{"id":17199,"date":"2026-07-16T20:38:47","date_gmt":"2026-07-16T11:38:47","guid":{"rendered":"https:\/\/genai-ai.co.jp\/ai-kanri\/?p=17199"},"modified":"2026-07-16T20:38:47","modified_gmt":"2026-07-16T11:38:47","slug":"cc-roberta-bert","status":"publish","type":"post","link":"https:\/\/genai-ai.co.jp\/ai-kanri\/blog\/cc-roberta-bert\/","title":{"rendered":"\u30102026\u5e747\u6708\u6700\u65b0\u3011RoBERTa\u3068\u306f\uff1fBERT\u3068\u306e\u9055\u3044\u30fb\u6280\u8853\u7684\u7279\u5fb4\u30fbChatGPT\/Claude Code\u3068\u306e\u6bd4\u8f03\u3092\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\u306b\u89e3\u8aac"},"content":{"rendered":"\n<style>\n.g-flow-row{display:flex;gap:8px;justify-content:center;flex-wrap:wrap;align-items:center;}\n.g-flow-item{background:linear-gradient(135deg,#1a1a1a,#2a1015);color:#fff;border-radius:8px;padding:16px 14px;min-width:130px;flex:1;text-align:center;}\n.g-flow-arrow{color:#dc2626;font-size:20px;font-weight:700;}\n.g-card-row{display:flex;gap:12px;flex-wrap:wrap;margin:0 0 32px;}\n.g-card-row>div{flex:1;min-width:220px;}\n@media(max-width:600px){\n  .g-flow-row{flex-direction:column;}\n  .g-flow-arrow{transform:rotate(90deg);}\n  .g-card-row{flex-direction:column;}\n  .g-card-row>div{min-width:100%;}\n}\n<\/style>\n\n\n\n<div style=\"margin:0 0 32px;\">\n  <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/07\/thumb-cc-roberta-bert.jpg\" alt=\"\u30102026\u5e747\u6708\u6700\u65b0\u3011RoBERTa\u3068\u306f\uff1fBERT\u3068\u306e\u9055\u3044\u30fb\u6280\u8853\u7684\u7279\u5fb4\u30fbChatGPT\/Claude Code\u3068\u306e\u6bd4\u8f03\u3092\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\u306b\u89e3\u8aac\" style=\"width:100%;height:auto;border-radius:12px;display:block;\">\n<\/div>\n\n\n\n<div style=\"background:#f8f9fa;border-radius:12px;padding:24px 28px;margin:0 0 32px;border-left:4px solid #dc2626;\">\n  <p style=\"font-size:15px;font-weight:700;color:#1a1a1a;margin:0 0 16px;\">\u3053\u306e\u8a18\u4e8b\u306e\u5185\u5bb9<\/p>\n  <ol style=\"margin:0;padding-left:20px;font-size:14px;line-height:2.2;list-style:none;\">\n    <li><a href=\"#sec-01\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">01<\/span>RoBERTa\u3068\u306f\uff1fMeta AI\u304c\u958b\u767a\u3057\u305fBERT\u6539\u826f\u7248NLP\u30e2\u30c7\u30eb\u306e\u5168\u8c8c<\/a><\/li>\n    <li><a href=\"#sec-02\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">02<\/span>BERT\u3068RoBERTa\u306e\u9055\u3044\u3092\u6574\u7406\u3059\u308b\uff08\u6280\u8853\u7684\u5dee\u5206\u3068\u5b9f\u7528\u4e0a\u306e\u5f71\u97ff\uff09<\/a><\/li>\n    <li><a href=\"#sec-03\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">03<\/span>RoBERTa\u306e3\u3064\u306e\u6280\u8853\u7684\u7279\u5fb4\uff08\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\u30fb\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30fbNSP\u5ec3\u6b62\uff09<\/a><\/li>\n    <li><a href=\"#sec-04\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">04<\/span>RoBERTa\u306e\u4e3b\u306a\u6d3b\u7528\u4e8b\u4f8b\uff08\u691c\u7d22\u30fb\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30fb\u6587\u66f8\u8981\u7d04\uff09<\/a><\/li>\n    <li><a href=\"#sec-05\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">05<\/span>RoBERTa vs GPT vs T5 vs Claude Code\uff1aNLP\u30e2\u30c7\u30eb\u5168\u6bd4\u8f03<\/a><\/li>\n    <li><a href=\"#sec-06\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">06<\/span>\u3010GENAI\u5b9f\u904b\u7528\u3011Claude Code\u304c\u300cRoBERTa\u578b\u30bf\u30b9\u30af\u300d\u3092\u3069\u3046\u4ee3\u66ff\u3057\u3066\u3044\u308b\u304b<\/a><\/li>\n    <li><a href=\"#sec-07\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">07<\/span>RoBERTa\u3092\u5c0e\u5165\u30fb\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u5b9f\u8df5\u7684\u624b\u9806<\/a><\/li>\n    <li><a href=\"#sec-08\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">08<\/span>\u307e\u3068\u3081 \u2500\u2500 NLP\u30e2\u30c7\u30eb\u9078\u3073\u306f\u300c\u7528\u9014\u00d7\u30b3\u30b9\u30c8\u00d7\u904b\u7528\u4f53\u5236\u300d\u3067\u6c7a\u3081\u308b<\/a><\/li>\n    <li><a href=\"#faq\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">FAQ<\/span>\u3088\u304f\u3042\u308b\u8cea\u554f<\/a><\/li>\n  <\/ol>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cRoBERTa\u3063\u3066\u3088\u304f\u805e\u304f\u3051\u3069\u3001BERT\u3068\u4f55\u304c\u9055\u3046\u306e\uff1f\u300d\u300cChatGPT\u3084Claude Code\u3068\u306f\u3069\u3046\u9055\u3046\u306e\u304b\uff1f\u300d\u2014\u2014\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306e\u4e16\u754c\u3067\u306f\u3001\u6b21\u304b\u3089\u6b21\u3078\u3068\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u540d\u304c\u767b\u5834\u3057\u3001\u305d\u306e\u9055\u3044\u3092\u6574\u7406\u3059\u308b\u3060\u3051\u3067\u3082\u4e00\u82e6\u52b4\u3067\u3059\u3002\u7279\u306b\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u7d4c\u55b6\u8005\u30fb\u7ba1\u7406\u8077\u306e\u65b9\u306b\u306f\u3001\u300c\u3068\u306b\u304b\u304f\u30ab\u30bf\u30ab\u30ca\u304c\u591a\u304f\u3066\u8ffd\u3044\u3064\u3051\u306a\u3044\u300d\u3068\u3044\u3046\u611f\u899a\u304c\u3042\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u306f\u3001Meta AI\uff08\u65e7Facebook AI\uff09\u304c2019\u5e74\u306b\u767a\u8868\u3057\u305f\u3001Google\u306e\u300cBERT\u300d\u3092\u5927\u5e45\u306b\u6539\u826f\u3057\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb\u3067\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u985e\u30fb\u611f\u60c5\u5206\u6790\u30fb\u8cea\u554f\u5fdc\u7b54\u30fb\u6587\u66f8\u8981\u7d04\u306a\u3069\u3001\u69d8\u3005\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u3067\u9ad8\u3044\u7cbe\u5ea6\u3092\u767a\u63ee\u3057\u3001\u4f01\u696d\u306eNLP\u6d3b\u7528\u57fa\u76e4\u3068\u3057\u3066\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001RoBERTa\u306e\u5b9a\u7fa9\u30fbBERT\u3068\u306e\u9055\u3044\u30fb\u6280\u8853\u7684\u7279\u5fb4\u304b\u3089\u3001ChatGPT\u30fbClaude Code\u306a\u3069\u306eLLM\u3068\u306e\u6bd4\u8f03\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u30b7\u30fc\u30f3\u307e\u3067\u3092\u3001<strong>\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u8a00\u8449<\/strong>\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u5f0a\u793e\uff08\u682a\u5f0f\u4f1a\u793eGENAI\uff09\u304cClaude Code\u3092\u4f7f\u3063\u3066RoBERTa\u304c\u62c5\u3063\u3066\u3044\u305f\u30bf\u30b9\u30af\u3092\u3069\u3046\u52b9\u7387\u5316\u3057\u3066\u3044\u308b\u304b\u3082\u3001\u5b9f\u904b\u7528\u30c7\u30fc\u30bf\u3068\u3068\u3082\u306b\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">NLP\u30e2\u30c7\u30eb\u306e\u6bd4\u8f03\u306f\u300c\u3069\u308c\u304c\u6700\u5f37\u304b\u300d\u3067\u306f\u306a\u304f\u300c\u4f55\u306b\u4f7f\u3046\u304b\u30fb\u3069\u3046\u904b\u7528\u3059\u308b\u304b\u300d\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002RoBERTa\u306f\u300c\u7279\u5b9a\u30bf\u30b9\u30af\u306e\u5c02\u9580\u5bb6\u300d\u3001ChatGPT\u30fbClaude Code\u306f\u300c\u4e07\u80fd\u30bc\u30cd\u30e9\u30ea\u30b9\u30c8\u300d\u3068\u3044\u3046\u30a4\u30e1\u30fc\u30b8\u3067\u6574\u7406\u3059\u308b\u3068\u3001\u9078\u3073\u65b9\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">2024\u5e74\u4ee5\u964d\u3001RoBERTa\u5358\u4f53\u3092\u81ea\u793e\u3067\u5b66\u7fd2\u3055\u305b\u308b\u3088\u308a\u3001Claude Code\u306a\u3069\u306eLLM\u306b\u76f4\u63a5\u30bf\u30b9\u30af\u3092\u6295\u3052\u308b\u65b9\u304c\u3001\u30b3\u30b9\u30c8\u30fb\u7cbe\u5ea6\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u306e\u3059\u3079\u3066\u3067\u512a\u308c\u3066\u3044\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u300cRoBERTa\u3092\u4f7f\u3046\u3079\u304d\u304b\u3001LLM\u3067\u4ee3\u66ff\u3059\u308b\u304b\u300d\u306e\u5224\u65ad\u57fa\u6e96\u3082\u3053\u306e\u8a18\u4e8b\u3067\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3092\u6700\u5f8c\u307e\u3067\u8aad\u3080\u3068\u3001\u6b21\u306e\u3053\u3068\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#fafafa;border-radius:8px;padding:16px 20px;margin:16px 0;border-left:4px solid #dc2626;\">\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>RoBERTa\u306e\u5b9a\u7fa9<\/strong>\u3068\u3001BERT\u304b\u3089\u306e\u6280\u8853\u7684\u306a\u6539\u826f\u70b9<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\u30fbNSP\u5ec3\u6b62\u30fb\u5927\u898f\u6a21\u30c7\u30fc\u30bf<\/strong>\u306e3\u3064\u306e\u6280\u8853\u7684\u7279\u5fb4<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>RoBERTa vs GPT vs T5 vs Claude Code<\/strong>\u306e\u5168\u6bd4\u8f03\u3068\u4f7f\u3044\u5206\u3051<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u30fb\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30fb\u6587\u66f8\u8981\u7d04<\/strong>\u3067\u306e\u5177\u4f53\u7684\u306a\u6d3b\u7528\u4e8b\u4f8b<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u5f0a\u793eGENAI\u3067\u306eClaude Code\u6d3b\u7528<\/strong>\u306b\u3088\u308bNLP\u30bf\u30b9\u30af\u306e\u4ee3\u66ff\u5b9f\u4f8b<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>RoBERTa\u3092\u4eca\u304b\u3089\u4f7f\u3046\u3079\u304d\u304b\u3001LLM\u306b\u5207\u308a\u66ff\u3048\u308b\u3079\u304d\u304b<\/strong>\u306e\u5224\u65ad\u57fa\u6e96<\/span><\/div>\n\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-roberta-bert&#038;blog_slug=cc-roberta-bert\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-roberta-bert&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-01\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">01<\/span>\n  <span class=\"section-label\" style=\"display:block;\">WHAT IS ROBERTA<\/span>\n  <span class=\"section-title\" style=\"display:block;\">RoBERTa\u3068\u306f\uff1fMeta AI\u304c\u958b\u767a\u3057\u305fBERT\u6539\u826f\u7248NLP\u30e2\u30c7\u30eb\u306e\u5168\u8c8c<\/span>\n  <span class=\"section-desc\">\u300cBERT\u306e\u6700\u9069\u5316\u7248\u300d\u3068\u3044\u3046\u30b7\u30f3\u30d7\u30eb\u306a\u5b9a\u7fa9\u304b\u3089\u59cb\u307e\u308b<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\uff08Robustly Optimized BERT Pretraining Approach\uff09\u306f\u3001<strong>Meta AI\uff08\u65e7Facebook AI Research\uff09\u304c2019\u5e74\u306b\u767a\u8868\u3057\u305f\u3001Google\u306eBERT\u3092\u5927\u5e45\u306b\u6539\u826f\u3057\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30e2\u30c7\u30eb<\/strong>\u3067\u3059\u3002\u540d\u524d\u306e\u901a\u308a\u3001BERT\u306e\u4e8b\u524d\u5b66\u7fd2\uff08Pretraining\uff09\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u300c\u3088\u308a\u5805\u7262\u306b\u6700\u9069\u5316\uff08Robustly Optimized\uff09\u300d\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u304c\u767b\u5834\u3057\u305f\u80cc\u666f\u306b\u306f\u3001\u300cBERT\u306f\u601d\u3063\u305f\u4ee5\u4e0a\u306b\u904e\u5c11\u5b66\u7fd2\uff08Undertrained\uff09\u3060\u3063\u305f\u306e\u3067\u306f\u306a\u3044\u304b\u300d\u3068\u3044\u3046\u7814\u7a76\u30c1\u30fc\u30e0\u306e\u4eee\u8aac\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3088\u308a\u591a\u304f\u306e\u30c7\u30fc\u30bf\u3001\u3088\u308a\u9577\u3044\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u3001\u3088\u308a\u5927\u304d\u306a\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3067BERT\u3092\u5b66\u7fd2\u3057\u76f4\u3057\u305f\u3068\u3053\u308d\u3001\u8907\u6570\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067BERT\u3092\u5927\u5e45\u306b\u4e0a\u56de\u308b\u7d50\u679c\u304c\u51fa\u307e\u3057\u305f\u3002\u3064\u307e\u308a\u3001<strong>RoBERTa\u306fBERT\u3068\u540c\u3058\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff08\u69cb\u9020\uff09\u3092\u6301\u3061\u306a\u304c\u3089\u3001\u5b66\u7fd2\u65b9\u6cd5\u306e\u6539\u5584\u3060\u3051\u3067\u5927\u5e45\u306a\u7cbe\u5ea6\u5411\u4e0a\u3092\u5b9f\u73fe\u3057\u305f\u30e2\u30c7\u30eb<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>RoBERTa\uff08Robustly Optimized BERT Pretraining Approach\uff09<\/strong>\uff1aMeta AI\uff08\u65e7Facebook AI\uff09\u304c2019\u5e74\u306b\u958b\u767a\u3057\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb\u3002Google\u304c2018\u5e74\u306b\u767a\u8868\u3057\u305fBERT\u3092\u6539\u826f\u3057\u3001\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u91cf\u306e\u5897\u52a0\u30fb\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306e\u62e1\u5927\u30fb\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\u306e\u5c0e\u5165\u30fbNSP\u30bf\u30b9\u30af\u306e\u5ec3\u6b62\u306a\u3069\u306e\u5909\u66f4\u3092\u52a0\u3048\u308b\u3053\u3068\u3067\u3001\u8907\u6570\u306eNLP\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067BERT\u3092\u4e0a\u56de\u308b\u7cbe\u5ea6\u3092\u9054\u6210\u3002\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u30fb\u611f\u60c5\u5206\u6790\u30fb\u8cea\u554f\u5fdc\u7b54\u30fb\u6587\u66f8\u8981\u7d04\u306a\u3069\u5e45\u5e83\u3044NLP\u30bf\u30b9\u30af\u306b\u6d3b\u7528\u3055\u308c\u308b\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">1-1. RoBERTa\u306f\u3069\u3093\u306a\u554f\u984c\u3092\u89e3\u304f\u300c\u5c02\u9580\u5bb6\u300d\u304b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u3092\u7d4c\u55b6\u8005\u76ee\u7dda\u3067\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u300c\u3069\u3093\u306a\u7a2e\u985e\u306e\u554f\u984c\u3092\u89e3\u304f\u306e\u304b\u300d\u304b\u3089\u5165\u308b\u3068\u5206\u304b\u308a\u3084\u3059\u3044\u3067\u3059\u3002RoBERTa\u306f<strong>\u300c\u30c6\u30ad\u30b9\u30c8\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3001\u7406\u89e3\u30fb\u5206\u985e\u30fb\u5224\u65ad\u3059\u308b\u300d<\/strong>\u985e\u306e\u554f\u984c\u306b\u7279\u5316\u3057\u305f\u5c02\u9580\u5bb6\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>RoBERTa\u304c\u5f97\u610f\u306a\u30bf\u30b9\u30af<\/th><th>\u5177\u4f53\u4f8b<\/th><th>\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u30c6\u30ad\u30b9\u30c8\u5206\u985e<\/td><td>\u3053\u306e\u30e1\u30fc\u30eb\u306f\u30b9\u30d1\u30e0\u304b\u5426\u304b\u3001\u3053\u306e\u30ec\u30d3\u30e5\u30fc\u306f\u80af\u5b9a\u7684\u304b\u5426\u5b9a\u7684\u304b<\/td><td>\u30b9\u30d1\u30e0\u30d5\u30a3\u30eb\u30bf\u3001\u30af\u30ec\u30fc\u30e0\u691c\u77e5\u3001\u554f\u3044\u5408\u308f\u305b\u81ea\u52d5\u5206\u985e<\/td><\/tr>\n<tr><td>\u611f\u60c5\u5206\u6790<\/td><td>\u3053\u306e\u767a\u8a00\u306f\u80af\u5b9a\u7684\/\u5426\u5b9a\u7684\/\u4e2d\u7acb\u7684\u304b<\/td><td>SNS\u76e3\u8996\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u5206\u6790\u3001\u30b3\u30fc\u30eb\u30bb\u30f3\u30bf\u30fc<\/td><\/tr>\n<tr><td>\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER\uff09<\/td><td>\u3053\u306e\u30c6\u30ad\u30b9\u30c8\u306e\u4eba\u540d\u30fb\u5730\u540d\u30fb\u7d44\u7e54\u540d\u306f\u3069\u308c\u304b<\/td><td>\u5951\u7d04\u66f8\u306e\u60c5\u5831\u62bd\u51fa\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306e\u81ea\u52d5\u30bf\u30b0\u4ed8\u3051<\/td><\/tr>\n<tr><td>\u8cea\u554f\u5fdc\u7b54<\/td><td>\u3053\u306e\u6587\u66f8\u306b\u57fa\u3065\u3044\u3066\u3053\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u3068\uff1f<\/td><td>FAQ\u81ea\u52d5\u5fdc\u7b54\u3001\u30de\u30cb\u30e5\u30a2\u30eb\u691c\u7d22\u3001\u30d8\u30eb\u30d7\u30c7\u30b9\u30af<\/td><\/tr>\n<tr><td>\u81ea\u7136\u8a00\u8a9e\u63a8\u8ad6\uff08NLI\uff09<\/td><td>\u3053\u306e2\u3064\u306e\u6587\u7ae0\u306f\u77db\u76fe\u3059\u308b\u304b\u542b\u610f\u3059\u308b\u304b\u4e2d\u7acb\u304b<\/td><td>\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u3001\u6cd5\u5f8b\u6587\u66f8\u306e\u6574\u5408\u6027\u78ba\u8a8d<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u76ee\u3059\u3079\u304d\u306f\u3001RoBERTa\u304c\u300c\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3059\u308b\u300d\u65b9\u5411\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u70b9\u3067\u3059\u3002\u5f8c\u8ff0\u3059\u308bGPT\u306e\u3088\u3046\u306a\u300c\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u300d\u30e2\u30c7\u30eb\u3068\u306f\u3001\u8a2d\u8a08\u601d\u60f3\u304c\u6839\u672c\u7684\u306b\u7570\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u9055\u3044\u304c\u3001\u300c\u3069\u306e\u30bf\u30b9\u30af\u306b\u3069\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u304b\u300d\u306e\u9078\u629e\u57fa\u6e96\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1-2. \u300c\u30a8\u30f3\u30b3\u30fc\u30c0\u578b\u300d\u3068\u3044\u3046\u8a2d\u8a08\u601d\u60f3