{"id":109,"date":"2025-12-18T18:20:53","date_gmt":"2025-12-18T09:20:53","guid":{"rendered":"https:\/\/www.lightstone.blog\/?p=109"},"modified":"2025-12-18T18:20:53","modified_gmt":"2025-12-18T09:20:53","slug":"%e9%9b%bb%e9%80%9a%e7%b7%8f%e7%a0%94%e3%80%81%e6%9d%b1%e5%8c%97%e5%a4%a7%e5%ad%a6%e3%80%81studio-ousia%e3%81%8cai%e5%9b%bd%e9%9a%9b%e4%bc%9a%e8%ad%b0%e3%80%8cneurips-2025%e3%80%8d%e3%81%a7%e5%84%aa","status":"publish","type":"post","link":"https:\/\/www.lightstone.blog\/?p=109","title":{"rendered":"\u96fb\u901a\u7dcf\u7814\u3001\u6771\u5317\u5927\u5b66\u3001Studio Ousia\u304cAI\u56fd\u969b\u4f1a\u8b70\u300cNeurIPS 2025\u300d\u3067\u512a\u52dd\uff01\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9Deep Research\u3067\u672a\u6765\u3092\u62d3\u304f"},"content":{"rendered":"<h2>NeurIPS\u3068\u306f\uff1f\u4e16\u754c\u6700\u9ad8\u5cf0\u306eAI\u56fd\u969b\u4f1a\u8b70<\/h2>\n<p>\u300cNeurIPS\u300d\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u6df1\u5c64\u5b66\u7fd2\u3001\u5f37\u5316\u5b66\u7fd2\u3001\u5b66\u7fd2\u7406\u8ad6\u3068\u3044\u3063\u305fAI\u5206\u91ce\u306b\u304a\u3044\u3066\u3001\u4e16\u754c\u6700\u9ad8\u5cf0\u306e\u898f\u6a21\u3068\u6a29\u5a01\u3092\u6301\u3064\u56fd\u969b\u4f1a\u8b70\u3067\u3059\u3002\u4eca\u56de\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u300cMMU-RAG\u300d\u3067\u306f\u3001\u300cDeep 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Research\u30b7\u30b9\u30c6\u30e0\u306e\u6d3b\u7528\u4f8b<\/h3>\n<p>\u3053\u306e\u9ad8\u5ea6\u306a\u8abf\u67fb\u80fd\u529b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5e45\u5e83\u3044\u5206\u91ce\u3067\u306e\u6d3b\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p>\u5e02\u5834\u8abf\u67fb\u3084\u7af6\u5408\u5206\u6790<\/p>\n<\/li>\n<li>\n<p>\u5b66\u8853\u8ad6\u6587\u306e\u30b5\u30fc\u30d9\u30a4\u3084\u6700\u65b0\u52d5\u5411\u306e\u628a\u63e1<\/p>\n<\/li>\n<li>\n<p>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30ea\u30b5\u30fc\u30c1<\/p>\n<\/li>\n<li>\n<p>\u91d1\u878d\u30c7\u30fc\u30bf\u3084\u7d4c\u6e08\u6307\u6a19\u306e\u5206\u6790 \u306a\u3069<\/p>\n<\/li>\n<\/ul>\n<h3>\u5f93\u6765\u306e\u691c\u7d22\u3068\u306e\u9055\u3044<\/h3>\n<p>Deep Research\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u306f\u4e00\u7dda\u3092\u753b\u3059\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>\u691c\u7d22\u610f\u56f3\u306e\u6df1\u3044\u7406\u89e3\u3068\u8abf\u67fb\u8a08\u753b\u306e\u81ea\u52d5\u7acb\u6848<\/strong>: \u8cea\u554f\u306e\u80cc\u666f\u3084\u76ee\u7684\u3092\u63a8\u5b9a\u3057\u3001\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u304b\u3089\u306a\u308b\u8abf\u67fb\u624b\u9806\u3092\u81ea\u52d5\u7684\u306b\u8a08\u753b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u5e83\u7bc4\u306a\u60c5\u5831\u6e90\u304b\u3089\u306e\u81ea\u52d5\u53ce\u96c6<\/strong>: