30ea\u30b9\u30af\u306f\u3001\u6a29\u9650\u306e\u306a\u3044\u6587\u66f8\u306e\u5185\u5bb9\u304c\u4f1d\u308f\u308b\u3053\u3068\u3001\u51fa\u9858\u524d\u306e\u767a\u660e\u304c\u5e83\u304c\u308b\u3053\u3068\u3001\u5951\u7d04\u9055\u53cd\u3067\u3059\u3002**\u3053\u306e\u69cb\u6210\u306f\u300c\u63a2\u3059\u6642\u9593\u3092\u77ed\u304f\u3059\u308b\u300d\u3082\u306e\u3067\u3042\u3063\u3066\u3001\u300c\u5224\u65ad\u3092\u4ee3\u884c\u3059\u308b\u300d\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**","recommended_for":"\u6280\u8853\u5831\u544a\u66f8\u30fb\u8a66\u4f5c\u691c\u8a0e\u66f8\u304c10\u5e74\u5206\u4ee5\u4e0a\u305f\u307e\u3063\u3066\u3044\u3066\u3001\u90e8\u7f72\u5225\u30fb\u5e74\u5ea6\u5225\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u5206\u304b\u308c\u3066\u3044\u308b\u7814\u7a76\u958b\u767a\u90e8\u9580\u3002\u793e\u5185\u306e\u7565\u53f7\u3084\u958b\u767a\u30b3\u30fc\u30c9\u540d\u304c\u5b9a\u7740\u3057\u3066\u3044\u3066\u3001\u8a9e\u306e\u4e00\u81f4\u3067\u306f\u691c\u7d22\u304c\u6210\u7acb\u3057\u306a\u3044\u5834\u5408\u3002\u30d9\u30c6\u30e9\u30f3\u6280\u8853\u8005\u3078\u306e\u53e3\u982d\u7167\u4f1a\u3067\u56de\u3063\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u5831\u544a\u66f8\u304c\u6570\u767e\u4ef6\u3067\u30011\u3064\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u547d\u540d\u898f\u5247\u3069\u304a\u308a\u4e26\u3093\u3067\u3044\u308b\u5834\u5408\u3002\u691c\u8a0e\u306e\u6761\u4ef6\u3068\u7d50\u8ad6\u304c\u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u3066\u304a\u3089\u305a\u3001\u8a18\u9332\u305d\u306e\u3082\u306e\u304c\u6210\u7acb\u3057\u3066\u3044\u306a\u3044\u5834\u5408\uff08\u307e\u305a\u5831\u544a\u66f8\u306e\u66f8\u304d\u65b9\u304b\u3089\u7740\u624b\u3059\u308b\uff09\u3002\u51fa\u9858\u524d\u306e\u767a\u660e\u3092\u542b\u3080\u6587\u66f8\u3092\u5206\u96e2\u3067\u304d\u306a\u3044\u5834\u5408\u3002","first_step":"**1\u9031\u76ee\uff1a\u91cd\u8907\u3057\u305f\u691c\u8a0e\u3092\u6570\u3048\u308b**\n\n\u904e\u53bb2\u5e74\u306e\u30c6\u30fc\u30de\u306e\u3046\u3061\u3001\u300c\u5f8c\u304b\u3089\u3001\u4ee5\u524d\u306b\u3082\u4f3c\u305f\u691c\u8a0e\u304c\u3042\u3063\u305f\u3068\u5206\u304b\u3063\u305f\u3082\u306e\u300d\u304c\u4f55\u4ef6\u3042\u3063\u305f\u304b\u3092\u6280\u8853\u8005\u306b\u6319\u3052\u3066\u3082\u3089\u3044\u307e\u3059\u3002**\u3053\u306e\u4ef6\u6570\u304c\u3001\u3053\u306e\u69cb\u6210\u3092\u4f5c\u308b\u7406\u7531\u305d\u306e\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002** 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|\n|:--|:--|:--|\n| \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u304c\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u610f\u5473\u306b\u3088\u308b\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3002\u7d71\u5408\u306b\u3001\u6b63\u898f\u5316\u30d7\u30ed\u30bb\u30c3\u30b5\u3068\u30b9\u30b3\u30a2\u30e9\u30f3\u30ab\u30fc\u30d7\u30ed\u30bb\u30c3\u30b5\uff08Reciprocal Rank Fusion\uff09\u306e2\u65b9\u5f0f\u304c\u3042\u308b\u3053\u3068 | [OpenSearch: Hybrid