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\uff08\u304a\u3088\u3073BERT\uff09\u306f\u3001Transformer\u3068\u3044\u3046\u6280\u8853\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f<strong>\u300c\u30a8\u30f3\u30b3\u30fc\u30c0\u578b\u300d<\/strong>\u30e2\u30c7\u30eb\u3067\u3059\u3002\u30a8\u30f3\u30b3\u30fc\u30c0\u578b\u3068\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5168\u4f53\u3092\u300c\u53cc\u65b9\u5411\u306b\u300d\u8aad\u307f\u8fbc\u3093\u3067\u3001\u5358\u8a9e\u306e\u6587\u8108\u7684\u306a\u610f\u5473\u3092\u6570\u5024\u30d9\u30af\u30c8\u30eb\uff08\u57cb\u3081\u8fbc\u307f\u8868\u73fe\uff09\u306b\u5909\u63db\u3059\u308b\u8a2d\u8a08\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u53cc\u65b9\u5411\u306b\u8aad\u3080\u300d\u3068\u3044\u3046\u306e\u306f\u3001\u300c\u524d\u306e\u5358\u8a9e\u3060\u3051\u3067\u306a\u304f\u5f8c\u308d\u306e\u5358\u8a9e\u3082\u53c2\u7167\u3057\u306a\u304c\u3089\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u4f8b\u3048\u3070\u300c\u9280\u884c\u306b\u884c\u3063\u305f\u300d\u3068\u300c\u5ddd\u306e\u9280\u884c\uff08\u5824\u9632\uff09\u6cbf\u3044\u3092\u6b69\u3044\u305f\u300d\u3067\u306f\u300c\u9280\u884c\u300d\u306e\u610f\u5473\u304c\u9055\u3044\u307e\u3059\u304c\u3001\u30a8\u30f3\u30b3\u30fc\u30c0\u578b\u30e2\u30c7\u30eb\u306f\u524d\u5f8c\u306e\u6587\u8108\u3092\u4e21\u65b9\u898b\u308b\u3053\u3068\u3067\u6b63\u3057\u3044\u610f\u5473\u3092\u628a\u63e1\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u304c\u300c\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\u300d\u306b\u5f37\u3044\u7406\u7531\u3067\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u30a8\u30f3\u30b3\u30fc\u30c0\u578b\u30e2\u30c7\u30eb<\/strong>\uff1aTransformer\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3057\u305fNLP\u30e2\u30c7\u30eb\u306e\u5206\u985e\u306e\u4e00\u3064\u3002\u30c6\u30ad\u30b9\u30c8\u5168\u4f53\u3092\u53cc\u65b9\u5411\u306b\u8aad\u307f\u8fbc\u307f\u3001\u5404\u5358\u8a9e\u306e\u6587\u8108\u7684\u306a\u610f\u5473\u3092\u6570\u5024\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\uff08\u30a8\u30f3\u30b3\u30fc\u30c9\uff09\u3059\u308b\u3053\u3068\u306b\u7279\u5316\u3002BERT\u30fbRoBERTa\u30fbDeBERTa\u306a\u3069\u304c\u4ee3\u8868\u4f8b\u3002\u30c6\u30ad\u30b9\u30c8\u306e\u300c\u7406\u89e3\u30fb\u5206\u985e\u30fb\u5224\u65ad\u300d\u30bf\u30b9\u30af\u306b\u5f37\u3044\u3002\u5bfe\u3057\u3066\u300c\u30c7\u30b3\u30fc\u30c0\u578b\u300d\uff08GPT\u7b49\uff09\u306f\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306b\u7279\u5316\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u300c\u30a8\u30f3\u30b3\u30fc\u30c0\u578b\uff08\u7406\u89e3\uff09\u300dvs\u300c\u30c7\u30b3\u30fc\u30c0\u578b\uff08\u751f\u6210\uff09\u300d\u3068\u3044\u3046\u533a\u5206\u3051\u3092\u77e5\u3063\u3066\u304a\u304f\u3068\u3001AI\u30c4\u30fc\u30eb\u9078\u3073\u304c\u30b7\u30f3\u30d7\u30eb\u306b\u306a\u308a\u307e\u3059\u3002RoBERTa\u306f\u8aad\u3093\u3067\u5206\u985e\u3059\u308b\u306e\u304c\u5f97\u610f\u3001GPT\u306f\u66f8\u3044\u3066\u751f\u6210\u3059\u308b\u306e\u304c\u5f97\u610f\u3001Claude Code\u306f\u4e21\u65b9\u3067\u304d\u308b\u2014\u2014\u3068\u3044\u3046\u6574\u7406\u3067\u3059\u3002<\/div>\n<\/div>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u30a8\u30f3\u30b3\u30fc\u30c0\u578b\u30e2\u30c7\u30eb\u3092\u4f1a\u793e\u7d44\u7e54\u306b\u4f8b\u3048\u308b\u3068\u300c\u8aad\u3093\u3067\u5224\u65ad\u3059\u308b\u67fb\u5b9a\u62c5\u5f53\u8005\u300d\u3067\u3059\u3002\u5927\u91cf\u306e\u7533\u8acb\u66f8\u3092\u8aad\u3093\u3067\u300c\u627f\u8a8d\/\u5426\u8a8d\/\u8981\u78ba\u8a8d\u300d\u306b\u5206\u985e\u3059\u308b\u306e\u304c\u4ed5\u4e8b\u3002\u4e00\u65b9\u3001\u30c7\u30b3\u30fc\u30c0\u578b\u306f\u300c\u66f8\u3044\u3066\u4f1d\u3048\u308b\u5e83\u5831\u62c5\u5f53\u8005\u300d\u3002\u540c\u3058\u300c\u8a00\u8a9e\u3092\u6271\u3046\u5c02\u9580\u5bb6\u300d\u3067\u3082\u62c5\u3046\u4ed5\u4e8b\u304c\u307e\u3063\u305f\u304f\u9055\u3044\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-roberta-bert&#038;blog_slug=cc-roberta-bert\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-roberta-bert&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-02\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">02<\/span>\n  <span class=\"section-label\" style=\"display:block;\">BERT VS ROBERTA<\/span>\n  <span class=\"section-title\" style=\"display:block;\">BERT\u3068RoBERTa\u306e\u9055\u3044\u3092\u6574\u7406\u3059\u308b<\/span>\n  <span class=\"section-desc\">\u300c\u5b66\u7fd2\u65b9\u6cd5\u306e\u6539\u5584\u306e\u307f\u300d\u3067\u9054\u6210\u3057\u305f\u7cbe\u5ea6\u5411\u4e0a\u306e\u610f\u5473<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u3068BERT\u306e\u95a2\u4fc2\u3067\u91cd\u8981\u306a\u306e\u306f\u3001<strong>\u300c\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff08\u69cb\u9020\uff09\u306f\u540c\u3058\u3001\u5b66\u7fd2\u65b9\u6cd5\u3060\u3051\u3092\u6539\u826f\u3057\u305f\u300d<\/strong>\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u3064\u307e\u308aRoBERTa\u306fBERT\u306e\u300c\u6539\u826f\u7248\u300d\u3067\u306f\u306a\u304f\u3001\u3088\u308a\u6b63\u78ba\u306b\u306f\u300cBERT\u3092\u6b63\u3057\u304f\u5b66\u7fd2\u3055\u305b\u305f\u7248\u300d\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>BERT\uff08Bidirectional Encoder Representations from Transformers\uff09<\/strong>\uff1aGoogle\u304c2018\u5e74\u306b\u767a\u8868\u3057\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb\u3002Transformer\u306e\u30a8\u30f3\u30b3\u30fc\u30c0\u90e8\u5206\u3092\u4f7f\u3044\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u3067\u4e8b\u524d\u5b66\u7fd2\uff08Pretraining\uff09\u3057\u305f\u5f8c\u3001\u7279\u5b9a\u30bf\u30b9\u30af\u5411\u3051\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u69d8\u3005\u306aNLP\u30bf\u30b9\u30af\u3067\u5f53\u6642\u306e\u6700\u9ad8\u7cbe\u5ea6\u3092\u9054\u6210\u3002RoBERTa\u306e\u300c\u57fa\u790e\u300d\u3068\u306a\u3063\u305f\u30e2\u30c7\u30eb\u3002\u73fe\u5728\u3082NLP\u7814\u7a76\u30fb\u5b9f\u7528\u5316\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u3057\u3066\u5e83\u304f\u53c2\u7167\u3055\u308c\u308b\u3002<\/p>\n<\/div>\n\n\n\n<table>\n<thead><tr><th>\u6bd4\u8f03\u9805\u76ee<\/th><th>BERT\uff082018\uff09<\/th><th>RoBERTa\uff082019\uff09<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u91cf<\/td><td>16GB\uff08BooksCorpus+Wikipedia\uff09<\/td><td>160GB\uff08BooksCorpus+CC-News+OpenWebText+Stories\uff09<\/td><\/tr>\n<tr><td>\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba<\/td><td>256<\/td><td>8,000\uff0832\u500d\uff09<\/td><\/tr>\n<tr><td>\u5b66\u7fd2\u30b9\u30c6\u30c3\u30d7\u6570<\/td><td>100\u4e07\u30b9\u30c6\u30c3\u30d7<\/td><td>50\u4e07\u30b9\u30c6\u30c3\u30d7\uff08\u5c11\u306a\u3044\u304c\u5927\u30d0\u30c3\u30c1\u3067\u52b9\u679c\u5927\uff09<\/td><\/tr>\n<tr><td>\u30de\u30b9\u30ad\u30f3\u30b0\u624b\u6cd5<\/td><td>\u9759\u7684\u30de\u30b9\u30ad\u30f3\u30b0\uff08\u56fa\u5b9a\uff09<\/td><td>\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\uff08\u6bce\u56de\u30e9\u30f3\u30c0\u30e0\u5909\u66f4\uff09<\/td><\/tr>\n<tr><td>NSP\uff08Next Sentence Prediction\uff09\u30bf\u30b9\u30af<\/td><td>\u4f7f\u7528<\/td><td>\u5ec3\u6b62\uff08MLM\u306e\u307f\uff09<\/td><\/tr>\n<tr><td>\u4e3b\u8981\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7cbe\u5ea6<\/td><td>\u6a19\u6e96<\/td><td>BERT\u3092\u5168\u9805\u76ee\u3067\u4e0a\u56de\u308b<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<h3 class=\"wp-block-heading\">2-1. \u300c\u5b66\u7fd2\u30c7\u30fc\u30bf10\u500d\u300d\u306e\u610f\u5473<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u306e\u4e8b\u524d\u5b66\u7fd2\u306b\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u306f\u3001BERT\u306e\u7d0410\u500d\uff0816GB \u2192 