{"id":3048,"date":"2026-09-04T08:00:00","date_gmt":"2026-09-03T23:00:00","guid":{"rendered":"https:\/\/aiiot.jp\/?p=3048"},"modified":"2026-09-01T10:59:05","modified_gmt":"2026-09-01T01:59:05","slug":"llm-annotate-attribution-graphs","status":"publish","type":"post","link":"https:\/\/aiiot.jp\/index.php\/2026\/09\/04\/llm-annotate-attribution-graphs\/","title":{"rendered":"\u8ad6\u6587\u89e3\u8aac\uff1aAI\u306e\u300c\u306a\u305c\u305d\u306e\u7b54\u3048\u3092\u51fa\u3057\u305f\u304b\u300d\u304c\u3064\u3044\u306b\u81ea\u52d5\u89e3\u660e\u3067\u304d\u308b\u6642\u4ee3\u3078(RAG,\u5e30\u5c5e\u30b0\u30e9\u30d5)"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_87 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u3082\u304f\u3058<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a9d2cb8457db\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" 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ez-toc-heading-12\" href=\"https:\/\/aiiot.jp\/index.php\/2026\/09\/04\/llm-annotate-attribution-graphs\/#%E3%80%8C%E8%87%AA%E5%8B%95%E8%A9%95%E4%BE%A1%E3%81%A7%E4%BA%BA%E9%96%93%E4%B8%A6%E3%81%BF%E3%80%8D%E3%81%AF%E9%A1%8D%E9%9D%A2%E9%80%9A%E3%82%8A%E3%81%AB%E5%8F%97%E3%81%91%E5%8F%96%E3%82%8C%E3%81%AA%E3%81%84\" >\u300c\u81ea\u52d5\u8a55\u4fa1\u3067\u4eba\u9593\u4e26\u307f\u300d\u306f\u984d\u9762\u901a\u308a\u306b\u53d7\u3051\u53d6\u308c\u306a\u3044<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/aiiot.jp\/index.php\/2026\/09\/04\/llm-annotate-attribution-graphs\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/aiiot.jp\/index.php\/2026\/09\/04\/llm-annotate-attribution-graphs\/#%E5%8F%82%E7%85%A7%E3%83%AA%E3%83%B3%E3%82%AF\" 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class=\"wp-block-paragraph\">\u300c\u3053\u306eAI\u3001\u306a\u3093\u3067\u3053\u3093\u306a\u7b54\u3048\u3092\u51fa\u3057\u305f\u3093\u3060\u308d\u3046\uff1f\u300d\u2500\u2500\u4f7f\u3063\u3066\u3044\u3066\u4e0d\u601d\u8b70\u306b\u601d\u3063\u305f\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n<p class=\"wp-block-paragraph\">ChatGPT\u3084Claude\u306b\u8cea\u554f\u3057\u305f\u3068\u304d\u3001\u6b63\u3057\u3044\u7b54\u3048\u304c\u8fd4\u3063\u3066\u304f\u308b\u3053\u3068\u3082\u3042\u308c\u3070\u3001\u307e\u308b\u3067\u81ea\u4fe1\u6e80\u3005\u306b\u5618\u3092\u3064\u304f\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u3067\u3082\u3001\u305d\u306e\u7406\u7531\u3092\u79c1\u305f\u3061\u306f\u77e5\u308b\u8853\u304c\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u307e\u308b\u3067\u300c\u982d\u306e\u4e2d\u304c\u898b\u3048\u306a\u3044\u4eba\u300d\u3068\u4f1a\u8a71\u3057\u3066\u3044\u308b\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u305d\u306e\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u3092\u3053\u3058\u958b\u3051\u3088\u3046\u3068\u3059\u308b\u7814\u7a76\u304c\u3001\u3044\u307e\u6025\u901f\u306b\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u305d\u3057\u30662026\u5e747\u6708\u3001\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u7814\u7a76\u8005\u305f\u3061\u304c\u300cAI\u304c\u81ea\u5206\u306e\u601d\u8003\u56de\u8def\u3092\u5730\u56f3\u5316\u3057\u305f\u30b0\u30e9\u30d5\u3092\u3001\u5225\u306eAI\u306b\u81ea\u52d5\u3067\u8aad\u307f\u89e3\u304b\u305b\u3089\u308c\u308b\u300d\u3068\u3044\u3046\u8ad6\u6587\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2 