{"id":10295,"date":"2025-10-20T17:24:08","date_gmt":"2025-10-20T17:24:08","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=10295"},"modified":"2025-10-20T17:24:08","modified_gmt":"2025-10-20T17:24:08","slug":"%e7%94%9f%e6%88%90ai-for-software-engineering-2-%e8%a8%ad%e8%a8%88%e6%9b%b8%e8%87%aa%e5%8b%95%e3%83%ac%e3%83%93%e3%83%a5%e3%83%bc%e6%94%af%e6%8f%b4%e6%8a%80%e8%a1%93%e3%81%ae%e3%81%94%e7%b4%b9","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/10295\/","title":{"rendered":"\u751f\u6210AI for Software Engineering #2 \u8a2d\u8a08\u66f8\u81ea\u52d5\u30ec\u30d3\u30e5\u30fc\u652f\u63f4\u6280\u8853\u306e\u3054\u7d39\u4ecb\uff08SANER 2025\u767a\u8868\u5185\u5bb9\uff09 &#8211; fltech"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251018\/20251018095703.png\" width=\"1200\" height=\"630\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u3053\u3093\u306b\u3061\u306f\u3002\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u6240\u306e\u798f\u7530\u8cb4\u4e09\u90ce\u3067\u3059\u3002<\/p>\n<p>\u5bcc\u58eb\u901a\u3067\u306f\u4f01\u696d\u306b\u304a\u3051\u308b\u751f\u6210AI\u306e\u6d3b\u7528\u4fc3\u9032\u306b\u5411\u3051\u3066\u3001\u591a\u69d8\u304b\u3064\u5909\u5316\u3059\u308b\u4f01\u696d\u30cb\u30fc\u30ba\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3057\u3001\u4f01\u696d\u304c\u6301\u3064\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3084\u6cd5\u4ee4\u3078\u306e\u6e96\u62e0\u3092\u5bb9\u6613\u306b\u5b9f\u73fe\u3059\u308b<a target=\"_blank\" href=\"https:\/\/pr.fujitsu.com\/jp\/news\/2024\/06\/4.html\">\u300c\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u751f\u6210AI\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300d\u3092\u958b\u767a\u3057\u30012024\u5e747\u6708\u3088\u308aAI\u30b5\u30fc\u30d3\u30b9 Fujitsu Kozuchi (R&amp;D) \u306e\u30e9\u30a4\u30f3\u30ca\u30c3\u30d7\u3068\u3057\u3066\u9806\u6b21\u63d0\u4f9b\u3092\u958b\u59cb\u3044\u305f\u3057\u307e\u3057\u305f\u3002<\/a><br \/>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u751f\u6210AI\u304c\u3082\u305f\u3089\u3059\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u30fb\u904b\u7528\u306e\u5909\u9769\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u8a2d\u8a08\u66f8\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u81ea\u52d5\u5316\u3059\u308b \u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u652f\u63f4 \u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"\u751f\u6210AI\u304c\u5909\u9769\u3059\u308b\u4f01\u696d\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u904b\u7528\u30d7\u30ed\u30bb\u30b9\u3068\u81ea\u52d5\u5316\u6280\u8853\">\u751f\u6210AI\u304c\u5909\u9769\u3059\u308b\u4f01\u696d\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u904b\u7528\u30d7\u30ed\u30bb\u30b9\u3068\u81ea\u52d5\u5316\u6280\u8853<\/h2>\n<p>\u751f\u6210AI\u304c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306e\u524d\u63d0\u3092\u5857\u308a\u66ff\u3048\u3066\u3044\u307e\u3059\u3002\u30b3\u30fc\u30c9\u88dc\u5b8c\u3084\u81ea\u52d5\u30c6\u30b9\u30c8\u751f\u6210\u306f\u5165\u53e3\u306b\u3059\u304e\u305a\u3001\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u8a2d\u8a08\u3001\u5b9f\u88c5\u3001\u904b\u7528\u307e\u3067\u306e\u5404\u5de5\u7a0b\u3067\u300cAI\u3092\u524d\u63d0\u3068\u3057\u305f\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u300d\u3078\u79fb\u884c\u304c\u9032\u307f\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u793e\u5185\u6587\u66f8\u3084\u30ed\u30b0\u3092\u6a2a\u65ad\u3057\u3066\u77e5\u8b58\u3092\u5f15\u304d\u51fa\u3057\u3001\u4ed5\u69d8\u306e\u8349\u6848\u3065\u304f\u308a\u3084\u5f71\u97ff\u7bc4\u56f2\u306e\u63a8\u5b9a\u3001\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u4f5c\u6210\u307e\u3067\u3092\u9ad8\u901f\u5316\u3057\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u54c1\u8cea\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u8aac\u660e\u8cac\u4efb\u3092\u3069\u3046\u62c5\u4fdd\u3059\u308b\u304b\u306a\u3069\u306e\u8ab2\u984c\u304c\u53d6\u308a\u7d44\u307e\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\u7279\u306b\u4f01\u696d\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306f\u96e3\u6613\u5ea6\u304c\u9ad8\u3044\u9818\u57df\u3067\u3059\u3002\u8907\u96d1\u306a\u696d\u52d9\u30c9\u30e1\u30a4\u30f3\u3001\u30ec\u30ac\u30b7\u30fc\u8cc7\u7523\u3068\u306e\u9023\u643a\u3001\u53b3\u683c\u306a\u76e3\u67fb\u3068\u53ef\u7528\u6027\u3001\u983b\u7e41\u306a\u6cd5\u6539\u6b63\u3078\u306e\u8ffd\u968f\u2015\u2015\u3053\u308c\u3089\u306f\u5358\u7d14\u306a\u81ea\u52d5\u751f\u6210\u3067\u306f\u89e3\u3051\u307e\u305b\u3093\u3002\u6b63\u78ba\u306a\u8981\u4ef6\u306e\u53ef\u8996\u5316\u30fb\u8a00\u8a9e\u5316\u3001\u975e\u6a5f\u80fd\u8981\u6c42\u306e\u898b\u3048\u308b\u5316\u3001\u5909\u66f4\u306e\u6ce2\u53ca\u3092\u5236\u5fa1\u3057\u306a\u304c\u3089\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u4e00\u8cab\u6027\u3092\u7dad\u6301\u3059\u308b\u4ed5\u7d44\u307f\u306a\u3069\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<br \/>\u5bcc\u58eb\u901a\u306f\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u5148\u9032\u7684\u6280\u8853\u306e\u7814\u7a76\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u30b3\u30a2\u3068\u306a\u308b\u6280\u8853\u306f\u5927\u91cf\u30c7\u30fc\u30bf\u3092\u6b63\u78ba\u306b\u53c2\u7167\u30fb\u6d3b\u7528\u3067\u304d\u308bFujitsu\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u62e1\u5f35RAG\u6280\u8853\u3067\u3059\u3002\u3053\u306e\u6280\u8853\u306f\u3055\u307e\u3056\u307e\u306a\u30b7\u30fc\u30f3\u3067\u6c4e\u7528\u7684\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u672c\u9023\u8f09\u3067\u306f\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u30fb\u904b\u7528\u306e\u81ea\u52d5\u5316\u30fb\u52b9\u7387\u5316\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u4ee5\u4e0b\u306e7\u3064\u306e\u6280\u8853\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u5c06\u6765\u7684\u306b\u306f\u3001AI\u304c\u591a\u69d8\u306a\u958b\u767a\u30fb\u904b\u7528\u30bf\u30b9\u30af\u3067\u6a2a\u65ad\u7684\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u7d71\u5408\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6a5f\u80fd\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u8a2d\u8a08\u30fb\u5b9f\u88c5\u30fb\u904b\u7528\u307e\u3067\u3092\u9ad8\u4fe1\u983c\u304b\u3064\u9069\u5207\u306b\u7d71\u5236\u306e\u3068\u308c\u305f\u5f62\u3067\u63a8\u9032\u3059\u308b\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20250925\/20250925174905.png\" width=\"960\" height=\"540\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u88681\uff1a\u6280\u8853\u304c\u9069\u7528\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u30fb\u904b\u7528\u30d7\u30ed\u30bb\u30b9<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th\/>\n<th>\u8981\u4ef6\u5b9a\u7fa9<\/th>\n<th>\u8a2d\u8a08<\/th>\n<th>\u5b9f\u88c5<\/th>\n<th>\u30c6\u30b9\u30c8<\/th>\n<th>\u904b\u7528<\/th>\n<th>\u4fdd\u5b88<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>(1)\u30b7\u30b9\u30c6\u30e0\u4ed5\u69d8\u53ef\u8996\u5316<\/td>\n<td>\u3007<\/td>\n<td\/>\n<td\/>\n<td\/>\n<td\/>\n<td>\u3007<\/td>\n<\/tr>\n<tr>\n<td>(2)\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u652f\u63f4<\/td>\n<td\/>\n<td>\u3007<\/td>\n<td\/>\n<td\/>\n<td\/>\n<td\/>\n<\/tr>\n<tr>\n<td>(3)\u8a2d\u8a08\u66f8-\u30b3\u30fc\u30c9\u30c1\u30a7\u30c3\u30af<\/td>\n<td\/>\n<td\/>\n<td>\u3007<\/td>\n<td>\u3007<\/td>\n<td\/>\n<td\/>\n<\/tr>\n<tr>\n<td>(4)\u30c6\u30b9\u30c8\u4ed5\u69d8\u66f8\u751f\u6210<\/td>\n<td\/>\n<td\/>\n<td\/>\n<td>\u3007<\/td>\n<td\/>\n<td>\u3007<\/td>\n<\/tr>\n<tr>\n<td>(5)\u969c\u5bb3\u5206\u6790<\/td>\n<td\/>\n<td\/>\n<td\/>\n<td>\u3007<\/td>\n<td>\u3007<\/td>\n<td\/>\n<\/tr>\n<tr>\n<td>(6)\u30ed\u30b0\u5206\u6790<\/td>\n<td\/>\n<td\/>\n<td\/>\n<td>\u3007<\/td>\n<td>\u3007<\/td>\n<td\/>\n<\/tr>\n<tr>\n<td>(7)QA\u81ea\u52d5\u5316<\/td>\n<td>\u3007<\/td>\n<td\/>\n<td\/>\n<td\/>\n<td>\u3007<\/td>\n<td>\u3007<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>(1) \u30b7\u30b9\u30c6\u30e0\u4ed5\u69d8\u53ef\u8996\u5316 (\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u62e1\u5f35RAG for Software Engineering <a target=\"_blank\" href=\"https:\/\/blog.fltech.dev\/entry\/2024\/10\/25\/kgse-ja\"><u>\u516c\u958b\u4e2d<\/u><\/a>)<br \/>\u3000\u672c\u6280\u8853\u306f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u30c7\u30fc\u30bf\u3068\u3057\u3066\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u7406\u89e3\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u4e0a\u4f4d\u306e\u6a5f\u80fd\u8a2d\u8a08\u66f8\u3084\u8981\u7d04\u3092\u751f\u6210\u3001\u30e2\u30c0\u30ca\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>(2) \u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u652f\u63f4 (\u672c\u8a18\u4e8b)<br \/>\u3000\u8907\u96d1\u306a\u69cb\u9020\u306e\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u66f8\u3092\u751f\u6210AI\u304c\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u66f8\u306e\u66d6\u6627\u6027\u30fb\u6574\u5408\u6027\u306e\u30c1\u30a7\u30c3\u30af\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002<\/p>\n<p>(3) \u8a2d\u8a08\u66f8-\u30b3\u30fc\u30c9\u30c1\u30a7\u30c3\u30af (Code Specification Consistency Analysis <a target=\"_blank\" href=\"https:\/\/blog.fltech.dev\/entry\/2025\/10\/14\/csca-ja\"><u>\u516c\u958b\u4e2d<\/u><\/a>)<br \/>\u3000\u672c\u6280\u8853\u306f\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3068\u8a2d\u8a08\u66f8\u3092\u6bd4\u8f03\u3057\u3066\u5dee\u5206\u3092\u691c\u77e5\u3001\u554f\u984c\u500b\u6240\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u969c\u5bb3\u767a\u751f\u6642\u306e\u539f\u56e0\u8abf\u67fb\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002<\/p>\n<p>(4) \u30c6\u30b9\u30c8\u4ed5\u69d8\u66f8\u751f\u6210  (10\/27\u516c\u958b\u4e88\u5b9a)<br \/>\u3000\u672c\u6280\u8853\u306f\u3001\u65e2\u5b58\u306e\u8a2d\u8a08\u66f8\u3068\u30c6\u30b9\u30c8\u4ed5\u69d8\u66f8\u304b\u3089\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092\u6d17\u3044\u51fa\u3059\u30eb\u30fc\u30eb\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7279\u6027\u3092\u8003\u616e\u3057\u305f\u629c\u3051\u6f0f\u308c\u306e\u306a\u3044\u30c6\u30b9\u30c8\u4ed5\u69d8\u66f8\u306e\u751f\u6210\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>(5) \u969c\u5bb3\u5206\u6790 (\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u62e1\u5f35RAG for Root Cause Analysis <a target=\"_blank\" href=\"https:\/\/blog.fltech.dev\/entry\/2024\/10\/11\/kgrca-jp\"><u>\u516c\u958b\u4e2d<\/u><\/a>)<br \/>\u3000\u672c\u6280\u8853\u306f\u30b7\u30b9\u30c6\u30e0\u306e\u30ed\u30b0\u3084\u969c\u5bb3\u4e8b\u4f8b\u306e\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001\u969c\u5bb3\u767a\u751f\u6642\u306e\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u3001\u985e\u4f3c\u3059\u308b\u969c\u5bb3\u4e8b\u4f8b\u3092\u30d2\u30f3\u30c8\u306b\u5bfe\u7b56\u6848\u3092\u63d0\u793a\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n<p>(6) \u30ed\u30b0\u5206\u6790 (\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u62e1\u5f35RAG for Log Analysis <a target=\"_blank\" href=\"https:\/\/blog.fltech.dev\/entry\/2025\/06\/02\/kgla-ja\"><u>\u516c\u958b\u4e2d<\/u><\/a>)<br \/>\u3000\u672c\u6280\u8853\u306f\u30b7\u30b9\u30c6\u30e0\u30ed\u30b0\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u81ea\u52d5\u3067\u5206\u6790\u3057\u3001\u969c\u5bb3\u306e\u539f\u56e0\u7279\u5b9a\u3084\u7570\u5e38\u691c\u77e5\u3001\u4e88\u9632\u4fdd\u5b88\u306b\u95a2\u3059\u308b\u5c02\u9580\u6027\u306e\u9ad8\u3044\u8cea\u554f\u306b\u56de\u7b54\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306a\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>(7) QA\u81ea\u52d5\u5316 (\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u62e1\u5f35RAG for Q&amp;A <a target=\"_blank\" href=\"https:\/\/blog.fltech.dev\/entry\/2024\/10\/18\/kgqa-jp\"><u>\u516c\u958b\u4e2d<\/u><\/a>)<br \/>\u3000\u672c\u6280\u8853\u306f\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u306a\u3069\u306e\u81a8\u5927\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c7\u30fc\u30bf\u3092\u5bfe\u8c61\u306b\u3001\u5168\u4f53\u3092\u4fef\u77b0\u3057\u305f\u9ad8\u5ea6\u306aQ&amp;A\u3092\u304a\u3053\u306a\u3046\u3053\u3068\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001(2) \u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u652f\u63f4\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u7d39\u4ecb\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u652f\u63f4\u3068\u306f\">\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u652f\u63f4\u3068\u306f<\/h2>\n<p>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u304a\u3044\u3066\u3001\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u306f\u54c1\u8cea\u306e\u6839\u5e79\u3092\u306a\u3059\u91cd\u8981\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u591a\u304f\u306f\u4eba\u624b\u306b\u3088\u308b\u76ee\u8996\u78ba\u8a8d\u306b\u4f9d\u5b58\u3057\u3001\u81a8\u5927\u306a\u5de5\u6570\u304c\u8cbb\u3084\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8907\u96d1\u306a\u968e\u5c64\u69cb\u9020\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3054\u3068\u306b\u7570\u306a\u308b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3082\u3001\u30ec\u30d3\u30e5\u30fc\u81ea\u52d5\u5316\u3092\u963b\u3080\u5927\u304d\u306a\u58c1\u3068\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<br \/>\n\u305d\u3053\u3067\u79c1\u305f\u3061\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u8907\u96d1\u306a\u8a2d\u8a08\u66f8\u3092\u751f\u6210AI\u304c\u8aad\u89e3\u53ef\u80fd\u306a\u69cb\u9020\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3001\u5185\u5bb9\u306e\u66d6\u6627\u6027\u3084\u6574\u5408\u6027\u3092\u81ea\u52d5\u3067\u30c1\u30a7\u30c3\u30af\u3059\u308b\u6280\u8853\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u3053\u306e\u6280\u8853\u306e\u6709\u52b9\u6027\u3092\u78ba\u304b\u3081\u308b\u3079\u304f\u3001\u5b9f\u969b\u306e\u696d\u52d9\u6587\u66f8\u3092\u5bfe\u8c61\u3068\u3057\u305f\u5b9f\u9a13\u3082\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"LLM\u3092\u6d3b\u7528\u3057\u305f\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u306e\u30a4\u30e1\u30fc\u30b8\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251018\/20251018095830.png\" width=\"888\" height=\"263\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>LLM\u3092\u6d3b\u7528\u3057\u305f\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u306e\u30a4\u30e1\u30fc\u30b8<\/figcaption><\/figure>\n<\/p>\n<p>\u3053\u306e\u7814\u7a76\u6210\u679c\u306f\u30012025\u5e743\u6708\u306b\u30ab\u30ca\u30c0\u30fb\u30e2\u30f3\u30c8\u30ea\u30aa\u30fc\u30eb\u3067\u958b\u50ac\u3055\u308c\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u89e3\u6790\u5206\u91ce\u306e\u30c8\u30c3\u30d7\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u3042\u308b<a target=\"_blank\" href=\"https:\/\/conf.researchr.org\/home\/saner-2025\">SANER 2025 (IEEE International Conference on Software Analysis, Evolution and Reengineering)<\/a>\u306b\u3066\u767a\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u305d\u306e\u767a\u8868\u5185\u5bb9\u306e\u6982\u8981\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u5bfe\u8c61\u8ad6\u6587\n<ul>\n<li>\u30bf\u30a4\u30c8\u30eb\uff1aDevelopment of Automated Software Design Document Review Methods Using Large Language Models<\/li>\n<li>\u8457\u8005\uff1aTakasaburo Fukuda, Takao Nakagawa, Keisuke Miyazaki, Susumu Tokumoto<\/li>\n<li>\u8ad6\u6587\u30ea\u30f3\u30af\uff1a<a target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2509.09975\">https:\/\/arxiv.org\/abs\/2509.09975<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2 id=\"SANER2025\">SANER2025<\/h2>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u30e2\u30f3\u30c8\u30ea\u30aa\u30fc\u30eb\u7406\u5de5\u79d1\u5927\u5b66\u5165\u53e3\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251018\/20251018095315.png\" width=\"575\" height=\"433\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u30e2\u30f3\u30c8\u30ea\u30aa\u30fc\u30eb\u7406\u5de5\u79d1\u5927\u5b66\u5165\u53e3<\/figcaption><\/figure>\n<p>SANER\uff08Software Analysis, Evolution and Reengineering\uff09\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u89e3\u6790\u30fb\u9032\u5316\u30fb\u30ea\u30d0\u30fc\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u95a2\u3059\u308b\u7814\u7a76\u6210\u679c\u3092\u767a\u8868\u30fb\u8b70\u8ad6\u3059\u308b\u56fd\u969b\u4f1a\u8b70\u3067\u3059\u3002\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5de5\u5b66\u306e\u4e2d\u3067\u3082\u7279\u306b\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u306e\u7406\u89e3\u30fb\u518d\u69cb\u7bc9\u30fb\u4fdd\u5b88\u30fb\u9032\u5316\u3068\u3044\u3063\u305f\u30c6\u30fc\u30de\u3092\u6271\u3046\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u8005\u304c\u591a\u304f\u53c2\u52a0\u3057\u3066\u304a\u308a\u3001\u5b9f\u8df5\u7684\u304b\u3064\u7523\u696d\u5fdc\u7528\u5fd7\u5411\u306e\u7814\u7a76\u304c\u591a\u3044\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002\u4eca\u56de\u306732\u56de\u76ee\u3092\u8fce\u3048\u30012025\u5e74\u306e\u958b\u50ac\u5730\u306f\u30ab\u30ca\u30c0\u306e\u30e2\u30f3\u30c8\u30ea\u30aa\u30fc\u30eb\u3067\u3057\u305f\u30023\u67084\u65e5\u304b\u30897\u65e5\u306b\u304b\u3051\u3066\u3001\u30e2\u30f3\u30c8\u30ea\u30aa\u30fc\u30eb\u7406\u5de5\u79d1\u5927\u5b66\u3092\u4f1a\u5834\u3068\u3057\u3066\u958b\u50ac\u3055\u308c\u3001\u5317\u7c73\u30fb\u6b27\u5dde\u30fb\u30a2\u30b8\u30a2\u3092\u4e2d\u5fc3\u306b\u7d04200\u540d\u306e\u53c2\u52a0\u8005\u304c\u96c6\u307e\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u3057\u3066\u306f\u3001Keynote\u304c4\u4ef6\u3001Research Track\u304c52\u4ef6\u3001Industrial Track\u304c10\u4ef6 \u306e\u307b\u304b\u3001Short Paper\u3001RENE\uff08Reverse Engineering New Ideas\uff09\u3001Tool Demo\u306a\u3069\u8907\u6570\u306e\u30ab\u30c6\u30b4\u30ea\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001Tutorial\u304c2\u4ef6\u3001Workshop\u304c6\u4ef6 \u958b\u50ac\u3055\u308c\u3001\u6052\u4f8b\u306e MIP\uff08Most Influential Paper\uff09\u8868\u5f70\u3082\u884c\u308f\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u767a\u8868\u8ad6\u6587\u306e\u50be\u5411\u3068\u3057\u3066\u306f\u3001\u751f\u6210AI\uff08Gen AI\uff09\u304a\u3088\u3073\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d9\u30fc\u30b9\u30b7\u30b9\u30c6\u30e0\uff08Agent-Based Systems\uff09\u304c\u5927\u304d\u306a\u50be\u5411\u3068\u3057\u3066\u5f37\u8abf\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u5177\u4f53\u7684\u306b\u306f\u3001AI-driven Program Repair\u3001Defect Prediction\u3001Vulnerability Detection\u3001Automated Testing\u3001Intelligent Software Agents \u306a\u3069\u3001\u751f\u6210AI\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u7406\u89e3\u30fb\u6539\u5584\u6280\u8853\u306b\u95a2\u3059\u308b\u7814\u7a76\u304c\u591a\u304f\u898b\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"\u767a\u8868\u5185\u5bb9\">\u767a\u8868\u5185\u5bb9<\/h2>\n<p>\u672c\u7814\u7a76\u3067\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u306e\u81ea\u52d5\u5316\u3092\u76ee\u7684\u3068\u3057\u3066\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u6d3b\u7528\u3057\u305f\u30ec\u30d3\u30e5\u30fc\u652f\u63f4\u624b\u6cd5\u3092\u691c\u8a0e\u3057\u307e\u3057\u305f\u3002\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u306f\u54c1\u8cea\u4fdd\u8a3c\u306e\u4e2d\u6838\u3068\u306a\u308b\u91cd\u8981\u306a\u4f5c\u696d\u3067\u3059\u304c\u3001\u62c5\u5f53\u8005\u306e\u30b9\u30ad\u30eb\u3084\u6642\u9593\u7684\u5236\u7d04\u306b\u3088\u308a\u54c1\u8cea\u306e\u3070\u3089\u3064\u304d\u3084\u898b\u843d\u3068\u3057\u304c\u751f\u3058\u3084\u3059\u3044\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u8a2d\u8a08\u66f8\u9593\u306e\u6574\u5408\u6027\u3084\u8a18\u8ff0\u4e0a\u306e\u554f\u984c\u70b9\u306a\u3069\u3092LLM\u304c\u81ea\u52d5\u3067\u691c\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u30ec\u30d3\u30e5\u30fc\u89b3\u70b9\u306e\u6574\u7406\">\u30ec\u30d3\u30e5\u30fc\u89b3\u70b9\u306e\u6574\u7406<\/h3>\n<p>\u73fe\u5728\u666e\u53ca\u3057\u3066\u3044\u308b\u6c4e\u7528\u7684\u306aLLM\u306b\u306f\u3001\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u306b\u5fc5\u8981\u3068\u306a\u308b\u5c02\u9580\u7684\u306a\u77e5\u8b58\u4f53\u7cfb\u304c\u307e\u3060\u5341\u5206\u306b\u5099\u308f\u3063\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u672c\u7814\u7a76\u3067\u306f\u3001LLM\u304c\u9650\u3089\u308c\u305f\u77e5\u8b58\u306e\u7bc4\u56f2\u3067\u3082\u9069\u5207\u306b\u30ec\u30d3\u30e5\u30fc\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3001\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u3092\u4f53\u7cfb\u7684\u306b\u6574\u7406\u3057\u300111\u306e\u30ec\u30d3\u30e5\u30fc\u89b3\u70b9\uff08\u5145\u8db3\u6027\u3001\u6574\u5408\u6027\u3001\u66d6\u6627\u6027\u3001\u6a2a\u3050\u3057\u30c1\u30a7\u30c3\u30af\u306a\u3069\uff09\u3092\u5b9a\u7fa9\u3057\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u305d\u308c\u305e\u308c\u306e\u89b3\u70b9\u306b\u3064\u3044\u3066\u5fc5\u8981\u306a\u77e5\u8b58\u30ec\u30d9\u30eb\u3068\u53c2\u7167\u8a2d\u8a08\u66f8\u6570\u306e\u89b3\u70b9\u304b\u3089\u5206\u985e\u3092\u884c\u3044\u3001\u89b3\u70b9\u5225\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u65b9\u91dd\u3068\u3057\u307e\u3057\u305f\u3002\u88681\u306b\u304a\u3044\u3066\u62c5\u5f53\u8005\u30ec\u30d9\u30eb\u306e\u96e3\u6613\u5ea6\u3068\u306f\u3001\u307e\u3060\u5c02\u9580\u77e5\u8b58\u3092\u6709\u3057\u3066\u3044\u306a\u3044\u82e5\u624b\u3084\u30ec\u30d3\u30e5\u30fc\u5bfe\u8c61\u306e\u8a2d\u8a08\u66f8\u306e\u958b\u767a\u5143\u3067\u3042\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u4ee5\u5916\u306e\u7b2c\u4e09\u8005\u306b\u3088\u308b\u30ec\u30d3\u30e5\u30fc\u304c\u53ef\u80fd\u306a\u96e3\u6613\u5ea6\u3067\u3042\u308b\u4e8b\u3092\u6307\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30ec\u30d3\u30e5\u30fc\u306b\u304a\u3044\u3066\u8907\u6570\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u53c2\u7167\u304c\u5fc5\u8981\u306a\u3082\u306e\u3092\u8907\u6570\u8a2d\u8a08\u66f8\u3001\u5fc5\u8981\u3067\u306a\u3044\u3082\u306e\u3092\u5358\u4e00\u8a2d\u8a08\u66f8\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u8868\u306e\u53f3\u5074\u306b\u4e38\u5370\u304c\u4ed8\u304f\u30ec\u30d3\u30e5\u30fc\u89b3\u70b9\u307b\u3069\u96e3\u6613\u5ea6\u304c\u4e0a\u304c\u308a\u3001\u305d\u308c\u305e\u308c\u6bb5\u968e\u6bce\u306b\u30ec