160GB\uff09\u3067\u3059\u3002Web\u4e0a\u306e\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\uff08CC-News\uff09\u3001\u4e00\u822c\u7684\u306aWeb\u30c6\u30ad\u30b9\u30c8\uff08OpenWebText\uff09\u3001\u7269\u8a9e\u6587\u66f8\uff08Stories\uff09\u3092\u8ffd\u52a0\u3057\u305f\u3053\u3068\u3067\u3001<strong>\u3088\u308a\u591a\u69d8\u3067\u8c4a\u304b\u306a\u8a00\u8a9e\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2<\/strong>\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u5dee\u306f\u300c\u8aad\u3093\u3060\u672c\u306e\u91cf\u300d\u306b\u4f8b\u3048\u308b\u3068\u5206\u304b\u308a\u3084\u3059\u3044\u3067\u3059\u300210\u500d\u306e\u6587\u7ae0\u3092\u8aad\u3093\u3060\u4eba\u306f\u3001\u8a00\u8449\u306e\u4f7f\u308f\u308c\u65b9\u30fb\u6587\u8108\u306e\u591a\u69d8\u6027\u30fb\u5fae\u5999\u306a\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3067\u304d\u307e\u3059\u3002RoBERTa\u3082\u540c\u69d8\u306b\u3001\u7279\u306b\u30c9\u30e1\u30a4\u30f3\u6a2a\u65ad\u7684\u306a\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\uff08\u30cb\u30e5\u30fc\u30b9\u00d7\u7269\u8a9e\u00d7\u767e\u79d1\u4e8b\u5178\u7684\u77e5\u8b58\uff09\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u300c\u30c7\u30fc\u30bf\u91cf10\u500d\uff1d\u7cbe\u5ea6\u304c10\u500d\u5411\u4e0a\u300d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4e00\u822c\u7684\u306b\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u5897\u3048\u308b\u3068\u7cbe\u5ea6\u5411\u4e0a\u306f\u5bfe\u6570\u7684\u306b\u7de9\u3084\u304b\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u308c\u3067\u3082RoBERTa\u304c\u8907\u6570\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067BERT\u3092\u660e\u78ba\u306b\u4e0a\u56de\u3063\u305f\u306e\u306f\u3001\u30c7\u30fc\u30bf\u91cf\u306e\u5897\u52a0\u3068\u4ed6\u306e\u6539\u826f\uff08\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\u30fb\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\uff09\u304c\u7d44\u307f\u5408\u308f\u3055\u3063\u305f\u76f8\u4e57\u52b9\u679c\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2-2. NSP\uff08Next Sentence Prediction\uff09\u5ec3\u6b62\u306e\u7406\u7531<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u306e\u5b66\u7fd2\u30bf\u30b9\u30af\u306b\u306f2\u7a2e\u985e\u3042\u308a\u307e\u3057\u305f\u3002\u2460MLM\uff08Masked Language Model\uff09\uff1a\u30c6\u30ad\u30b9\u30c8\u306e\u4e00\u90e8\u3092\u30de\u30b9\u30af\u3057\u3066\u3001\u305d\u308c\u3092\u5f53\u3066\u3055\u305b\u308b\u3002\u2461NSP\uff08Next Sentence Prediction\uff09\uff1a2\u3064\u306e\u6587\u304c\u9023\u7d9a\u3059\u308b\u6587\u304b\u3069\u3046\u304b\u3092\u5224\u5b9a\u3055\u305b\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u3067\u306fNSP\u30bf\u30b9\u30af\u3092\u5ec3\u6b62\u3057\u307e\u3057\u305f\u3002\u7814\u7a76\u306e\u7d50\u679c\u3001NSP\u30bf\u30b9\u30af\u306f\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u5411\u4e0a\u306b\u8ca2\u732e\u3057\u3066\u3044\u306a\u3044\u3001\u3080\u3057\u308d\u308f\u305a\u304b\u306b\u5bb3\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u3044\u3046\u77e5\u898b\u304c\u5f97\u3089\u308c\u305f\u305f\u3081\u3067\u3059\u3002NSP\u3092\u5ec3\u6b62\u3057\u3066MLM\u306e\u307f\u306b\u3057\u305f\u3053\u3068\u3067\u3001<strong>\u30e2\u30c7\u30eb\u304c\u5358\u8a9e\u30fb\u6587\u7ae0\u30ec\u30d9\u30eb\u306e\u8a00\u8a9e\u7406\u89e3\u306b\u3088\u308a\u96c6\u4e2d<\/strong>\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>MLM\uff08Masked Language Model\uff09<\/strong>\uff1a\u30c6\u30ad\u30b9\u30c8\u306e\u4e00\u90e8\u306e\u5358\u8a9e\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u30de\u30b9\u30af\uff08\u96a0\u853d\uff09\u3057\u3001\u305d\u306e\u6587\u8108\u304b\u3089\u30de\u30b9\u30af\u3055\u308c\u305f\u5358\u8a9e\u3092\u4e88\u6e2c\u3055\u305b\u308b\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30bf\u30b9\u30af\u3002BERT\u3068RoBERTa\u306e\u4e3b\u8981\u306a\u4e8b\u524d\u5b66\u7fd2\u624b\u6cd5\u3002\u4f8b\uff1a\u300c\u79c1\u306f\u660e\u65e5[MASK]\u306b\u884c\u304f\u4e88\u5b9a\u3060\u300d\u2192\u300c\u6771\u4eac\u300d\u3068\u4e88\u6e2c\u3055\u305b\u308b\u3002\u3053\u306e\u5b66\u7fd2\u306b\u3088\u308a\u30e2\u30c7\u30eb\u306f\u5358\u8a9e\u306e\u6587\u8108\u7684\u610f\u5473\u3092\u6df1\u304f\u7406\u89e3\u3067\u304d\u308b\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">NSP\u30bf\u30b9\u30af\u3092\u5ec3\u6b62\u3057\u305f\u8a71\u306f\u3001AI\u306e\u4e16\u754c\u3067\u306f\u300c\u30b7\u30f3\u30d7\u30eb\u306b\u3059\u308b\u3053\u3068\u3067\u7cbe\u5ea6\u304c\u4e0a\u304c\u308b\u300d\u3068\u3044\u3046\u91cd\u8981\u306a\u6559\u8a13\u3068\u3057\u3066\u6709\u540d\u3067\u3059\u3002\u8907\u96d1\u306a\u5b66\u7fd2\u30bf\u30b9\u30af\u3092\u8ffd\u52a0\u3059\u308c\u3070\u7cbe\u5ea6\u304c\u4e0a\u304c\u308b\u3068\u601d\u3044\u304c\u3061\u3067\u3059\u304c\u3001\u5b9f\u969b\u306b\u306f\u4e0d\u8981\u306a\u5b66\u7fd2\u30bf\u30b9\u30af\u304c\u30ce\u30a4\u30ba\u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308b\u2014\u2014\u3053\u308c\u306f\u696d\u52d9\u8a2d\u8a08\u306b\u3082\u901a\u3058\u308b\u8003\u3048\u65b9\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2-3. BERT\u3068RoBERTa\u306e\u5b9f\u7528\u4e0a\u306e\u9055\u3044\u306f\u300c\u3069\u3053\u3067\u4f7f\u3046\u304b\u300d\u306b\u4f9d\u5b58\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7cbe\u5ea6\u3067\u306fRoBERTa\u304cBERT\u3092\u4e0a\u56de\u308a\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u5229\u7528\u3067\u306f\u300c\u3069\u3061\u3089\u3092\u4f7f\u3063\u3066\u3082\u5927\u5dee\u306a\u3044\u300d\u30b1\u30fc\u30b9\u3082\u591a\u304f\u3042\u308a\u307e\u3059\u3002\u91cd\u8981\u306a\u306e\u306f\u30e2\u30c7\u30eb\u306e\u5dee\u3088\u308a\u3001<strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08\u81ea\u793e\u30c7\u30fc\u30bf\u3067\u306e\u8ffd\u52a0\u5b66\u7fd2\uff09\u306e\u8cea\u3068\u91cf<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">\u300cBERT vs RoBERTa\u300d\u3088\u308a\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u8cea\u300d\u3092\u91cd\u8996\u305b\u3088<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">\u540c\u3058BERT\u3067\u3082\u3001\u9ad8\u54c1\u8cea\u306a\u81ea\u793e\u30c7\u30fc\u30bf\u3067\u4e01\u5be7\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u30e2\u30c7\u30eb\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u7518\u3044RoBERTa\u3092\u4e0a\u56de\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u30e2\u30c7\u30eb\u9078\u629e\u306b\u6642\u9593\u3092\u304b\u3051\u308b\u3088\u308a\u3001\u6559\u5e2b\u30c7\u30fc\u30bf\u306e\u8cea\u3068\u91cf\u306e\u6539\u5584\u306b\u96c6\u4e2d\u3059\u308b\u65b9\u304c\u5b9f\u7528\u4e0a\u306e\u52b9\u679c\u306f\u9ad8\u3044\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-roberta-bert&#038;blog_slug=cc-roberta-bert\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-roberta-bert&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-03\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">03<\/span>\n  <span class=\"section-label\" style=\"display:block;\">TECHNICAL FEATURES<\/span>\n  <span class=\"section-title\" style=\"display:block;\">RoBERTa\u306e3\u3064\u306e\u6280\u8853\u7684\u7279\u5fb4<\/span>\n  <span class=\"section-desc\">\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\u30fb\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30fbNSP\u5ec3\u6b62\u304c\u7cbe\u5ea6\u5411\u4e0a\u3092\u3082\u305f\u3089\u3057\u305f\u7406\u7531<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u304cBERT\u3092\u8d85\u3048\u305f\u4e3b\u306a\u7406\u7531\u306f3\u3064\u306e\u6280\u8853\u7684\u6539\u5584\u306b\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u3092\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3082\u5206\u304b\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3-1. \u7279\u5fb4\u2460\uff1a\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\uff08Dynamic