style=\"margin: 1.8em 0 .7em; padding: .45em .75em; border-left: 6px solid #16803d; border-bottom: 2px solid #e5e9ef; font-size: 1.42em; font-weight: bold; color: #1f2733; line-height: 1.45;\" id=\"i-1\"><span class=\"ez-toc-section\" id=\"%E3%81%9D%E3%82%82%E3%81%9D%E3%82%82%E3%81%A9%E3%81%86%E3%81%84%E3%81%86%E3%81%93%E3%81%A8%EF%BC%9F\"><\/span>\u305d\u3082\u305d\u3082\u3069\u3046\u3044\u3046\u3053\u3068\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"margin: 1.5em 0 .5em; padding: .15em 0 .15em .6em; border-left: 4px solid #4fae74; font-size: 1.18em; font-weight: bold; color: #24303f; line-height: 1.5;\" id=\"i-2\"><span class=\"ez-toc-section\" id=\"AI%E3%81%AE%E3%80%8C%E6%80%9D%E8%80%83%E5%9B%9E%E8%B7%AF%E3%81%AE%E5%9C%B0%E5%9B%B3%E3%80%8D%EF%BC%9D%E5%B8%B0%E5%B1%9E%E3%82%B0%E3%83%A9%E3%83%95\"><\/span>AI\u306e\u300c\u601d\u8003\u56de\u8def\u306e\u5730\u56f3\u300d\uff1d\u5e30\u5c5e\u30b0\u30e9\u30d5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u307e\u305a\u300c\u5e30\u5c5e\u30b0\u30e9\u30d5\u300d\u3068\u3044\u3046\u8a00\u8449\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u300c\u30de\u30a4\u30b1\u30eb\u30fb\u30b8\u30e7\u30fc\u30c0\u30f3\u306e\u30c1\u30fc\u30e0\u306e\u672c\u62e0\u5730\u306f\uff1f\u300d\u3068AI\u306b\u805e\u3044\u305f\u3068\u3057\u307e\u3059\u3002AI\u304c\u300c\u30b7\u30ab\u30b4\u300d\u3068\u7b54\u3048\u308b\u307e\u3067\u306b\u306f\u3001\u300c\u30de\u30a4\u30b1\u30eb\u30fb\u30b8\u30e7\u30fc\u30c0\u30f3 \u2192 \u30d0\u30b9\u30b1\u30c3\u30c8\u9078\u624b \u2192 \u30b7\u30ab\u30b4\u30fb\u30d6\u30eb\u30ba \u2192 \u30b7\u30ab\u30b4\u300d\u3068\u3044\u3046\u60c5\u5831\u306e\u6d41\u308c\u304c\u30e2\u30c7\u30eb\u306e\u5185\u90e8\u3067\u8d77\u304d\u3066\u3044\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u5e30\u5c5e\u30b0\u30e9\u30d5\u3068\u306f\u3001\u3053\u306e\u300c\u60c5\u5831\u304c\u3069\u3053\u3092\u7d4c\u7531\u3057\u3066\u304d\u305f\u304b\u300d\u3092\u3001\u30ce\u30fc\u30c9\uff08\u70b9\uff09\u3068\u30a8\u30c3\u30b8\uff08\u7dda\uff09\u3067\u63cf\u3044\u305f&#8221;\u601d\u8003\u56de\u8def\u306e\u5730\u56f3&#8221;<\/strong>\u3067\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u30ce\u30fc\u30c9\u306f\u300cAI\u304c\u5185\u90e8\u3067\u51e6\u7406\u3057\u3066\u3044\u308b\u6982\u5ff5\u306e\u304b\u305f\u307e\u308a\u300d\u3001\u30a8\u30c3\u30b8\u306f\u300c\u3042\u308b\u6982\u5ff5\u304c\u5225\u306e\u6982\u5ff5\u306b\u3069\u308c\u3060\u3051\u5f71\u97ff\u3092\u4e0e\u3048\u305f\u304b\u300d\u3092\u8868\u3057\u307e\u3059\u3002\u3053\u308c\u3092\u4f7f\u3046\u3068\u3001\u300c\u3053\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5bfe\u3057\u3066AI\u304c\u3069\u3093\u306a\u5185\u90e8\u51e6\u7406\u3092\u7d4c\u3066\u7b54\u3048\u306b\u8fbf\u308a\u7740\u3044\u305f\u304b\u300d\u3092\u56e0\u679c\u7684\u306b\u8ffd\u3044\u304b\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n<figure style=\"margin: 1.6em 0; text-align: center;\"><img decoding=\"async\" style=\"max-width: 100%; height: auto; border-radius: 10px; border: 1px solid #e5e9ef;\" src=\"https:\/\/aiiot.jp\/wp-content\/uploads\/2026\/09\/0ecb8a11_illus1_1788225977.png\" alt=\"\u5165\u529b\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u51fa\u529b\u307e\u3067\u3001\u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8\u3067\u60c5\u5831\u306e\u6d41\u308c\u3092\u793a\u3059\u5e30\u5c5e\u30b0\u30e9\u30d5\u306e\u30a4\u30e1\u30fc\u30b8\u56f3\"><\/figure>\n<h3 style=\"margin: 1.5em 0 .5em; padding: .15em 0 .15em .6em; border-left: 4px solid #4fae74; font-size: 1.18em; font-weight: bold; color: #24303f; line-height: 1.5;\" id=\"i-3\"><span class=\"ez-toc-section\" id=\"%E5%95%8F%E9%A1%8C%E3%81%AF%E3%80%8C%E5%9C%B0%E5%9B%B3%E3%81%8C%E5%B7%A8%E5%A4%A7%E3%81%99%E3%81%8E%E3%82%8B%E3%80%8D%E3%81%93%E3%81%A8\"><\/span>\u554f\u984c\u306f\u300c\u5730\u56f3\u304c\u5de8\u5927\u3059\u304e\u308b\u300d\u3053\u3068<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u3053\u3053\u306b\u5927\u304d\u306a\u58c1\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u5e30\u5c5e\u30b0\u30e9\u30d5\u306f\u7406\u8ad6\u4e0a\u306f\u7d20\u6674\u3089\u3057\u3044\u30c4\u30fc\u30eb\u3067\u3059\u304c\u3001\u77ed\u3044\u8cea\u554f1\u4ef6\u3092\u5206\u6790\u3059\u308b\u3060\u3051\u3067\u3001\u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8\u304c <strong>600\u301c5,000\u500b<\/strong> \u306b\u81a8\u308c\u3042\u304c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u719f\u7df4\u3057\u305f\u7814\u7a76\u8005\u3067\u3082\u30011\u3064\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u89e3\u6790\u3059\u308b\u306e\u306b\u7d042\u6642\u9593\u304b\u304b\u308b\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3067\u306f\u5b9f\u7528\u5316\u306b\u307b\u3069\u9060\u3044\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u305d\u3053\u3067\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306eAmeen\u30893\u540d\u306e\u7814\u7a76\u8005\u304c\u63d0\u6848\u3057\u305f\u306e\u304c\u3001\u4eca\u56de\u7d39\u4ecb\u3059\u308b\u8ad6\u6587\u300cLLMs Can Annotate Attribution Graphs\uff08LLM\u306f\u5e30\u5c5e\u30b0\u30e9\u30d5\u306b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u304d\u308b\uff09\u300d\u3067\u3059\u3002<\/p>\n<h2 style=\"margin: 1.8em 0 .7em; padding: .45em .75em; border-left: 6px solid #16803d; border-bottom: 2px solid #e5e9ef; font-size: 1.42em; font-weight: bold; color: #1f2733; line-height: 1.45;\" id=\"i-4\"><span class=\"ez-toc-section\" id=\"%E3%81%AA%E3%81%9C%E6%B3%A8%E7%9B%AE%E3%81%95%E3%82%8C%E3%81%A6%E3%81%84%E3%82%8B%E3%81%AE%E3%81%8B%EF%BC%8F%E4%BD%95%E3%81%8C%E3%81%99%E3%81%94%E3%81%84%E3%81%AE%E3%81%8B\"><\/span>\u306a\u305c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304b\uff0f\u4f55\u304c\u3059\u3054\u3044\u306e\u304b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"margin: 1.5em 0 .5em; padding: .15em 0 .15em .6em; border-left: 4px solid #4fae74; font-size: 1.18em; font-weight: bold; color: #24303f; line-height: 1.5;\" id=\"i-5\"><span