LLM\u5185\u90e8\u306e\u77e5\u8b58\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u591a\u69d8\u306a\u60c5\u5831\u6e90\u3001\u5404\u7a2e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u6bb5\u968e\u7684\u304b\u3064\u7db2\u7f85\u7684\u306b\u53ce\u96c6\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u60c5\u5831\u306e\u4fe1\u983c\u6027\u8a55\u4fa1\u3068\u51fa\u5178\u306e\u63d0\u793a<\/strong>: \u53ce\u96c6\u3057\u305f\u60c5\u5831\u306e\u4fe1\u983c\u6027\u3084\u4e00\u8cab\u6027\u3092\u8a55\u4fa1\u3057\u3001\u56de\u7b54\u306b\u5229\u7528\u3057\u305f\u60c5\u5831\u306e\u51fa\u5178\u3092\u660e\u793a\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u591a\u89d2\u7684\u306a\u5206\u6790\u3068\u9ad8\u54c1\u8cea\u306a\u6d1e\u5bdf\u306e\u751f\u6210<\/strong>: \u60c5\u5831\u540c\u58eb\u306e\u95a2\u9023\u6027\u3084\u6574\u5408\u6027\u3092\u691c\u8a3c\u3057\u3001\u591a\u9762\u7684\u306a\u8996\u70b9\u304b\u3089\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u5358\u306a\u308b\u8981\u7d04\u306b\u3068\u3069\u307e\u3089\u306a\u3044\u8cea\u306e\u9ad8\u3044\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<h2>\u512a\u52dd\u3078\u306e\u9053\u306e\u308a\uff1a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u6280\u8853\u306e\u529b \ud83d\udcaa<\/h2>\n<p>\u96fb\u901a\u7dcf\u7814\u306f\u3001Deep Research\u3092\u81ea\u793e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u751f\u6210AI\u6d3b\u7528\u306e\u91cd\u8981\u306a\u6a5f\u80fd\u3068\u4f4d\u7f6e\u3065\u3051\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u307e\u3067\u5546\u7528\u6a5f\u80fd\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u500b\u793e\u3054\u3068\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u96e3\u3057\u3055\u3084\u30b3\u30b9\u30c8\u8ab2\u984c\u304b\u3089\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u6280\u8853\u3092\u7528\u3044\u305f\u5185\u88fd\u5316\u3092\u8996\u91ce\u306b\u5165\u308c\u3001\u4eca\u56de\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u306b\u53c2\u52a0\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>Studio Ousia\u306e\u5c71\u7530\u6c0f\u306e\u6307\u63ee\u306e\u3082\u3068\u3001Qwen3-Next-80B-A3B\u3092\u30d9\u30fc\u30b9\u306bDirect Preference Optimization\uff08\u203b1\uff09\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u9577\u6587\u56de\u7b54\u306e\u751f\u6210\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002\u7279\u306b\u3001\u81ea\u52d5\u8a55\u4fa1\u304c\u96e3\u3057\u3044\u300c\u4e8b\u5b9f\u6027\u300d\u3092\u9069\u5207\u306b\u8a55\u4fa1\u3059\u308b\u305f\u3081\u3001Key Point Recall\uff08\u203b2\uff09\u3092\u6307\u6a19\u3068\u3057\u305f\u81ea\u52d5\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3002\u3055\u3089\u306b\u3001\u9ad8\u5ea6\u306a\u691c\u7d22\u30e2\u30b8\u30e5\u30fc\u30eb\uff08\u203b3\uff09\u3092\u7d44\u307f\u8fbc\u307f\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u9577\u6587\u5f62\u5f0f\u306e\u8cea\u554f\u5fdc\u7b54\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u73fe\u3057\u3001\u512a\u52dd\u3068\u3044\u3046\u8f1d\u304b\u3057\u3044\