Masking\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u3067\u306f\u4e8b\u524d\u5b66\u7fd2\u6642\u306b\u30de\u30b9\u30ad\u30f3\u30b0\u30d1\u30bf\u30fc\u30f3\u304c\u56fa\u5b9a\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff08\u9759\u7684\u30de\u30b9\u30ad\u30f3\u30b0\uff09\u3002\u3064\u307e\u308a\u300c\u3053\u306e\u30c6\u30ad\u30b9\u30c8\u306e\u3053\u306e\u90e8\u5206\u3092\u96a0\u3059\u300d\u3068\u3044\u3046\u30d1\u30bf\u30fc\u30f3\u304c\u5b66\u7fd2\u958b\u59cb\u524d\u306b\u6c7a\u307e\u3063\u3066\u304a\u308a\u3001\u540c\u3058\u30c6\u30ad\u30b9\u30c8\u3092\u4f55\u5ea6\u5b66\u7fd2\u3057\u3066\u3082\u300c\u540c\u3058\u554f\u984c\u3092\u89e3\u3044\u3066\u3044\u308b\u300d\u72b6\u614b\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u3067\u306f<strong>\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0<\/strong>\u3092\u63a1\u7528\u3057\u3001\u5b66\u7fd2\u306e\u305f\u3073\u306b\u30de\u30b9\u30ad\u30f3\u30b0\u30d1\u30bf\u30fc\u30f3\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u5909\u66f4\u3057\u307e\u3059\u3002\u300c\u540c\u3058\u30c6\u30ad\u30b9\u30c8\u3067\u3082\u6bce\u56de\u9055\u3046\u554f\u984c\u3092\u89e3\u304f\u300d\u5f62\u306b\u306a\u308a\u3001\u3088\u308a\u591a\u69d8\u306a\u6587\u8108\u304b\u3089\u306e\u5b66\u7fd2\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u554f\u984c\u96c6\u3092\u4e38\u6697\u8a18\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6bce\u56de\u9055\u3046\u554f\u984c\u3092\u51fa\u984c\u3059\u308b\u3053\u3068\u3067\u300c\u672c\u5f53\u306e\u7406\u89e3\u529b\u300d\u304c\u935b\u3048\u3089\u308c\u308b\u2014\u2014\u3068\u3044\u3046\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"g-flow-row\" style=\"margin:24px 0;\">\n  <div class=\"g-flow-item\"><strong>BERT\u306e\u9759\u7684\u30de\u30b9\u30ad\u30f3\u30b0<\/strong><br><span style=\"font-size:12px;\">\u4e8b\u524d\u306b\u30de\u30b9\u30af\u4f4d\u7f6e\u3092\u6c7a\u5b9a<br>\u2192 \u5168\u5b66\u7fd2\u30b9\u30c6\u30c3\u30d7\u3067\u540c\u3058\u30d1\u30bf\u30fc\u30f3<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>RoBERTa\u306e\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0<\/strong><br><span style=\"font-size:12px;\">\u5b66\u7fd2\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306b<br>\u30e9\u30f3\u30c0\u30e0\u306a\u30de\u30b9\u30af\u4f4d\u7f6e\u3092\u751f\u6210<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u7cbe\u5ea6\u5411\u4e0a\u306e\u52b9\u679c<\/strong><br><span style=\"font-size:12px;\">\u3088\u308a\u591a\u69d8\u306a\u6587\u8108\u304b\u3089\u5b66\u7fd2<br>\u2192 \u6c4e\u5316\u6027\u80fd\u306e\u5411\u4e0a<\/span><\/div>\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\u3092\u4eba\u6750\u6559\u80b2\u306b\u4f8b\u3048\u308b\u3068\u3001\u300c\u6bce\u6708\u540c\u3058\u30ed\u30fc\u30d7\u30ec\u554f\u984c\u3092\u7e70\u308a\u8fd4\u3059\u7814\u4fee\uff08BERT\uff09\u300dvs\u300c\u6bce\u56de\u30e9\u30f3\u30c0\u30e0\u306a\u72b6\u6cc1\u8a2d\u5b9a\u3067\u8a13\u7df4\u3059\u308b\u7814\u4fee\uff08RoBERTa\uff09\u300d\u306e\u9055\u3044\u3067\u3059\u3002\u5f8c\u8005\u306e\u65b9\u304c\u672c\u756a\u3067\u521d\u898b\u306e\u554f\u984c\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u529b\u304c\u80b2\u3061\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">3-2. \u7279\u5fb4\u2461\uff1a\u3088\u308a\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3068\u5927\u30d0\u30c3\u30c1\u5b66\u7fd2<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u306e\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u306fBERT\u306e\u7d0410\u500d\uff08160GB\uff09\u3067\u3001\u5b66\u7fd2\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306fBERT\u306e32\u500d\uff08256\u21928,000\uff09\u3067\u3059\u3002\u5927\u304d\u306a\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306f\u300c\u4e00\u5ea6\u306b\u591a\u304f\u306e\u30c7\u30fc\u30bf\u3092\u898b\u3066\u5b66\u7fd2\u3059\u308b\u300d\u3053\u3068\u3092\u610f\u5473\u3057\u3001\u5b66\u7fd2\u52b9\u7387\u3068\u6700\u7d42\u7684\u306a\u7cbe\u5ea6\u306e\u4e21\u65b9\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f0a\u793e\u306e\u696d\u52d9\u306b\u4f8b\u3048\u308b\u3068\u3001\u3053\u308c\u306f\u300c1\u65e55\u4ef6\u306e\u4e8b\u4f8b\u304b\u3089\u5b66\u3076\u300dvs\u300c1\u65e5160\u4ef6\u306e\u4e8b\u4f8b\u304b\u3089\u5b66\u3076\u300d\u306e\u5dee\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002\u540c\u3058\u80fd\u529b\u306e\u3042\u308b\u4eba\u3067\u3082\u3001\u3088\u308a\u591a\u304f\u306e\u4e8b\u4f8b\u3092\u51e6\u7406\u3057\u305f\u65b9\u304c\u77ed\u671f\u9593\u3067\u7cbe\u5ea6\u304c\u4e0a\u304c\u308b\u2014\u2014AI\u306e\u5b66\u7fd2\u3082\u540c\u3058\u539f\u7406\u3067\u52d5\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u5b66\u7fd2\u30d1\u30e9\u30e1\u30fc\u30bf<\/th><th>BERT-base<\/th><th>RoBERTa-base<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u6570<\/td><td>\u7d041.1\u5104<\/td><td>\u7d041.25\u5104\uff08\u307b\u307c\u540c\u7b49\uff09<\/td><\/tr>\n<tr><td>\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf<\/td><td>16GB<\/td><td>160GB\uff0810\u500d\uff09<\/td><\/tr>\n<tr><td>\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba<\/td><td>256<\/td><td>8,000\uff0832\u500d\uff09<\/td><\/tr>\n<tr><td>\u5b66\u7fd2\u6642\u9593<\/td><td>\u7d044\u65e5\uff08TPUv3\u00d716\uff09<\/td><td>\u540c\u7b49\u4ee5\u4e0a\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9<\/td><\/tr>\n<tr><td>\u516c\u958b\u30e9\u30a4\u30bb\u30f3\u30b9<\/td><td>Apache 2.0\uff08\u7121\u6599\uff09<\/td><td>MIT\/Apache\u6df7\u5728\uff08\u307b\u307c\u7121\u6599\uff09<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<h3 class=\"wp-block-heading\">3-3. \u7279\u5fb4\u2462\uff1a\u3088\u308a\u9577\u3044\u30b7\u30fc\u30b1\u30f3\u30b9\u3067\u306e\u5b66\u7fd2<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u306f512\u30c8\u30fc\u30af\u30f3\uff08\u7d04400\u6587\u5b57\uff09\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3067\u304d\u307e\u3059\u304c\u3001\u5b66\u7fd2\u6642\u306b\u9577\u3044\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u4f7f\u3046\u6bd4\u7387\u304c\u5c11\u306a\u304b\u3063\u305f\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002RoBERTa\u3067\u306f\u5b66\u7fd2\u5168\u4f53\u3092\u901a\u3058\u3066\u9577\u3044\u30b7\u30fc\u30b1\u30f3\u30b9\u3067\u306e\u5b66\u7fd2\u3092\u7a4d\u6975\u7684\u306b\u884c\u3044\u3001\u9577\u6587\u30c6\u30ad\u30b9\u30c8\u306e\u7406\u89e3\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">\u300c\u30c8\u30fc\u30af\u30f3\u6570=\u51e6\u7406\u3067\u304d\u308b\u6587\u7ae0\u306e\u9577\u3055\u300d\u306e\u76ee\u5b89<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">512\u30c8\u30fc\u30af\u30f3\u306f\u65e5\u672c\u8a9e\u3067\u7d04400\u301c500\u6587\u5b57\uff08\u77ed\u3081\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u306e\u4e00\u6bb5\u843d\u304f\u3089\u3044\uff09\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002BERT\u3082RoBERTa\u3082512\u30c8\u30fc\u30af\u30f3\u304c\u51e6\u7406\u306e\u4e0a\u9650\u3067\u3001\u3053\u308c\u3092\u8d85\u3048\u308b\u9577\u6587\u306f\u5206\u5272\u3057\u3066\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u5f8c\u8ff0\u3059\u308bClaude Code\uff08\u6700\u5927200,000\u30c8\u30fc\u30af\u30f3\u4ee5\u4e0a\uff09\u3068\u306e\u5927\u304d\u306a\u5dee\u7570\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n<\/div>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u30c8\u30fc\u30af\u30f3\uff08Token\uff09<\/strong>\uff1aNLP\u30e2\u30c7\u30eb\u304c\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3059\u308b\u969b\u306e\u6700\u5c0f\u5358\u4f4d\u3002\u82f1\u8a9e\u306f\u300c\u5358\u8a9e\u307e\u305f\u306f\u30b5\u30d6\u30ef\u30fc\u30c9\u300d\u3001\u65e5\u672c\u8a9e\u306f\u300c\u6587\u5b57\u3084\u610f\u5473\u306e\u307e\u3068\u307e\u308a\u300d\u3068\u3057\u3066\u5206\u5272\u3055\u308c\u308b\u3002\u300c\u6771\u4eac\u90fd\u306b\u4f4f\u3080\u300d\u306a\u3089\u300c\u6771\u4eac\u300d\u300c\u90fd\u300d\u300c\u306b\u300d\u300c\u4f4f\u3080\u300d\u306e\u3088\u3046\u306b4\u301c5\u30c8\u30fc\u30af\u30f3\u306b\u306a\u308b\u3002512\u30c8\u30fc\u30af\u30f3\u5236\u9650\u306f\u65e5\u672c\u8a9e\u3067\u7d04250\u301c400\u6587\u5b57\u306b\u76f8\u5f53\u3002Claude Code\u306a\u3069\u306e\u30e2\u30c0\u30f3\u306a\u30e2\u30c7\u30eb\u306f10\u4e07\u301c200\u4e07\u30c8\u30fc\u30af\u30f3\u3092\u51e6\u7406\u3067\u304d\u308b\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-roberta-bert&#038;blog_slug=cc-roberta-bert\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-roberta-bert&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-04\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">04<\/span>\n  <span class=\"section-label\" style=\"display:block;\">USE CASES<\/span>\n  <span class=\"section-title\" style=\"display:block;\">RoBERTa\u306e\u4e3b\u306a\u6d3b\u7528\u4e8b\u4f8b<\/span>\n  <span