class=\"ez-toc-section\" id=\"%E3%82%B7%E3%83%B3%E3%83%97%E3%83%AB%E3%81%AA%E7%99%BA%E6%83%B3%EF%BC%9A%E3%80%8CLLM%E3%81%AB%E8%AA%AD%E3%81%BE%E3%81%9B%E3%81%A6%E3%81%97%E3%81%BE%E3%81%88%E3%80%8D\"><\/span>\u30b7\u30f3\u30d7\u30eb\u306a\u767a\u60f3\uff1a\u300cLLM\u306b\u8aad\u307e\u305b\u3066\u3057\u307e\u3048\u300d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u3053\u308c\u307e\u3067\u306e\u7814\u7a76\u3067\u306f\u3001\u5de8\u5927\u306a\u5e30\u5c5e\u30b0\u30e9\u30d5\u3092\u6574\u7406\u3059\u308b\u305f\u3081\u306b\u8907\u96d1\u306a\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u7279\u5fb4\u91cf\u306e\u6570\u5024\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u3067\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3059\u308b\u624b\u6cd5\uff09\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8ad6\u6587\u304c\u63d0\u6848\u3057\u305f\u306e\u306f\u3001\u3082\u3063\u3068\u76f4\u611f\u7684\u306a\u65b9\u6cd5\u3067\u3059\u3002<span style=\"background: linear-gradient(transparent 58%, #fff176 58%); font-weight: 600; padding: 0 .06em;\">\u5404\u7279\u5fb4\u91cf\uff08AI\u304c\u5185\u90e8\u3067\u51e6\u7406\u3057\u3066\u3044\u308b\u6982\u5ff5\u306e\u304b\u305f\u307e\u308a\uff09\u306e\u8aac\u660e\u6587\u3092\u305d\u306e\u307e\u307eLLM\u306b\u6e21\u3057\u3066\u3001\u300c\u540c\u3058\u6982\u5ff5\u306e\u3082\u306e\u3092\u30b0\u30eb\u30fc\u30d7\u306b\u307e\u3068\u3081\u3066\u300d\u3068\u983c\u3080<\/span>\u3068\u3044\u3046\u3001\u62cd\u5b50\u629c\u3051\u3059\u308b\u307b\u3069\u30b7\u30f3\u30d7\u30eb\u306a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u3068\u3057\u3066\u3001LLM\u304c\u81ea\u52d5\u3067\u307e\u3068\u3081\u305f\u300c\u30b9\u30fc\u30d1\u30fc\u30ce\u30fc\u30c9\uff08\u95a2\u9023\u3059\u308b\u7279\u5fb4\u91cf\u3092\u3072\u3068\u3064\u306b\u307e\u3068\u3081\u305f\u30b0\u30eb\u30fc\u30d7\uff09\u300d\u306f\u3001\u4eba\u9593\u306e\u5c02\u9580\u5bb6\u304c\u624b\u4f5c\u696d\u3067\u4f5c\u3063\u305f\u3082\u306e\u3068\u540c\u7b49\u306e\u54c1\u8cea\u3092\u6301\u3064\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<h3 style=\"margin: 1.5em 0 .5em; padding: .15em 0 .15em .6em; border-left: 4px solid #4fae74; font-size: 1.18em; font-weight: bold; color: #24303f; line-height: 1.5;\" id=\"i-6\"><span class=\"ez-toc-section\" id=\"%E7%B2%BE%E5%BA%A6%E3%82%82%E5%AE%9F%E7%94%A8%E6%80%A7%E3%82%82%E9%AB%98%E3%81%84\"><\/span>\u7cbe\u5ea6\u3082\u5b9f\u7528\u6027\u3082\u9ad8\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u5b9a\u91cf\u7684\u306a\u8a55\u4fa1\u3067\u3082\u5370\u8c61\u7684\u306a\u7d50\u679c\u304c\u51fa\u3066\u3044\u307e\u3059\u3002\u300cA\u56fd\u306e\u9996\u90fd\u2192\u305d\u306e\u56fd\u306e\u516c\u7528\u8a9e\u2192\u305d\u306e\u8a00\u8a9e\u306e\u4e3b\u8981\u90fd\u5e02\u300d\u306e\u3088\u3046\u306b\u30012\u6bb5\u968e\u306e\u63a8\u8ad6\u304c\u5fc5\u8981\u306a\u554f\u984c\uff082\u30db\u30c3\u30d7\u63a8\u8ad6\u30bf\u30b9\u30af\uff09\u3067\u3001 <span style=\"background: linear-gradient(transparent 58%, #fff176 58%); font-weight: 600; padding: 0 .06em;\">100\u4ef6\u4e2d97\u4ef6\u3067\u6b63\u3057\u3044\u4e2d\u9593\u30b9\u30c6\u30c3\u30d7\u3092\u81ea\u52d5\u3067\u7279\u5b9a<\/span> \u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u307e\u3057\u305f\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001Wikipedia\u306e\u6587\u7ae0\u88dc\u5b8c\u30bf\u30b9\u30af\u3067\u751f\u6210\u3057\u305f1,000\u4ef6\u3082\u306e\u5e30\u5c5e\u30b0\u30e9\u30d5\u3092\u81ea\u52d5\u3067\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\uff08\u5206\u6790\u30fb\u30e9\u30d9\u30eb\u4ed8\u3051\uff09\u3057\u3001\u8208\u5473\u6df1\u3044\u4e8b\u4f8b\u3092\u767a\u898b\u3059\u308b\u5927\u898f\u6a21\u5b9f\u9a13\u306b\u3082\u5fdc\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u4eba\u624b\u3067\u306f\u5230\u5e95\u3053\u306a\u305b\u306a\u3044\u30b9\u30b1\u30fc\u30eb\u3067\u3001AI\u306e\u601d\u8003\u56de\u8def\u306e\u89e3\u8aad\u304c\u59cb\u307e\u3063\u305f\u308f\u3051\u3067\u3059\u3002<\/p>\n<figure