u6210\u679c\u306b\u3064\u306a\u304c\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3>\u7528\u8a9e\u89e3\u8aac<\/h3>\n<ul>\n<li>\n<p>\u203b1\uff1a\u5831\u916c\u95a2\u6570\u306e\u8a2d\u8a08\u3084\u5831\u916c\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3092\u884c\u308f\u305a\u306b\u3001\u30e2\u30c7\u30eb\u3092\u76f4\u63a5\u6700\u9069\u5316\u3059\u308b\u5f37\u5316\u5b66\u7fd2\u624b\u6cd5<\/p>\n<\/li>\n<li>\n<p>\u203b2\uff1a\u751f\u6210\u3055\u308c\u305f\u6587\u7ae0\u3092\u8a55\u4fa1\u3059\u308b\u6307\u6a19\u3067\u3001\u6b63\u89e3\u306e\u6587\u7ae0\u306b\u542b\u307e\u308c\u308b\u91cd\u8981\u306a\u6587\u7ae0\u3084\u5358\u8a9e\u304c\u3001\u751f\u6210\u3055\u308c\u305f\u6587\u7ae0\u306b\u3069\u308c\u3060\u3051\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u793a\u3059\u6307\u6a19<\/p>\n<\/li>\n<li>\n<p>\u203b3\uff1a\u6587\u66f8\u518d\u30e9\u30f3\u30af\u4ed8\u3051\u3068\u8981\u7d04\u5316\u3092\u7528\u3044\u3066\u3001\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u306b\u542b\u307e\u308c\u308b\u5404\u6587\u7ae0\u306b\u3001\u5bfe\u5fdc\u3059\u308b\u691c\u7d22\u6587\u66f8\u3092\u5f15\u7528\u3068\u3057\u3066\u6dfb\u4ed8\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb<\/p>\n<\/li>\n<\/ul>\n<h2>\u672a\u6765\u3092\u62d3\u304f\u6210\u679c\u3068\u793e\u4f1a\u3078\u306e\u5fdc\u7528 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Research\u6a5f\u80fd\u3092\u81ea\u793e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u7fa4\u306b\u6bb5\u968e\u7684\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u8abf\u67fb\u3001\u4f01\u753b\u3001\u6587\u66f8\u4f5c\u6210\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3068\u3044\u3063\u305f\u77e5\u7684\u696d\u52d9\u306e\u52b9\u7387\u5316\u3068\u9ad8\u5ea6\u5316\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u88fd\u9020\u696d\u306b\u304a\u3051\u308b\u6280\u8853\u6587\u66f8\u3084\u969c\u5bb3\u4e8b\u4f8b\u306e\u6a2a\u65ad\u691c\u7d22\u3001\u516c\u5171\u5206\u91ce\u306b\u304a\u3051\u308b\u653f\u7b56\u7acb\u6848\u306e\u305f\u3081\u306e\u8cc7\u6599\u8abf\u67fb\u3001\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u304a\u3051\u308b\u30ea\u30b5\u30fc\u30c1\u306e\u81ea\u52d5\u5316\u306a\u3069\u3001\u5e45\u5e83\u3044\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3078\u306e\u5c55\u958b\u304c\u898b\u8fbc\u307e\u308c\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u91cd\u8981\u306a\u5fdc\u7528\u5206\u91ce\u306e\u4e00\u3064\u304c\u30c7\u30b8\u30bf\u30eb\u30d5\u30a1\u30a4\u30ca\u30f3\u30b9\u3067\u3059\u3002\u91d1\u878d\u6a5f\u80fd\u306e\u30a2\u30f3\u30d0\u30f3\u30c9\u30eb\u5316\u304c\u9032\u3080\u4e2d\u3067\u3001Deep