class=\"section-desc\">\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u30fb\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30fb\u6587\u66f8\u8981\u7d04\u3067\u306e\u5b9f\u8df5\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u306f\u30ea\u30ea\u30fc\u30b9\u4ee5\u6765\u3001\u4f01\u696d\u306eNLP\u30b7\u30b9\u30c6\u30e0\u306b\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u4e3b\u306a\u6d3b\u7528\u5206\u91ce\u3092\u5177\u4f53\u7684\u306b\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4-1. \u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u7cbe\u5ea6\u5411\u4e0a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3067\u306e\u6700\u5927\u306e\u8ab2\u984c\u306f\u300c\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u30af\u30a8\u30ea\u306e\u610f\u56f3\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u300d\u3067\u3059\u3002\u4f8b\u3048\u3070\u300c\u6771\u4eac \u9280\u884c \u8fd1\u304f\u300d\u3068\u3044\u3046\u691c\u7d22\u30af\u30a8\u30ea\u306f\u3001\u300c\u8fd1\u304f\u306e\u9280\u884c\u3092\u63a2\u3057\u3066\u3044\u308b\u300d\u306e\u304b\u300c\u6771\u4eac\u306e\u9280\u884c\u696d\u754c\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u300d\u306e\u304b\u304c\u66d6\u6627\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u306e\u3088\u3046\u306a\u53cc\u65b9\u5411\u30a8\u30f3\u30b3\u30fc\u30c0\u30e2\u30c7\u30eb\u306f\u3001\u6587\u8108\u3092\u53cc\u65b9\u5411\u306b\u8aad\u3080\u80fd\u529b\u3092\u6d3b\u304b\u3057\u3066<strong>\u300c\u691c\u7d22\u30af\u30a8\u30ea\u306e\u610f\u56f3\uff08\u30a4\u30f3\u30c6\u30f3\u30c8\uff09\u300d\u3092\u9ad8\u7cbe\u5ea6\u3067\u5206\u985e<\/strong>\u3067\u304d\u307e\u3059\u3002Google\u306f2019\u5e74\u306bBERT\uff08RoBERTa\u306e\u524d\u8eab\uff09\u3092\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u7d44\u307f\u8fbc\u307f\u3001\u7279\u306b\u9577\u6587\u30af\u30a8\u30ea\u3068\u4f1a\u8a71\u578b\u691c\u7d22\u306e\u7cbe\u5ea6\u3092\u5927\u5e45\u306b\u6539\u5584\u3057\u305f\u3053\u3068\u3067\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#fafafa;border-radius:8px;padding:16px 20px;margin:16px 0;border-left:4px solid #dc2626;\">\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u30af\u30a8\u30ea\u306e\u610f\u56f3\u5206\u985e<\/strong>\uff1a\u60c5\u5831\u53ce\u96c6\u578b\/\u8cfc\u8cb7\u578b\/\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u578b\u3092\u81ea\u52d5\u5224\u5b9a\u3057\u3066\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u6700\u9069\u5316<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u95a2\u9023\u6587\u66f8\u306e\u610f\u5473\u7684\u30de\u30c3\u30c1\u30f3\u30b0<\/strong>\uff1a\u30ad\u30fc\u30ef\u30fc\u30c9\u4e00\u81f4\u3060\u3051\u3067\u306a\u304f\u300c\u610f\u5473\u304c\u8fd1\u3044\u6587\u66f8\u300d\u3092\u8fd4\u3059\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u9577\u6587\u30af\u30a8\u30ea\u3078\u306e\u5bfe\u5fdc<\/strong>\uff1a\u300c\u25cb\u25cb\u3068\u25cb\u25cb\u306e\u9055\u3044\u3092\u6559\u3048\u3066\u300d\u3068\u3044\u3046\u81ea\u7136\u8a00\u8a9e\u30af\u30a8\u30ea\u3078\u306e\u5bfe\u5fdc<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u691c\u7d22<\/strong>\uff1a\u4e00\u5ea6\u3082\u898b\u305f\u3053\u3068\u306e\u306a\u3044\u65b0\u3057\u3044\u5358\u8a9e\u30fb\u8868\u73fe\u3092\u542b\u3080\u691c\u7d22\u30af\u30a8\u30ea\u3078\u306e\u5bfe\u5fdc<\/span><\/div>\n\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">4-2. \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3078\u306e\u5fdc\u7528<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f93\u6765\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u300c\u30ad\u30fc\u30ef\u30fc\u30c9\u30de\u30c3\u30c1\u30f3\u30b0\u300d\u3067\u52d5\u4f5c\u3057\u3066\u3044\u305f\u305f\u3081\u3001\u300c\u8868\u73fe\u304c\u5c11\u3057\u9055\u3046\u3060\u3051\u3067\u610f\u56f3\u3092\u6c72\u307f\u53d6\u308c\u306a\u3044\u300d\u554f\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002RoBERTa\u306e\u3088\u3046\u306a\u610f\u5473\u7406\u89e3\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001<strong>\u30e6\u30fc\u30b6\u30fc\u306e\u81ea\u7136\u8a00\u8a9e\u5165\u529b\u304b\u3089\u610f\u56f3\u3092\u6b63\u78ba\u306b\u628a\u63e1<\/strong>\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u7528\u9014<\/th><th>RoBERTa\u6d3b\u7528\u65b9\u6cd5<\/th><th>\u671f\u5f85\u3067\u304d\u308b\u52b9\u679c<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8<\/td><td>\u554f\u3044\u5408\u308f\u305b\u610f\u56f3\u306e\u5206\u985e\uff08\u30af\u30ec\u30fc\u30e0\/\u8cea\u554f\/\u8fd4\u54c1\u7533\u8acb\uff09<\/td><td>\u4e00\u6b21\u5bfe\u5fdc\u81ea\u52d5\u5316\u7387\u309230\u301c50%\u5411\u4e0a<\/td><\/tr>\n<tr><td>\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af<\/td><td>\u81ea\u7136\u8a00\u8a9e\u3067\u8cea\u554f\u2192\u898f\u7a0b\u30fb\u30de\u30cb\u30e5\u30a2\u30eb\u304b\u3089\u56de\u7b54\u62bd\u51fa<\/td><td>\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u6642\u9593\u309270%\u524a\u6e1b<\/td><\/tr>\n<tr><td>\u611f\u60c5\u691c\u77e5<\/td><td>\u9867\u5ba2\u306e\u4e0d\u6e80\u5ea6\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5206\u6790<\/td><td>\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u7cbe\u5ea6\u306e\u5411\u4e0a<\/td><\/tr>\n<tr><td>FAQ\u81ea\u52d5\u5fdc\u7b54<\/td><td>\u985e\u4f3c\u8cea\u554f\u306e\u30d9\u30af\u30c8\u30eb\u691c\u7d22+RoBERTa\u62bd\u51fa\u56de\u7b54<\/td><td>\u4eba\u624b\u5bfe\u5fdc\u4ef6\u6570\u3092\u5927\u5e45\u524a\u6e1b<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<h3 class=\"wp-block-heading\">4-3. \u6587\u66f8\u8981\u7d04\u3068\u60c5\u5831\u62bd\u51fa<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u306f\u6587\u66f8\u5185\u306e\u91cd\u8981\u306a\u60c5\u5831\u3092\u300c\u7406\u89e3\u300d\u3057\u3066\u62bd\u51fa\u3059\u308b\u80fd\u529b\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u5951\u7d04\u66f8\u30fb\u6cd5\u5f8b\u6587\u66f8\u30fb\u30d3\u30b8\u30cd\u30b9\u30ec\u30dd\u30fc\u30c8\u306a\u3069\u304b\u3089\u3001\u7279\u5b9a\u306e\u60c5\u5831\uff08\u5f53\u4e8b\u8005\u540d\u30fb\u65e5\u4ed8\u30fb\u91d1\u984d\u30fb\u6761\u4ef6\uff09\u3092\u81ea\u52d5\u7684\u306b\u62bd\u51fa\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b<strong>\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER: Named Entity Recognition\uff09<\/strong>\u306e\u5206\u91ce\u3067\u306e\u6d3b\u7528\u304c\u591a\u304f\u3001\u5927\u91cf\u306e\u66f8\u985e\u304b\u3089\u7279\u5b9a\u306e\u60c5\u5831\u3092\u9ad8\u901f\u30fb\u9ad8\u7cbe\u5ea6\u3067\u62bd\u51fa\u3059\u308b\u696d\u52d9\u81ea\u52d5\u5316\u306b\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER: Named Entity Recognition\uff09<\/strong>\uff1a\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u4eba\u540d\u30fb\u5730\u540d\u30fb\u7d44\u7e54\u540d\u30fb\u65e5\u4ed8\u30fb\u91d1\u984d\u30fb\u88fd\u54c1\u540d\u306a\u3069\u306e\u300c\u56fa\u6709\u306e\u60c5\u5831\uff08\u56fa\u6709\u8868\u73fe\uff09\u300d\u3092\u81ea\u52d5\u7684\u306b\u8b58\u5225\u30fb\u5206\u985e\u3059\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u3002\u5951\u7d04\u66f8\u304b\u3089\u5f53\u4e8b\u8005\u540d\u3068\u7de0\u7d50\u65e5\u3092\u62bd\u51fa\u3059\u308b\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u304b\u3089\u4f01\u696d\u540d\u3068\u682a\u4fa1\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u3001\u5c65\u6b74\u66f8\u304b\u3089\u6c0f\u540d\u30fb\u5b66\u6b74\u30fb\u8077\u6b74\u3092\u69cb\u9020\u5316\u3059\u308b\u306a\u3069\u3001\u60c5\u5831\u62bd\u51fa\u7cfb\u306e\u696d\u52d9\u81ea\u52d5\u5316\u3067\u5e83\u304f\u4f7f\u308f\u308c\u308b\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u6587\u66f8\u304b\u3089\u306e\u60c5\u5831\u62bd\u51fa\u306f\u3001\u5f0a\u793e\u3067\u3082Claude Code\u3092\u4f7f\u3063\u3066\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u5951\u7d04\u66f8\u30fb\u8acb\u6c42\u66f8\u30fb\u8b70\u4e8b\u9332\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3084CRM\u306b\u81ea\u52d5\u5165\u529b\u3059\u308b\u30d5\u30ed\u30fc\u3067\u3059\u3002\u4ee5\u524d\u306fRoBERTa\u30d9\u30fc\u30b9\u306e\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u3092\u7d44\u3080\u5fc5\u8981\u304c\u3042\u3063\u305f\u4f5c\u696d\u304c\u3001\u4eca\u306fClaude