style=\"margin: 1.6em 0; text-align: center;\"><img decoding=\"async\" style=\"max-width: 100%; height: auto; border-radius: 10px; border: 1px solid #e5e9ef;\" src=\"https:\/\/aiiot.jp\/wp-content\/uploads\/2026\/09\/0ecb8a11_chart2_1788225977.png\" alt=\"2\u30db\u30c3\u30d7\u63a8\u8ad6\u30bf\u30b9\u30af\u306e\u81ea\u52d5\u30fb\u624b\u52d5\u306e\u7cbe\u5ea6\u6bd4\u8f03\"><\/figure>\n<h3 style=\"margin: 1.5em 0 .5em; padding: .15em 0 .15em .6em; border-left: 4px solid #4fae74; font-size: 1.18em; font-weight: bold; color: #24303f; line-height: 1.5;\" id=\"i-7\"><span class=\"ez-toc-section\" id=\"%E3%83%A1%E3%82%AB%E3%83%8B%E3%82%B9%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E8%A7%A3%E9%87%88%E5%8F%AF%E8%83%BD%E6%80%A7%E3%81%AE%E6%80%A5%E6%88%90%E9%95%B7\"><\/span>\u30e1\u30ab\u30cb\u30b9\u30c6\u30a3\u30c3\u30af\u89e3\u91c8\u53ef\u80fd\u6027\u306e\u6025\u6210\u9577<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u3053\u306e\u7814\u7a76\u304c\u5c5e\u3059\u308b\u300c\u30e1\u30ab\u30cb\u30b9\u30c6\u30a3\u30c3\u30af\u89e3\u91c8\u53ef\u80fd\u6027\u300d\u3068\u3044\u3046\u5206\u91ce\u2500\u2500\u300cAI\u306e\u5185\u90e8\u3092\u30ea\u30d0\u30fc\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3057\u3066\u3001\u306a\u305c\u305d\u306e\u7b54\u3048\u3092\u51fa\u3057\u305f\u304b\u3092\u89e3\u660e\u3057\u3088\u3046\u3068\u3059\u308b\u7814\u7a76\u300d\u2500\u2500\u306f\u30012025\u5e74\u3060\u3051\u3067\u95a2\u9023\u8ad6\u6587\u304c3.7\u500d\u306b\u5897\u52a0\u3057\u305f\u3068\u3082\u8a00\u308f\u308c\u308b\u307b\u3069\u6025\u6210\u9577\u4e2d\u3067\u3059\u3002Anthropic\u304c2025\u5e743\u6708\u306b\u5e30\u5c5e\u30b0\u30e9\u30d5\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3092\u516c\u958b\u3057\u305f\u3053\u3068\u3082\u3001\u3053\u306e\u6d41\u308c\u3092\u52a0\u901f\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 style=\"margin: 1.8em 0 .7em; padding: .45em .75em; border-left: 6px solid #16803d; border-bottom: 2px solid #e5e9ef; font-size: 1.42em; font-weight: bold; color: #1f2733; line-height: 1.45;\" id=\"i-8\"><span class=\"ez-toc-section\" id=\"%E3%82%8F%E3%81%9F%E3%81%97%E3%81%9F%E3%81%A1%E3%81%AB%E3%81%A9%E3%81%86%E9%96%A2%E4%BF%82%E3%81%99%E3%82%8B%EF%BC%9F\"><\/span>\u308f\u305f\u3057\u305f\u3061\u306b\u3069\u3046\u95a2\u4fc2\u3059\u308b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"margin: 1.5em 0 .5em; padding: .15em 0 .15em .6em; border-left: 4px solid #4fae74; font-size: 1.18em; font-weight: bold; color: #24303f; line-height: 1.5;\" id=\"i-9\"><span