\u30d9\u30eb1\uff5e4\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u3046\u3048\u3067\u3001\u73fe\u6642\u70b9\u306eLLM\u304c\u5bfe\u5fdc\u53ef\u80fd\u3068\u8003\u3048\u3089\u308c\u308b\u7bc4\u56f2\u3092\u660e\u78ba\u306b\u3057\u3001\u66d6\u6627\u6027\u30fb\u6574\u5408\u6027\u3068\u3044\u3063\u305f\u89b3\u70b9\u3092\u4e2d\u5fc3\u306b\u691c\u8a3c\u3092\u9032\u3081\u307e\u3057\u305f\u3002<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"\u88682\uff0e11\u306e\u30ec\u30d3\u30e5\u30fc\u89b3\u70b9\"><figcaption>\u88682\uff0e11\u306e\u30ec\u30d3\u30e5\u30fc\u89b3\u70b9<\/figcaption><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251018\/20251018095954.png\" width=\"954\" height=\"371\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/figure>\n<\/p>\n<h3 id=\"\u8907\u96d1\u306a\u8a2d\u8a08\u66f8\u306e\u5165\u529b\u69cb\u9020\u3078\u306e\u5bfe\u5fdc\">\u8907\u96d1\u306a\u8a2d\u8a08\u66f8\u306e\u5165\u529b\u69cb\u9020\u3078\u306e\u5bfe\u5fdc<\/h3>\n<p>\u5b9f\u52d9\u3067\u6271\u3046\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u8a2d\u8a08\u66f8\u306e\u591a\u304f\u306fExcel\u306a\u3069\u306e\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u3067\u4f5c\u6210\u3055\u308c\u3066\u304a\u308a\u3001\u30d8\u30c3\u30c0\u30fc\u69cb\u9020\u304c\u968e\u5c64\u7684\u304b\u3064\u8907\u96d1 \u3067\u3042\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u5404\u5217\u306e\u898b\u51fa\u3057\u3068\u5024\u306e\u5bfe\u5fdc\u95a2\u4fc2\u304c\u66d6\u6627\u306b\u306a\u308a\u3084\u3059\u304f\u3001CSV\u5f62\u5f0f\u306e\u307e\u307e\u3067\u306f\u6587\u8108\u3084\u69cb\u9020\u3092LLM\u304c\u6b63\u3057\u304f\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u3067\u3057\u305f\u3002\u7279\u306b\u3001\u540c\u4e00\u30bb\u30eb\u5185\u306b\u8907\u6570\u306e\u610f\u5473\u8981\u7d20\u304c\u6df7\u5728\u3059\u308b\u5834\u5408\u3084\u3001\u884c\u30fb\u5217\u65b9\u5411\u306b\u60c5\u5831\u306e\u4f9d\u5b58\u95a2\u4fc2\u304c\u5b58\u5728\u3059\u308b\u30b1\u30fc\u30b9\u3067\u306f\u3001LLM\u304c\u3069\u306e\u9805\u76ee\u304c\u4f55\u3092\u6307\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u5224\u65ad\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u898b\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3001\u672c\u7814\u7a76\u3067\u306f \u8a2d\u8a08\u66f8\u3092LLM\u304c\u898b\u51fa\u3057\u69cb\u9020\u3092\u7406\u89e3\u3057\u3084\u3059\u3044\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u624b\u6cd5\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u81ea\u7136\u6587\u3068\u69cb\u9020\u60c5\u5831\u3092\u4e21\u7acb\u3067\u304d\u308bMarkdown\u5f62\u5f0f\u3078\u306e\u5909\u63db\u3092\u4e2d\u5fc3\u306b\u63a1\u7528\u3057\u3001\u898b\u51fa\u3057\u3068\u5024\u306e\u5bfe\u5fdc\u95a2\u4fc2\u3092\u660e\u793a\u7684\u306b\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001LLM\u304c\u8a2d\u8a08\u60c5\u5831\u3092\u3088\u308a\u6b63\u78ba\u306b\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001CSV\u5f62\u5f0f\u3067\u306f\u6349\u3048\u304d\u308c\u306a\u304b\u3063\u305f\u6587\u66f8\u69cb\u9020\u3092\u4fdd\u3063\u305f\u307e\u307e\u3001\u30ec\u30d3\u30e5\u30fc\u7cbe\u5ea6\u306e\u5927\u5e45\u306a\u5411\u4e0a\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002\u306a\u304a\u3001\u8a18\u53f7\u8868\u73fe\u3084\u9805\u76ee\u5b9a\u7fa9\u304c\u4e2d\u5fc3\u3068\u306a\u308b\u4e00\u90e8\u306e\u8a2d\u8a08\u66f8\u306b\u3064\u3044\u3066\u306f\u3001\u88dc\u52a9\u7684\u306bJSON\u5f62\u5f0f\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"\u63d0\u6848\u624b\u6cd5\u306b\u304a\u3051\u308b\u5909\u63db\u306e\u30a4\u30e1\u30fc\u30b8\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251018\/20251018100044.png\" width=\"830\" height=\"262\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u63d0\u6848\u624b\u6cd5\u306b\u304a\u3051\u308b\u5909\u63db\u306e\u30a4\u30e1\u30fc\u30b8<\/figcaption><\/figure>\n<\/p>\n<h3 id=\"\u5b9f\u9a13\u8a55\u4fa1\">\u5b9f\u9a13\u8a55\u4fa1<\/h3>\n<p>\u63d0\u6848\u624b\u6cd5\u306e\u6709\u52b9\u6027\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u6574\u5408\u6027\u30c1\u30a7\u30c3\u30af\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u5b9f\u9a13\u3092\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002<br \/>\n\u5b9f\u969b\u306e\u696d\u52d9\u8a2d\u8a08\u66f8\u3092\u30d9\u30fc\u30b9\u306b\u3001\u4e0d\u6574\u5408\uff08\u4f8b\uff1aID\u540d\u306e\u98df\u3044\u9055\u3044\u306a\u3069\uff09\u3092\u610f\u56f3\u7684\u306b\u57cb\u3081\u8fbc\u3093\u3060\u30b5\u30f3\u30d7\u30eb\u3092\u8907\u6570\u4f5c\u6210\u3057\u3001\u5404\u5f62\u5f0f\u3067\u306e\u691c\u51fa\u6027\u80fd\u3092\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002\u4f7f\u7528\u30e2\u30c7\u30eb\u306fGPT\uff08gpt-35-turbo \/ gpt-4 \/ gpt-4o\uff09\u3067\u3001Precision\uff08\u8aa4\u691c\u51fa\u304c\u5c11\u306a\u3044\u304b\u3069\u3046\u304b\uff09\u3068Recall\uff08\u898b\u9003\u3057\u304c\u5c11\u306a\u3044\u304b\u3069\u3046\u304b\uff09\u306b\u3088\u308a\u6027\u80fd\u3092\u8a55\u4fa1\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u5b9f\u9a13\u8a55\u4fa1\u306f\u5927\u304d\u304f3\u3064\u306eRQ\uff08Research Question\uff09\u3067\u884c\u3044\u307e\u3057\u305f\u304c\u3001\u672c\u8a18\u4e8b\u3067\u306f\u305d\u306e\u3046\u3061\u306e\u4e8c\u3064\u306eRQ\u306b\u3064\u3044\u3066\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>RQ1\uff1aMarkdown\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3001\u30ec\u30d3\u30e5\u30fc\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u304b<\/li>\n<li>RQ2\uff1a\u81ea\u7136\u6587\u4e2d\u5fc3\uff0f\u8a18\u53f7\u4e2d\u5fc3\u306e\u6587\u66f8\u3067\u5909\u63db\u52b9\u679c\u304c\u7570\u306a\u308b\u304b\u3092\u6bd4\u8f03<\/li>\n<\/ul>\n<h3 id=\"\u5b9f\u9a13\u7d50\u679cRQ1\">\u5b9f\u9a13\u7d50\u679cRQ1<\/h3>\n<p>\u4ee5\u4e0b\u88682\u306fCSV\u306e\u307e\u307e\u30ec\u30d3\u30e5\u30fc\u3092\u884c\u3063\u305f\u7d50\u679c\u3068\u3001\u63d0\u6848\u624b\u6cd5\u306b\u3088\u308b\u5909\u63db\u3092\u884c\u3063\u305f\u5834\u5408\u306b\u304a\u3051\u308b\u7d50\u679c\u3092\u793a\u3057\u305f\u3082\u306e\u3067\u3059\u3002CSV\u5f62\u5f0f\u306e\u307e\u307e\u5165\u529b\u3057\u305f\u5834\u5408\u306f\u3001LLM\u304c\u8868\u69cb\u9020\u306e\u898b\u51fa\u3057\u95a2\u4fc2\u3092\u6b63\u3057\u304f\u7406\u89e3\u3067\u304d\u305a\u3001\u8aa4\u308a\u306e\u691c\u51fa\u7387\uff08Recall\uff09\u306f\u4f4e\u6c34\u6e96\u306b\u3068\u3069\u307e\u308a\u307e\u3057\u305f\u3002\u4e00\u65b9\u3067\u3001\u63d0\u6848\u624b\u6cd5\u3092\u7528\u3044\u3066\u5909\u63db\u3057\u305f\u5834\u5408\u306f\u3001\u898b\u51fa\u3057\u3068\u5024\u306e\u95a2\u4fc2\u304c\u660e\u793a\u3055\u308c\u308b\u3053\u3068\u3067\u30ec\u30d3\u30e5\u30fc\u6027\u80fd\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3001\u7279\u306b\u6574\u5408\u6027\u30c1\u30a7\u30c3\u30af\u306b\u304a\u3044\u3066\u9855\u8457\u306a\u52b9\u679c\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002<br \/>\nPrecision\uff08\u6b63\u78ba\u6027\uff09\u306f\u5927\u304d\u304f\u5909\u5316\u3057\u306a\u304b\u3063\u305f\u3082\u306e\u306e\u3001\u8aa4\u691c\u51fa\u304c\u5897\u3048\u308b\u3053\u3068\u3082\u306a\u304f\u3001Recall\u306e\u5411\u4e0a\u306b\u3088\u3063\u3066\u7dcf\u5408\u7684\u306a\u30ec\u30d3\u30e5\u30fc\u54c1\u8cea\u304c\u6539\u5584\u3057\u307e\u3057\u305f\u3002<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"\u88683\uff0e\u63d0\u6848\u624b\u6cd5\u3092\u7528\u3044\u305f\u5909\u63db\u306e\u6709\u7121\u306b\u304a\u3051\u308b\u7cbe\u5ea6\"><figcaption>\u88683\uff0e\u63d0\u6848\u624b\u6cd5\u3092\u7528\u3044\u305f\u5909\u63db\u306e\u6709\u7121\u306b\u304a\u3051\u308b\u7cbe\u5ea6<\/figcaption><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251018\/20251018100333.png\" width=\"884\" height=\"177\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/figure>\n<\/p>\n<h3 id=\"\u5b9f\u9a13\u7d50\u679cRQ2\">\u5b9f\u9a13\u7d50\u679cRQ2<\/h3>\n<p>\u4ee5\u4e0b\u88683\u3068\u88684\u306f\u81ea\u7136\u6587\u306b\u3088\u308b\u8a18\u8ff0\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u8a2d\u8a08\u66f8\u3068\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9805\u76ee\u540d\u306a\u3069\u306e\u8a18\u53f7\u8868\u73fe\u304c\u4e2d\u5fc3\u3068\u306a\u3063\u3066\u3044\u308b\u8a2d\u8a08\u66f8\u306b\u304a\u3051\u308b\u7cbe\u5ea6\u6bd4\u8f03\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u793a\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u81ea\u7136\u6587\u3092\u4e2d\u5fc3\u3068\u3059\u308b\u8a2d\u8a08\u66f8\u3067\u306f\u3001\u63d0\u6848\u624b\u6cd5\u306b\u3088\u308bMarkdown\u5f62\u5f0f\u306e\u5909\u63db\u304c\u6700\u3082\u9ad8\u3044\u6027\u80fd\u3092\u793a\u3057\u307e\u3057\u305f\u3002\u6587\u4e2d\u306e\u69cb\u9020\u7684\u306a\u95a2\u4fc2\uff08\u51e6\u7406\u540d\u30fb\u6761\u4ef6\u30fb\u8aac\u660e\u306a\u3069\uff09\u304c\u898b\u51fa\u3057\u3068\u3057\u3066\u660e\u78ba\u306b\u6574\u7406\u3055\u308c\u308b\u3053\u3068\u3067\u3001LLM\u304c\u6587\u8108\u3092\u8ffd\u3044\u3084\u3059\u304f\u306a\u308a\u3001\u4e0d\u6574\u5408\u7b87\u6240\u3092\u