Research\u6280\u8853\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u898f\u5236\u30fb\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3001\u5e02\u5834\u30c7\u30fc\u30bf\u3001\u4f01\u696d\u958b\u793a\u60c5\u5831\u306a\u3069\u591a\u69d8\u306a\u60c5\u5831\u6e90\u3092\u6a2a\u65ad\u7684\u306b\u5206\u6790\u3057\u3001\u65b0\u305f\u306a\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u306e\u4f01\u753b\u3001\u5be9\u67fb\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u9ad8\u5ea6\u5316\u3057\u3066\u3044\u304f\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\n<h2>\u95a2\u4fc2\u8005\u306e\u30b3\u30e1\u30f3\u30c8<\/h2>\n<h3>\u682a\u5f0f\u4f1a\u793e\u96fb\u901a\u7dcf\u7814 \u4e8b\u696d\u958b\u767a\u5ba4 \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u5c3e\u5d0e \u5c1a\u61b2 \u6c0f<\/h3>\n<p>\u300cNeurIPS 2025\u300d\u306b\u304a\u3051\u308b\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u300cMMU-RAG\u300d\u3067\u3001\u73fe\u5728\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308bDeep Research\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u6838\u3068\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u3067\u512a\u52dd\u3067\u304d\u305f\u3053\u3068\u3092\u5927\u5909\u5149\u6804\u306b\u601d\u3044\u307e\u3059\u3002\u591a\u6bb5\u968e\u306e\u60c5\u5831\u63a2\u7d22\u3068\u63a8\u8ad6\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u306e\u307f\u306a\u3089\u305a\u3001\u30ea\u30fc\u30ba\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u306a\u3063\u305f\u4eca\u56de\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001LLM\u306e\u691c\u7d22\u3092\u4eba\u9593\u306b\u5bc4\u305b\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u305f\u53d6\u308a\u7d44\u307f\u3067\u3059\u3002\u4eca\u56de\u306e\u6210\u679c\u3092\u51fa\u767a\u70b9\u3068\u3057\u3066\u3001\u5b9f\u7528\u7684\u306a\u672c\u5f53\u306b\u5f79\u7acb\u3064Deep Research\u30b7\u30b9\u30c6\u30e0\u306e\u5b9f\u7528\u5316\u30fb\u9ad8\u5ea6\u5316\u306b\u3001\u4eca\u5f8c\u3082\u7d99\u7d9a\u3057\u3066\u53d6\u308a\u7d44\u3093\u3067\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3>\u6771\u5317\u5927\u5b66 \u8a00\u8a9eAI\u7814\u7a76\u30bb\u30f3\u30bf\u30fc \u30bb\u30f3\u30bf\u30fc\u9577 \u9234\u6728\u6f64 \u6c0f<\/h3>\n<p>\u65e5\u3005\u5229\u7528\u3057\u3066\u3044\u308bWeb\u691c\u7d22\u306e\u767a\u5c55\u5f62\u3068\u3057\u3066\u671f\u5f85\u3055\u308c\u3001\u4eca\u5f8c\u306e\u69d8\u3005\u306a\u8abf\u3079\u7269\u306b\u304a\u3044\u3066\u4e2d\u5fc3\u7684\u306a\u65b9\u5f0f\u306b\u306a\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u305fDeep Research\u65b9\u5f0f\u306b\u9023\u306a\u308b\u6280\u8853\u3092\u81ea\u5206\u305f\u3061\u3067\u72ec\u81ea\u306b\u7d44\u307f\u4e0a\u3052\u308b\u8cb4\u91cd\u306a\u6a5f\u4f1a\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u4eca\u5f8c\u306e\u7814\u7a76\u306b\u6709\u76ca\u306a\u77e5\u898b\u3084\u7d4c\u9a13\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3>\u682a\u5f0f\u4f1a\u793eStudio Ousia \u30c1\u30fc\u30d5\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u5c71\u7530\u80b2\u77e2 \u6c0f<\/h3>\n<p>\u6700\u8fd1\u3001ChatGPT\u3084Gemini\u306a\u3069\u306b\u642d\u8f09\u3055\u308c\u3066\u3044\u308bLLM\u306b\u3088\u308b\u81ea\u5f8b\u7684\u306a\u30ea\u30b5\u30fc\u30c1\u6a5f\u80fd\u3067\u3042\u308bDeep