Code\u306b\u300c\u3053\u306e\u6587\u66f8\u304b\u3089\u65e5\u4ed8\u30fb\u91d1\u984d\u30fb\u5f53\u4e8b\u8005\u540d\u3092\u62bd\u51fa\u3057\u3066\u300d\u3068\u6307\u793a\u3059\u308b\u3060\u3051\u3067\u3067\u304d\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">4-4. \u611f\u60c5\u5206\u6790\u3068\u30d6\u30e9\u30f3\u30c9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SNS\u30fbEC\u30b5\u30a4\u30c8\u306e\u30ec\u30d3\u30e5\u30fc\u30fb\u9867\u5ba2\u30a2\u30f3\u30b1\u30fc\u30c8\u306a\u3069\u306e\u5927\u91cf\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u3001\u30d6\u30e9\u30f3\u30c9\u3084\u88fd\u54c1\u306b\u5bfe\u3059\u308b\u611f\u60c5\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\/\u30cd\u30ac\u30c6\u30a3\u30d6\/\u4e2d\u7acb\uff09\u3092\u5206\u6790\u3059\u308b\u7528\u9014\u3067\u3082\u3001RoBERTa\u306f\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"g-flow-row\" style=\"margin:24px 0;\">\n  <div class=\"g-flow-item\"><strong>\u30c7\u30fc\u30bf\u53ce\u96c6<\/strong><br><span style=\"font-size:12px;\">SNS\/\u30ec\u30d3\u30e5\u30fc\/\u30a2\u30f3\u30b1\u30fc\u30c8<br>\u6708\u9593\u6570\u4e07\u301c\u6570\u767e\u4e07\u4ef6<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>RoBERTa<br>\u611f\u60c5\u5206\u6790<\/strong><br><span style=\"font-size:12px;\">\u30dd\u30b8\u30c6\u30a3\u30d6\/\u30cd\u30ac\u30c6\u30a3\u30d6<br>\/\u4e2d\u7acb\u3092\u5206\u985e<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u30c8\u30d4\u30c3\u30af\u62bd\u51fa<\/strong><br><span style=\"font-size:12px;\">\u4f55\u306b\u3064\u3044\u3066\u8a00\u53ca<br>\u3055\u308c\u3066\u3044\u308b\u304b\u5206\u6790<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u30ec\u30dd\u30fc\u30c8\u751f\u6210<\/strong><br><span style=\"font-size:12px;\">KPI\u5316\u30fb\u30a2\u30e9\u30fc\u30c8\u8a2d\u5b9a<br>\u2192 \u7d4c\u55b6\u5224\u65ad\u306b\u6d3b\u7528<\/span><\/div>\n<\/div>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u611f\u60c5\u5206\u6790\u306f\u3001\u5f0a\u793eGENAI\u3067\u3082Claude Code\u3067\u4ee3\u66ff\u3057\u3066\u3044\u307e\u3059\u3002\u6708\u6b21\u3067SNS\u8a00\u53ca\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u3066Claude Code\u306b\u6e21\u3057\u3001\u611f\u60c5\u306e\u50be\u5411\u5206\u6790\u3068\u30cd\u30ac\u30c6\u30a3\u30d6\u8a00\u53ca\u306e\u30ab\u30c6\u30b4\u30ea\u5225\u30b5\u30de\u30ea\u30fc\u3092\u751f\u6210\u3055\u305b\u3066\u3044\u307e\u3059\u3002RoBERTa\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u3068\u6bd4\u8f03\u3057\u3066\u3001\u521d\u671f\u8cbb\u7528\u304c\u307b\u307c\u30bc\u30ed\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/div>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-roberta-bert&#038;blog_slug=cc-roberta-bert\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-roberta-bert&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-05\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">05<\/span>\n  <span class=\"section-label\" style=\"display:block;\">FULL COMPARISON<\/span>\n  <span class=\"section-title\" style=\"display:block;\">RoBERTa vs GPT vs T5 vs Claude Code\uff1aNLP\u30e2\u30c7\u30eb\u5168\u6bd4\u8f03<\/span>\n  <span class=\"section-desc\">\u300c\u4f55\u304c\u4f7f\u3048\u308b\u304b\u300d\u3067\u306f\u306a\u304f\u300c\u4f55\u3092\u3057\u305f\u3044\u304b\u300d\u3067\u9078\u3076<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u3092\u7406\u89e3\u3057\u305f\u3068\u3053\u308d\u3067\u3001\u3088\u304f\u6bd4\u8f03\u3055\u308c\u308bNLP\u30e2\u30c7\u30eb\u3068\u306e\u9055\u3044\u3092\u6574\u7406\u3057\u307e\u3059\u3002\u300c\u3069\u308c\u304c\u4e00\u756a\u826f\u3044\u304b\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u305d\u308c\u305e\u308c\u4f55\u306b\u5411\u3044\u3066\u3044\u308b\u304b\u300d\u306e\u8996\u70b9\u3067\u6bd4\u8f03\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u30e2\u30c7\u30eb<\/th><th>\u30bf\u30a4\u30d7<\/th><th>\u5f37\u307f<\/th><th>\u5f31\u307f<\/th><th>\u5411\u3044\u3066\u3044\u308b\u30bf\u30b9\u30af<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>RoBERTa\uff08Meta AI\uff09<\/td><td>\u30a8\u30f3\u30b3\u30fc\u30c0\u578b<\/td><td>\u6587\u66f8\u7406\u89e3\u30fb\u5206\u985e\u30fbNER\u306e\u9ad8\u7cbe\u5ea6\u30fb\u9ad8\u901f\u5927\u91cf\u51e6\u7406<\/td><td>\u751f\u6210\u30bf\u30b9\u30af\u4e0d\u53ef\u30fb\u9577\u6587\u975e\u5bfe\u5fdc\uff08512\u30c8\u30fc\u30af\u30f3\uff09\u30fb\u5c02\u9580\u77e5\u8b58\u5fc5\u8981<\/td><td>\u611f\u60c5\u5206\u6790\u3001\u6587\u66f8\u5206\u985e\u3001\u8cea\u554f\u5fdc\u7b54\u3001NER<\/td><\/tr>\n<tr><td>GPT-4o\uff08OpenAI\uff09<\/td><td>\u30c7\u30b3\u30fc\u30c0\u578bLLM<\/td><td>\u9ad8\u54c1\u8cea\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30fb\u67d4\u8edf\u306a\u6307\u793a\u7406\u89e3\u30fb\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb<\/td><td>\u7279\u5b9a\u30bf\u30b9\u30af\u306e\u9ad8\u901f\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u30b3\u30b9\u30c8\u9ad8<\/td><td>\u30c1\u30e3\u30c3\u30c8\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u3001\u30b3\u30fc\u30c9\u751f\u6210<\/td><\/tr>\n<tr><td>T5\uff08Google\uff09<\/td><td>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fb\u30c7\u30b3\u30fc\u30c0\u578b<\/td><td>\u7ffb\u8a33\u30fb\u8981\u7d04\u30fb\u5909\u63db\u30bf\u30b9\u30af\u30fb\u67d4\u8edf\u306a\u30c6\u30ad\u30b9\u30c8\u5909\u63db<\/td><td>\u30bf\u30b9\u30af\u8a2d\u8a08\u306e\u8907\u96d1\u3055\u30fb\u6c4e\u7528\u5bfe\u8a71\u306f\u4e0d\u5411\u304d<\/td><td>\u6a5f\u68b0\u7ffb\u8a33\u3001\u62bd\u8c61\u7684\u8981\u7d04\u3001\u30c6\u30ad\u30b9\u30c8\u5909\u63db<\/td><\/tr>\n<tr><td>Claude Code\uff08Anthropic\uff09<\/td><td>\u30c7\u30b3\u30fc\u30c0\u578bLLM<\/td><td>\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\u3068\u751f\u6210\u306e\u4e21\u65b9\u30fb200k+\u30c8\u30fc\u30af\u30f3\u5bfe\u5fdc\u30fb\u65e5\u672c\u8a9e\u9ad8\u7cbe\u5ea6<\/td><td>\u30b3\u30b9\u30c8\uff08\u5f93\u91cf\u8ab2\u91d1\uff09\u30fb\u9ad8\u901f\u5927\u91cf\u51e6\u7406\u306fRoBERTa\u4ee5\u4e0b<\/td><td>\u5206\u985e\u30fb\u751f\u6210\u30fb\u5206\u6790\u30fb\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30fb\u3042\u3089\u3086\u308bNLP\u30bf\u30b9\u30af<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<h3 class=\"wp-block-heading\">5-1. \u30a8\u30f3\u30b3\u30fc\u30c0\u578b\uff08RoBERTa\uff09vs \u30c7\u30b3\u30fc\u30c0\u578b\uff08GPT\/Claude\uff09\u306e\u6839\u672c\u7684\u306a\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u3082\u91cd\u8981\u306a\u9055\u3044\u306f\u300c\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3059\u308b\u5c02\u9580\u5bb6\uff08\u30a8\u30f3\u30b3\u30fc\u30c0\uff09\u300dvs\u300c\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u5c02\u9580\u5bb6\uff08\u30c7\u30b3\u30fc\u30c0\uff09\u300d\u3068\u3044\u3046\u8a2d\u8a08\u601d\u60f3\u306e\u9055\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u306f<strong>\u300c\u3053\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u8aad\u3093\u3067\u3001\u30ab\u30c6\u30b4\u30eaA\u304bB\u304b\u3092\u5224\u65ad\u3059\u308b\u300d<\/strong>\u30bf\u30b9\u30af\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3001ChatGPT\u30fbClaude Code\u306f<strong>\u300c\u3053\u306e\u6307\u793a\u306b\u5f93\u3063\u3066\u3001\u65b0\u3057\u3044\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u300d<\/strong>\u30bf\u30b9\u30af\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001ChatGPT\u30fbClaude Code\u306a\u3069\u306eLLM\u306f\u3001\u751f\u6210\u30e2\u30c7\u30eb\u3067\u3042\u308a\u306a\u304c\u3089\u300c\u8aad\u3093\u3067\u7406\u89e3\u3059\u308b\u300d\u80fd\u529b\u3082\u975e\u5e38\u306b\u9ad8\u304f\u3001\u591a\u304f\u306e\u6587\u66f8\u5206\u985e\u30fb\u611f\u60c5\u5206\u6790\u30bf\u30b9\u30af\u3092\u3053\u306a\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:linear-gradient(135deg,#1a1a1a,#2a1015);border-radius:12px;padding:20px 24px;margin:24px 0;display:flex;align-items:center;gap:16px;color:#fff;\">\n  <span style=\"font-size:36px;\">&#127942;<\/span>\n  <div>\n    <div style=\"font-size:13px;color:#dc2626;font-weight:700;letter-spacing:1px;\">VERDICT<\/div>\n    <div style=\"font-size:18px;font-weight:800;\">Claude \u306b\u8ecd\u914d<\/div>\n    <div