9ad8\u3044\u7cbe\u5ea6\u3067\u6307\u6458\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u4e00\u65b9\u3001\u8868\u69cb\u9020\u3084\u30c7\u30fc\u30bf\u9805\u76ee\u306a\u3069\u306e\u8a18\u53f7\u8868\u73fe\u304c\u591a\u3044\u8a2d\u8a08\u66f8\u3067\u306f\u3001Markdown\u5f62\u5f0f\u3088\u308a\u3082\u69cb\u9020\u3092\u660e\u793a\u7684\u306b\u4fdd\u6301\u3067\u304d\u308b\u5f62\u5f0f\u306e\u307b\u3046\u304c\u52b9\u679c\u7684\u3067\u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u30bb\u30eb\u5185\u306e\u8b58\u5225\u5b50\u3084\u6570\u5024\u306e\u5bfe\u5fdc\u95a2\u4fc2\u304c\u660e\u78ba\u3067\u3042\u308b\u5834\u5408\u3001LLM\u304c\u8aa4\u3063\u3066\u5225\u306e\u9805\u76ee\u3092\u95a2\u9023\u4ed8\u3051\u308b\u30b1\u30fc\u30b9\u304c\u6e1b\u5c11\u3057\u3001\u8aa4\u691c\u51fa\u7387\u306e\u4f4e\u4e0b\u306b\u3064\u306a\u304c\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u7d50\u679c\u304b\u3089\u3001\u8a2d\u8a08\u66f8\u306e\u7279\u5fb4\u3068\u4f7f\u7528\u30e2\u30c7\u30eb\u306e\u7279\u6027\u306e\u4e21\u65b9\u3092\u8e0f\u307e\u3048\u3066\u5165\u529b\u5f62\u5f0f\u3092\u67d4\u8edf\u306b\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3001\u30ec\u30d3\u30e5\u30fc\u6027\u80fd\u306e\u5b89\u5b9a\u5316\u306b\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u88684\uff0e\u81ea\u7136\u6587\u304c\u591a\u3044\u8a2d\u8a08\u66f8\u306b\u304a\u3051\u308b\u5909\u63db\u65b9\u5f0f\u5225\u306e\u7cbe\u5ea6\"><figcaption>\u88684\uff0e\u81ea\u7136\u6587\u304c\u591a\u3044\u8a2d\u8a08\u66f8\u306b\u304a\u3051\u308b\u5909\u63db\u65b9\u5f0f\u5225\u306e\u7cbe\u5ea6<\/figcaption><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251018\/20251018100434.png\" width=\"884\" height=\"163\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/figure>\n<figure class=\"figure-image figure-image-fotolife\" title=\"\u88685\uff0e\u8a18\u53f7\u8868\u73fe\u304c\u591a\u3044\u8a2d\u8a08\u66f8\u306b\u304a\u3051\u308b\u5909\u63db\u65b9\u5f0f\u5225\u306e\u7cbe\u5ea6\"><figcaption>\u88685\uff0e\u8a18\u53f7\u8868\u73fe\u304c\u591a\u3044\u8a2d\u8a08\u66f8\u306b\u304a\u3051\u308b\u5909\u63db\u65b9\u5f0f\u5225\u306e\u7cbe\u5ea6<\/figcaption><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251018\/20251018100502.png\" width=\"886\" height=\"158\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/figure>\n<\/p>\n<h2 id=\"\u7d42\u308f\u308a\u306b\">\u7d42\u308f\u308a\u306b<\/h2>\n<p>\u73fe\u5728\u3001\u672c\u7814\u7a76\u3067\u5f97\u3089\u308c\u305f\u77e5\u898b\u3092\u3082\u3068\u306b\u3001\u8a2d\u8a08\u5de5\u7a0b\u306b\u304a\u3051\u308b\u30ec\u30d3\u30e5\u30fc\u652f\u63f4\u306e\u9ad8\u5ea6\u5316\u3092\u3055\u3089\u306b\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u307e\u3067\u306b\u306f\u3001UML\u306a\u3069\u306e\u56f3\u8868\u3092\u5bfe\u8c61\u3068\u3057\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u8a2d\u8a08\u66f8\u30ec\u30d3\u30e5\u30fc\u306b\u3082\u53d6\u308a\u7d44\u307f\u3001\u30c6\u30ad\u30b9\u30c8\u3068\u56f3\u3092\u7d71\u5408\u7684\u306b\u6271\u3046AI\u6280\u8853\u306e\u53ef\u80fd\u6027\u3092\u691c\u8a3c\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u53d6\u308a\u7d44\u307f<a target=\"_blank\" href=\"#f-bc1014ee\" id=\"fn-bc1014ee\" name=\"fn-bc1014ee\" title=\"\u798f\u7530\u8cb4\u4e09\u90ce, \u5fb3\u672c\u664b, \u85e4\u672c\u535a\u662d, \u5c0f\u7530\u5d8b\u6210\u5e78, \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u305f\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u3092\u542b\u3080\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u8a2d\u8a08\u66f8\u306e\u81ea\u52d5\u30ec\u30d3\u30e5\u30fc\u624b\u6cd5\u306e\u691c\u8a0e, \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02024\u8ad6\u6587\u96c6, 2024\">*1<\/a>\u306f\u3001<a target=\"_blank\" href=\"https:\/\/ses.sigse.jp\/2024\/\">\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02024<\/a>\u306b\u3066\u767a\u8868\u3057\u3001\u4f01\u696d\u30dd\u30b9\u30bf\u30fc\u8cde\u3092\u53d7\u8cde\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u3082\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305fAI\u30c9\u30ea\u30d6\u30f3\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u5b9f\u73fe\u306b\u5411\u3051\u3001\u7814\u7a76\u958b\u767a\u306b\u9081\u9032\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = \"\/\/connect.facebook.net\/ja_JP\/sdk.js#xfbml=1&appId=719729204785177&version=v17.0\";\n  fjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/>\n<br \/><a 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