Research\u306f\u3001\u4e3b\u306b\u30af\u30ed\u30fc\u30ba\u30c9\u306a\u5546\u7528LLM\u3092\u7528\u3044\u3066\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u30aa\u30fc\u30d7\u30f3\u306a\u6280\u8853\u3067\u540c\u69d8\u306e\u6a5f\u80fd\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u306f\u96e3\u3057\u3044\u8ab2\u984c\u3067\u3059\u3002\u4eca\u56de\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u3067\u958b\u767a\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u3067\u518d\u73fe\u53ef\u80fd\u306aDeep Research\u304c\u3001\u305d\u306e\u89e3\u6c7a\u306e\u4e00\u52a9\u3068\u306a\u308a\u3001\u3053\u306e\u5206\u91ce\u306e\u7814\u7a76\u304c\u3055\u3089\u306b\u767a\u5c55\u3057\u3066\u3044\u304f\u3053\u3068\u3092\u671f\u5f85\u3057\u307e\u3059\u3002<\/p>\n<h2>\u5404\u7d44\u7e54\u306b\u3064\u3044\u3066<\/h2>\n<h3>\u6771\u5317\u5927\u5b66 \u8a00\u8a9eAI\u7814\u7a76\u30bb\u30f3\u30bf\u30fc<\/h3>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u5206\u91ce\u306b\u304a\u3044\u3066\u56fd\u5185\u6700\u5927\u7d1a\u306e\u7814\u7a76\u30b0\u30eb\u30fc\u30d7\u3092\u6709\u3057\u3001AI\u30a2\u30e9\u30a4\u30f3\u30e1\u30f3\u30c8\u3084\u30bb\u30fc\u30d5\u30c6\u30a3\u7814\u7a76\u3001AI\u57fa\u76e4\u6280\u8853\u306e\u767a\u5c55\u3092\u63a8\u9032\u3057\u3066\u3044\u307e\u3059\u3002AI\u99c6\u52d5\u578b\u7814\u7a76\u306e\u63a8\u9032\u3001AI\u4eba\u6750\u80b2\u6210\u3001\u793e\u4f1a\u5b9f\u88c5\u306a\u3069\u3001\u5e45\u5e83\u3044\u9818\u57df\u3067AI\u6280\u8853\u306e\u767a\u5c55\u306b\u8ca2\u732e\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<br >\n<a href=\"https:\/\/langai.tohoku.ac.jp\/\" target=\"_blank\" rel=\"noopener\">\u6771\u5317\u5927\u5b66 \u8a00\u8a9eAI\u7814\u7a76\u30bb\u30f3\u30bf\u30fc<\/a><\/p>\n<h3>\u682a\u5f0f\u4f1a\u793eStudio Ousia<\/h3>\n<p>\u300c\u30c6\u30ad\u30b9\u30c8\u3092\u300c\u4f7f\u3048\u308b\u30ca\u30ec\u30c3\u30b8\u300d\u3078\u300d\u3092\u30d3\u30b8\u30e7\u30f3\u306b\u63b2\u3052\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u6d3b\u7528\u3057\u3066\u7d44\u7e54\u306e\u60c5\u5831\u8cc7\u7523\u304b\u3089\u65b0\u305f\u306a\u4ed8\u52a0\u4fa1\u5024\u3092\u5275\u51fa\u3057\u3066\u3044\u307e\u3059\u3002\u7d44\u7e54\u56fa\u6709\u306e\u77e5\u8b58\u3082\u6d3b\u7528\u3067\u304d\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u958b\u767a\u306b\u5f37\u307f\u3092\u6301\u3061\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u63d0\u4f9b\u3084\u5171\u540c\u7814\u7a76\u3001\u53d7\u8a17\u958b\u767a\u3001\u6280\u8853\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u3092\u901a\u3058\u3066\u8ab2\u984c\u89e3\u6c7a\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<br >\n<a href=\"https:\/\/www.ousia.jp\/\" target=\"_blank\" rel=\"noopener\">\u682a\u5f0f\u4f1a\u793eStudio Ousia<\/a><\/p>\n<h3>\u96fb\u901a\u7dcf\u7814<\/h3>\n<p>\u300cHUMANOLOGY for the