class=\"ez-toc-section\" id=\"RAG%E3%81%AE%E3%80%8C%E8%87%AA%E4%BF%A1%E6%BA%80%E3%80%85%E3%81%AA%E5%98%98%E3%80%8D%E3%82%92%E9%98%B2%E3%81%92%E3%82%8B%E3%81%8B%E3%82%82%E3%81%97%E3%82%8C%E3%81%AA%E3%81%84\"><\/span>RAG\u306e\u300c\u81ea\u4fe1\u6e80\u3005\u306a\u5618\u300d\u3092\u9632\u3052\u308b\u304b\u3082\u3057\u308c\u306a\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u300cRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u300d\u3068\u3044\u3046\u6280\u8853\u304c\u3042\u308a\u307e\u3059\u3002\u7c21\u5358\u306b\u8a00\u3046\u3068\u3001\u300c\u307e\u305a\u5916\u90e8\u306e\u6587\u66f8\u3092\u691c\u7d22\u3057\u3066\u3001\u305d\u306e\u5185\u5bb9\u3092AI\u306e\u56de\u7b54\u306b\u7d44\u307f\u8fbc\u3080\u300d\u4ed5\u7d44\u307f\u3067\u3059\u3002\u793e\u5185\u6587\u66f8\u306b\u57fa\u3065\u304f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u3001\u6700\u65b0\u60c5\u5831\u3092\u53c2\u7167\u3059\u308bAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306a\u3069\u3001\u30d3\u30b8\u30cd\u30b9\u73fe\u5834\u3067\u3082\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u3068\u3053\u308d\u304c\u3001\u3053\u306eRAG\u306b\u306f\u5384\u4ecb\u306a\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u6b63\u3057\u3044\u6587\u66f8\u3092\u691c\u7d22\u3067\u304d\u3066\u3044\u308b\u306e\u306b\u3001AI\u304c\u300c\u81ea\u5206\u306e\u8133\u5185\u8a18\u61b6\uff08\u4e8b\u524d\u5b66\u7fd2\u3067\u899a\u3048\u305f\u77e5\u8b58\uff09\u300d\u3092\u512a\u5148\u3057\u3066\u3057\u307e\u3044\u3001\u6587\u66f8\u3068\u77db\u76fe\u3057\u305f\u56de\u7b54\u3092\u51fa\u3059\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u5e30\u5c5e\u30b0\u30e9\u30d5\u3092\u4f7f\u3063\u305f\u7814\u7a76\uff08ICLR 2025\u63a1\u629e\u306e\u300cReDeEP\u300d\uff09\u3067\u306f\u3001\u300c\u3069\u3053\u3067\u5916\u90e8\u77e5\u8b58\u304c\u7121\u8996\u3055\u308c\u305f\u304b\u300d\u3092\u56e0\u679c\u7684\u306b\u8ffd\u8de1\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u3066\u3044\u307e\u3059\u3002<span style=\"background: linear-gradient(transparent 58%, #fff176 58%); font-weight: 600; padding: 0 .06em;\">\u5e30\u5c5e\u30b0\u30e9\u30d5\u306e\u81ea\u52d5\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u304c\u9032\u3080\u3068\u3001RAG\u306e\u8aa4\u7b54\u3092\u4e8b\u5f8c\u5206\u6790\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8b66\u544a\u30fb\u4fee\u6b63\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u5b9f\u73fe\u3082\u8fd1\u3065\u304d\u307e\u3059<\/span>\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u533b\u7642\u60c5\u5831\u306e\u53c2\u7167\u3001\u6cd5\u5f8b\u6587\u66f8\u306e\u89e3\u91c8\u3001\u4f01\u696d\u306e\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u2500\u2500\u3053\u3046\u3057\u305f\u300c\u9593\u9055\u3048\u305f\u3089\u56f0\u308b\u300d\u7528\u9014\u306bAI\u304c\u4f7f\u308f\u308c\u308b\u5834\u9762\u3067\u3001\u5e30\u5c5e\u30b0\u30e9\u30d5\u306f\u300c\u306a\u305c\u9593\u9055\u3048\u305f\u304b\u300d\u3092\u7a81\u304d\u6b62\u3081\u308b\u9053\u5177\u306b\u306a\u308a\u5f97\u308b\u306e\u3067\u3059\u3002<\/p>\n<h2 style=\"margin: 1.8em 0 .7em; padding: .45em .75em; border-left: 6px solid #16803d; border-bottom: 2px solid #e5e9ef; font-size: 1.42em; font-weight: bold; color: #1f2733; line-height: 1.45;\" id=\"i-10\"><span class=\"ez-toc-section\" id=\"%E6%B0%97%E3%82%92%E3%81%A4%E3%81%91%E3%81%9F%E3%81%84%E7%82%B9\"><\/span>\u6c17\u3092\u3064\u3051\u305f\u3044\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"margin: 1.5em 0 .5em; padding: .15em 0 .15em .6em; border-left: 4px solid #4fae74; font-size: 1.18em; font-weight: bold; color: #24303f; line-height: 1.5;\" id=\"i-11\"><span class=\"ez-toc-section\" id=\"%E3%80%8C%E8%87%AA%E5%8B%95%E8%A9%95%E4%BE%A1%E3%81%A7%E4%BA%BA%E9%96%93%E4%B8%A6%E3%81%BF%E3%80%8D%E3%81%AF%E9%A1%8D%E9%9D%A2%E9%80%9A%E3%82%8A%E3%81%AB%E5%8F%97%E3%81%91%E5%8F%96%E3%82%8C%E3%81%AA%E3%81%84\"><\/span>\u300c\u81ea\u52d5\u8a55\u4fa1\u3067\u4eba\u9593\u4e26\u307f\u300d\u306f\u984d\u9762\u901a\u308a\u306b\u53d7\u3051\u53d6\u308c\u306a\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u8ad6\u6587\u304c\u81ea\u5df1\u7533\u544a\u3057\u3066\u3044\u308b\u91cd\u8981\u306a\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002\u7b97\u8853\uff08\u8a08\u7b97\uff09\u30bf\u30b9\u30af\u3078\u306e\u9069\u7528\u5b9f\u9a13\u3067\u306f\u3001LLM\u304c\u751f\u6210\u3057\u305f\u30b9\u30fc\u30d1\u30fc\u30ce\u30fc\u30c9\u306e\u30e9\u30d9\u30eb\u304c\u7c97\u3059\u304e\u3066\u3001\u7814\u7a76\u8005\u304c\u3059\u3067\u306b\u77e5\u3063\u3066\u3044\u308b\u5185\u90e8\u69cb\u9020\u3092\u6349\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u4f8b\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u554f\u984c\u306a\u306e\u306f\u3001<span style=\"background: linear-gradient(transparent 58%, #fff176 58%); font-weight: 600; padding: 0 .06em;\">\u305d\u306e\u3068\u304d\u3082\u81ea\u52d5\u8a55\u4fa1\u30b9\u30b3\u30a2\u306f\u9ad8\u3044\u5024\u3092\u793a\u3057\u3066\u3044\u305f<\/span>\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u81ea\u52d5\u8a55\u4fa1\u306f\u300c\u30b0\u30eb\u30fc\u30d7\u306e\u5185\u90e8\u304c\u4e00\u8cab\u3057\u3066\u3044\u308b\u304b\u300d\u3092\u6e2c\u308b\u306e\u304c\u5f97\u610f\u3067\u3059\u304c\u3001\u300c\u672c\u5f53\u306b\u610f\u5473\u306e\u3042\u308b\u69cb\u9020\u3092\u767a\u898b\u3067\u304d\u3066\u3044\u308b\u304b\u300d\u3068\u306f\u5225\u554f\u984c\u3067\u3059\u3002\u4eba\u9593\u306e\u5c02\u9580\u5bb6\u306b\u3088\u308b\u5b9a\u6027\u7684\u306a\u691c\u8a3c\u304c\u3001\u307e\u3060\u307e\u3060\u5fc5\u8981\u306a\u6bb5\u968e\u3067\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u307e\u305f\u300cLLM\u304cLLM\u81ea\u8eab\u306e\u601d\u8003\u3092\u8aad\u307f\u89e3\u304f\u300d\u3068\u3044\u3046\u69cb\u9020\u306b\u306f\u3001\u54f2\u5b66\u7684\u306a\u554f\u3044\u3082\u6f5c\u3093\u3067\u3044\u307e\u3059\u3002\u81ea\u5206\u3067\u81ea\u5206\u3092\u8a3a\u65ad\u3059\u308b\u3068\u304d\u3001\u305d\u3053\u306b\u5ba2\u89b3\u6027\u304c\u62c5\u4fdd\u3055\u308c\u3066\u3044\u308b\u304b\u306f\u614e\u91cd\u306b\u8003\u3048\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n<h2 style=\"margin: 1.8em 0 .7em; padding: .45em .75em; border-left: 6px solid #16803d; border-bottom: 2px solid #e5e9ef; font-size: 1.42em; font-weight: bold; color: #1f2733; line-height: 1.45;\" id=\"i-12\"><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul style=\"list-style: none; margin: 1.1em 0; padding-left: .2em;\">\n<li style=\"margin: .55em 0; padding-left: 1.5em; text-indent: -1.5em; line-height: 1.85; color: #3a3f47;\"><span style=\"color: #16803d; margin-right: .55em; font-size: .7em; vertical-align: middle;\">\u25cf<\/span><strong>\u5e30\u5c5e\u30b0\u30e9\u30d5<\/strong>\u306fAI\u306e\u300c\u601d\u8003\u306e\u56e0\u679c\u7d4c\u8def\u300d\u3092\u53ef\u8996\u5316\u3057\u305f\u5730\u56f3\u3067\u3001<span