search](https:\/\/github.com\/opensearch-project\/documentation-website\/blob\/main\/_vector-search\/ai-search\/hybrid-search\/index.md) | 2026-09-15 |\n| BM25\u3068\u8fd1\u508d\u691c\u7d22\u306f\u30b9\u30b3\u30a2\u306e\u5c3a\u5ea6\u304c\u7570\u306a\u308b\u305f\u3081\u5408\u6210\u524d\u306e\u6b63\u898f\u5316\u304c\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u3002min_max\u30fbL2\u30fbz-score \u3068\u7b97\u8853\u5e73\u5747\u30fb\u5e7e\u4f55\u5e73\u5747\u30fb\u8abf\u548c\u5e73\u5747\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u3002OpenSearch 2.10\u3067\u5c0e\u5165\u3055\u308c\u305f\u3053\u3068 | [OpenSearch: Normalization processor](https:\/\/docs.opensearch.org\/latest\/search-plugins\/search-pipelines\/normalization-processor\/) | 2026-09-15 |\n| \u6587\u66f8\u30ec\u30d9\u30eb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u3001\u8aad\u307f\u53d6\u308a\u64cd\u4f5c\u3067\u5f79\u5272\u3054\u3068\u306b\u53d6\u5f97\u3067\u304d\u308b\u6587\u66f8\u3092\u6c7a\u3081\u308b\u6a5f\u80fd\u3067\u3042\u308b\u3053\u3068\u3002\u66f8\u304d\u8fbc\u307f\u306f\u5236\u9650\u3057\u306a\u3044\u3053\u3068\u3002\u8a2d\u5b9a\u30b5\u30a4\u30ba\u306b\u4e0a\u9650\u304c\u3042\u308b\u3053\u3068\u3002\u8907\u6570\u306e\u5f79\u5272\u3067\u306f\u5236\u9650\u5074\u304c\u512a\u5148\u3055\u308c\u308b\u3053\u3068 | [OpenSearch: Document-level security](https:\/\/docs.opensearch.org\/latest\/security\/access-control\/document-level-security\/) | 2026-09-15 |\n| \u691c\u7d22\u7d50\u679c\u30d6\u30ed\u30c3\u30af\u304c `source`\uff08URL\u307e\u305f\u306f\u8b58\u5225\u5b50\uff09\u3068 `title` \u3092\u5fc5\u9808\u9805\u76ee\u306b\u6301\u3064\u3053\u3068 | [Claude Docs: Search results](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/search-results) | 2026-09-15 |\n| \u5f15\u7528\u6a5f\u80fd\u306e `cited_text` \u304c\u751f\u6210\u3067\u306f\u306a\u304f\u5143\u306e\u6587\u66f8\u304b\u3089\u5207\u308a\u51fa\u3055\u308c\u305f\u3082\u306e\u3067\u3001\u6709\u52b9\u306a\u53c2\u7167\u3067\u3042\u308b\u3053\u3068\u304c\u4fdd\u8a3c\u3055\u308c\u308b\u3053\u3068\u3002\u30c6\u30ad\u30b9\u30c8\u3092\u53d6\u308a\u51fa\u305b\u306a\u3044\u30b9\u30ad\u30e3\u30f3PDF\u306f\u5f15\u7528\u3067\u304d\u306a\u3044\u3053\u3068\u3002\u69cb\u9020\u5316\u51fa\u529b\u3068\u540c\u6642\u306b\u6307\u5b9a\u3059\u308b\u3068\u30a8\u30e9\u30fc\u306b\u306a\u308b\u3053\u3068 | [Claude Docs: Citations](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/citations) | 2026-09-15 |\n| Read \u30e2\u30c7\u30eb\u304cPDF\u3068\u30b9\u30ad\u30e3\u30f3\u753b\u50cf\u304b\u3089\u5370\u5237\u6587\u5b57\u3068\u624b\u66f8\u304d\u6587\u5b57\u3092\u62bd\u51fa\u3057\u3001\u6bb5\u843d\u30fb\u884c\u30fb\u5358\u8a9e\u30fb\u8a00\u8a9e\u3092\u8fd4\u3059\u3053\u3068\u3002v4.0\u306b\u30c6\u30ad\u30b9\u30c8\u3092\u57cb\u3081\u8fbc\u3093\u3060PDF\u3078\u5909\u63db\u3059\u308b\u6a5f\u80fd\u304c\u3042\u308b\u3053\u3068 | [MicrosoftDocs: Read model](https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/document-intelligence\/prebuilt\/read) | 2026-09-15 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