future\uff5e\u4eba\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3067\u3001\u305d\u306e\u5148\u3092\u3064\u304f\u308b\u3002\uff5e\u300d\u3092\u4f01\u696d\u30d3\u30b8\u30e7\u30f3\u3068\u3057\u3001\u300c\u30b7\u30b9\u30c6\u30e0\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u300d\u300c\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u300d\u300c\u30b7\u30f3\u30af\u30bf\u30f3\u30af\u300d\u306e3\u3064\u306e\u6a5f\u80fd\u9023\u643a\u306b\u3088\u308a\u3001\u793e\u4f1a\u5168\u4f53\u306e\u9032\u5316\u3092\u652f\u63f4\u30fb\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3084\u696d\u754c\u3092\u8d85\u3048\u305f\u300cX Innovation\u300d\u3092\u63a8\u9032\u3057\u3001\u65b0\u3057\u3044\u4fa1\u5024\u3092\u5275\u9020\u3057\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<br >\n<a href=\"https:\/\/www.dentsusoken.com\" target=\"_blank\" rel=\"noopener\">\u96fb\u901a\u7dcf\u7814<\/a><\/p>\n<p>\u4eca\u56de\u306eNeurIPS 2025\u3067\u306e\u512a\u52dd\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u6280\u8853\u3092\u7528\u3044\u305fDeep Research\u30b7\u30b9\u30c6\u30e0\u306e\u53ef\u80fd\u6027\u3092\u5927\u304d\u304f\u5e83\u3052\u308b\u753b\u671f\u7684\u306a\u6210\u679c\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002\u4eca\u5f8c\u306e\u793e\u4f1a\u5b9f\u88c5\u3068\u3055\u3089\u306a\u308b\u767a\u5c55\u306b\u671f\u5f85\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002\u2728<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u96fb\u901a\u7dcf\u7814\u3001\u6771\u5317\u5927\u5b66 \u8a00\u8a9eAI\u7814\u7a76\u30bb\u30f3\u30bf\u30fc\u3001Studio Ousia\u306e3\u8005\u304c\u3001\u4e16\u754c\u6700\u9ad8\u5cf0\u306eAI\u56fd\u969b\u4f1a\u8b70\u300cNeurIPS 2025\u300d\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u300cMMU-RAG\u300d\u3067\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u6280\u8853\u90e8\u9580\u3092\u512a\u52dd\u3057\u307e\u3057\u305f\u3002\u9577\u6587\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u300cDeep Research\u300d\u306e\u69cb\u7bc9\u304c\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u3001\u77e5\u7684\u696d\u52d9\u306e\u52b9\u7387\u5316\u3068\u9ad8\u5ea6\u5316\u306b\u8ca2\u732e\u3059\u308b\u9769\u65b0\u7684\u306a\u6280\u8853\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"author":1,"featured_media":111,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","fit_primary_category":0},"categories":[4],"tags":[],"class_list":["post-109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aiit"],"_links":{"self":[{"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/posts\/109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=109"}],"version-history":[{"count":1,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/posts\/109\/revisions"}],"predecessor-version":[{"id":112,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/posts\/109\/revisions\/112"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/media\/111"}],"wp:attachment":[{"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}