style=\"background: linear-gradient(transparent 58%, #ffabab 58%); font-weight: bold; padding: 0 .06em;\">\u30e1\u30ab\u30cb\u30b9\u30c6\u30a3\u30c3\u30af\u89e3\u91c8\u53ef\u80fd\u6027<\/span>\u7814\u7a76\u306e\u4e2d\u5fc3\u30c4\u30fc\u30eb<\/li>\n<li style=\"margin: .55em 0; padding-left: 1.5em; text-indent: -1.5em; line-height: 1.85; color: #3a3f47;\"><span style=\"color: #16803d; margin-right: .55em; font-size: .7em; vertical-align: middle;\">\u25cf<\/span>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u306e\u65b0\u8ad6\u6587\u306f\u3001LLM\u3092\u4f7f\u3063\u3066\u5de8\u5927\u306a\u5e30\u5c5e\u30b0\u30e9\u30d5\u3092\u81ea\u52d5\u3067\u8aad\u307f\u89e3\u304f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u63d0\u6848\u3057\u3001\u4eba\u624b\u306b\u5339\u6575\u3059\u308b\u7cbe\u5ea6\u3092\u5b9f\u8a3c\u3057\u305f<\/li>\n<li style=\"margin: .55em 0; padding-left: 1.5em; text-indent: -1.5em; line-height: 1.85; color: #3a3f47;\"><span style=\"color: #16803d; margin-right: .55em; font-size: .7em; vertical-align: middle;\">\u25cf<\/span>RAG\u306e\u8aa4\u7b54\u691c\u51fa\u306a\u3069\u5b9f\u7528\u7684\u306a\u5fdc\u7528\u3078\u306e\u9053\u304c\u958b\u3051\u3064\u3064\u3042\u308b\u304c\u3001\u81ea\u52d5\u8a55\u4fa1\u306e\u9650\u754c\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u6b21\u306b\u77e5\u308b\u3068\u9762\u767d\u3044\u306e\u306f\u3001<strong>\u30b9\u30d1\u30fc\u30b9\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\uff08SAE\uff09<\/strong>\u306e\u4ed5\u7d44\u307f\u3067\u3059\u3002AI\u306e\u5185\u90e8\u3092\u300c1\u6982\u5ff5\uff1d1\u30e6\u30cb\u30c3\u30c8\u300d\u306b\u5206\u89e3\u3059\u308b\u3053\u306e\u6280\u8853\u304c\u3001\u5e30\u5c5e\u30b0\u30e9\u30d5\u306e\u571f\u53f0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3 id=\"i-13\"><span class=\"ez-toc-section\" id=\"%E5%8F%82%E7%85%A7%E3%83%AA%E3%83%B3%E3%82%AF\"><\/span>\u53c2\u7167\u30ea\u30f3\u30af<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LLMs Can Annotate Attribution Graphs<\/p>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2608.02632\">https:\/\/arxiv.org\/abs\/2608.02632<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u7814\u7a76\u8005\u304cLLM\u3092\u7528\u3044\u3066AI\u306e\u601d\u8003\u56de\u8def\u3092\u53ef\u8996\u5316\u3057\u305f\u5e30\u5c5e\u30b0\u30e9\u30d5\u3092\u81ea\u52d5\u89e3\u6790\u3059\u308b\u624b\u6cd5\u3092\u63d0\u6848\u3002\u719f\u7df4\u8005\u304c2\u6642\u9593\u304b\u3051\u3066\u3044\u305f\u5206\u6790\u3092\u52b9\u7387\u5316\u3057\u3001AI\u306e\u5185\u90e8\u51e6\u7406\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u3092\u5927\u304d\u304f\u524d\u9032\u3055\u305b\u305f\u8ad6\u6587\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":1,"featured_media":3045,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[11],"tags":[35,6,16,61,5,62],"class_list":["post-3048","post","type-post","status-publish","format-standard","has-post-thumbnail","category-artificial-intelligence","tag-ai","tag-dl","tag-dx","tag-llm","tag-ml","tag-rag"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- 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