style=\"font-size:14px;color:rgba(255,255,255,0.7);margin-top:4px;\">\u6c4e\u7528\u6027\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u30fb\u9577\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5bfe\u5fdc\u30fb\u65e5\u672c\u8a9e\u7cbe\u5ea6\u306e\u3059\u3079\u3066\u3067Claude Code\u304c\u512a\u4f4d\u3002\u79d2\u9593\u6570\u5343\u4ef6\u306e\u9ad8\u901f\u5927\u91cf\u30d0\u30c3\u30c1\u51e6\u7406\u306e\u307fRoBERTa\u5c02\u7528\u30e2\u30c7\u30eb\u304c\u6709\u5229\u3002<\/div>\n  <\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">5-2. T5\u3068\u306e\u9055\u3044\uff1a\u300c\u30c6\u30ad\u30b9\u30c8\u5909\u63db\u300d\u30e2\u30c7\u30eb\u306e\u7acb\u3061\u4f4d\u7f6e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">T5\uff08Text-to-Text Transfer Transformer\uff09\u306fGoogle\u304c\u958b\u767a\u3057\u305f\u3001\u3042\u3089\u3086\u308bNLP\u30bf\u30b9\u30af\u3092\u300c\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3078\u306e\u5909\u63db\u300d\u3068\u3057\u3066\u7d71\u4e00\u7684\u306b\u6271\u3046\u30e2\u30c7\u30eb\u3067\u3059\u3002\u7ffb\u8a33\u30fb\u8981\u7d04\u30fb\u5206\u985e\u30fbQA\u306a\u3069\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u304c\u3001RoBERTa\u307b\u3069\u300c\u5206\u985e\u30bf\u30b9\u30af\u306b\u7279\u5316\u3057\u305f\u7cbe\u5ea6\u300d\u306f\u306a\u304f\u3001Claude Code\u307b\u3069\u300c\u81ea\u7531\u306a\u5bfe\u8a71\u30fb\u751f\u6210\u300d\u306b\u306f\u5411\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>T5\uff08Text-to-Text Transfer Transformer\uff09<\/strong>\uff1aGoogle\u304c2019\u5e74\u306b\u767a\u8868\u3057\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb\u3002\u3059\u3079\u3066\u306eNLP\u30bf\u30b9\u30af\u3092\u300c\u30c6\u30ad\u30b9\u30c8\u3092\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3059\u308b\u300d\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u7d71\u4e00\u7684\u306b\u6271\u3046\u3002\u7ffb\u8a33\u30fb\u8981\u7d04\u30fb\u8cea\u554f\u5fdc\u7b54\u30fb\u5206\u985e\u306a\u3069\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3002\u30a8\u30f3\u30b3\u30fc\u30c0\u30fb\u30c7\u30b3\u30fc\u30c0\u4e21\u65b9\u3092\u6301\u3064\u8a2d\u8a08\uff08seq2seq\uff09\u3067\u3001\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u305f\u4e0a\u3067\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3067\u304d\u308b\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">5-3. \u300cRoBERTa\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u300d\u304b\u300cLLM\u3067\u4ee3\u66ff\u300d\u304b\u306e\u5224\u65ad\u57fa\u6e96<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">2024\u301c2026\u5e74\u306b\u304b\u3051\u3066\u3001\u4f01\u696d\u306eNLP\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u304c\u5909\u308f\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u5f93\u6765\u306f\u300cRoBERTa\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u5c02\u7528\u5206\u985e\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u4e00\u822c\u7684\u3067\u3057\u305f\u304c\u3001LLM\u306e\u7cbe\u5ea6\u5411\u4e0a\u3068\u4fa1\u683c\u4e0b\u843d\u306b\u3088\u308a\u3001<strong>\u300cClaude Code\u306a\u3069\u306eLLM\u306b\u76f4\u63a5\u30bf\u30b9\u30af\u3092\u6295\u3052\u308b\u300d\u65b9\u304c\u7dcf\u5408\u7684\u306b\u512a\u4f4d<\/strong>\u306a\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u5224\u65ad\u8ef8<\/th><th>RoBERTa\u5c02\u7528\u30e2\u30c7\u30eb\u304c\u512a\u4f4d<\/th><th>Claude Code (LLM) \u304c\u512a\u4f4d<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u51e6\u7406\u901f\u5ea6<\/td><td>\u79d2\u9593\u6570\u5343\u4ef6\u306e\u5927\u91cf\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u304c\u5fc5\u8981<\/td><td>\u6570\u5341\u301c\u6570\u767e\u4ef6\u306e\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u3088\u3044<\/td><\/tr>\n<tr><td>\u30b3\u30b9\u30c8<\/td><td>\u540c\u4e00\u30bf\u30b9\u30af\u3092\u6708\u9593\u6570\u5104\u4ef6\u4ee5\u4e0a\u51e6\u7406\u3059\u308b\u5834\u5408<\/td><td>\u6708\u9593\u6570\u4e07\u301c\u6570\u767e\u4e07\u4ef6\u306e\u51e6\u7406\u91cf<\/td><\/tr>\n<tr><td>\u7cbe\u5ea6<\/td><td>\u7279\u5b9a\u30bf\u30b9\u30af\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\uff08\u30c9\u30e1\u30a4\u30f3\u7279\u5316\uff09<\/td><td>\u6c4e\u7528\u7684\u306a\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\u30fb\u8907\u96d1\u306a\u6307\u793a\u3078\u306e\u5bfe\u5fdc<\/td><\/tr>\n<tr><td>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/td><td>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3067\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u9001\u4fe1\u3057\u306a\u3044<\/td><td>\u5916\u90e8API\u5229\u7528\uff08\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306e\u6271\u3044\u306b\u6ce8\u610f\uff09<\/td><\/tr>\n<tr><td>\u5c0e\u5165\u901f\u5ea6<\/td><td>\u6570\u9031\u9593\u301c\u6570\u30f6\u6708\uff08\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u30c7\u30d7\u30ed\u30a4\u304c\u5fc5\u8981\uff09<\/td><td>\u5373\u65e5\uff08API\u30ad\u30fc\u53d6\u5f97\u5f8c\u3059\u3050\u4f7f\u3048\u308b\uff09<\/td><\/tr>\n<tr><td>\u904b\u7528\u8ca0\u8377<\/td><td>\u7d99\u7d9a\u7684\u306a\u30e2\u30c7\u30eb\u7ba1\u7406\u30fb\u30a4\u30f3\u30d5\u30e9\u7dad\u6301\u304c\u5fc5\u8981<\/td><td>API\u30b3\u30fc\u30eb\u306e\u307f\uff08\u904b\u7528\u306f\u307b\u307c\u30bc\u30ed\uff09<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">\u300c\u307e\u305aLLM\u3067\u8a66\u3059\u3001\u5fc5\u8981\u306a\u3089\u5c02\u7528\u30e2\u30c7\u30eb\u3078\u300d\u304c\u73fe\u4ee3\u306e\u6b63\u89e3<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">2026\u5e74\u6642\u70b9\u306e\u5b9f\u52d9\u7684\u306a\u6700\u5584\u7b56\u306f\u300c\u307e\u305aClaude Code\u306a\u3069\u306e\u30d5\u30ea\u30fc\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u3067\u8a66\u3057\u3066\u307f\u308b\u3001\u7cbe\u5ea6\u3084\u901f\u5ea6\u30fb\u30b3\u30b9\u30c8\u306b\u554f\u984c\u304c\u3042\u308c\u3070\u5c02\u7528\u306eRoBERTa\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306b\u79fb\u884c\u3059\u308b\u300d\u3068\u3044\u3046\u6bb5\u968e\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u6700\u521d\u304b\u3089\u5c02\u7528\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u6295\u8cc7\u3059\u308b\u3088\u308a\u3001LLM\u3067\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u52d5\u304b\u3057\u3066\u304b\u3089\u5224\u65ad\u3059\u308b\u65b9\u304c\u30ea\u30b9\u30af\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-roberta-bert&#038;blog_slug=cc-roberta-bert\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-roberta-bert&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-06\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">06<\/span>\n  <span class=\"section-label\" style=\"display:block;\">GENAI REAL CASE<\/span>\n  <span class=\"section-title\" style=\"display:block;\">\u3010GENAI\u5b9f\u904b\u7528\u3011Claude Code\u304c\u300cRoBERTa\u578b\u30bf\u30b9\u30af\u300d\u3092\u3069\u3046\u4ee3\u66ff\u3057\u3066\u3044\u308b\u304b<\/span>\n  <span class=\"section-desc\">\u5c02\u7528NLP\u30b7\u30b9\u30c6\u30e0\u306a\u3057\u3067\u5b9f\u73fe\u3057\u3066\u3044\u308b\u696d\u52d9\u81ea\u52d5\u5316\u306e\u5b9f\u4f8b<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f0a\u793e\uff08\u682a\u5f0f\u4f1a\u793eGENAI\uff09\u3067\u306f\u3001\u4ee5\u524d\u306fRoBERTa\u30d9\u30fc\u30b9\u306e\u5c02\u7528\u5206\u985e\u30b7\u30b9\u30c6\u30e0\u3092\u691c\u8a0e\u3057\u3066\u3044\u305f\u696d\u52d9\u3092\u3001Claude Code\u3067\u4ee3\u66ff\u3059\u308b\u3053\u3068\u3067<strong>\u958b\u767a\u30b3\u30b9\u30c8\u3092\u30bc\u30ed\u306b\u8fd1\u3065\u3051\u306a\u304c\u3089<\/strong>\u540c\u7b49\u4ee5\u4e0a\u306e\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6-1. \u554f\u3044\u5408\u308f\u305b\u30e1\u30fc\u30eb\u306e\u81ea\u52d5\u5206\u985e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f0a\u793e\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3067\u306f\u3001\u53d7\u4fe1\u3057\u305f\u554f\u3044\u5408\u308f\u305b\u30e1\u30fc\u30eb\u3092\u300c\u30af\u30ec\u30fc\u30e0\/\u4e00\u822c\u8cea\u554f\/\u89e3\u7d04\u7533\u3057\u51fa\/\u6280\u8853\u7684\u554f\u984c\u300d\u306e4\u30ab\u30c6\u30b4\u30ea\u306b\u81ea\u52d5\u5206\u985e\u3057\u3001\u62c5\u5f53\u8005\u306b\u632f\u308a\u5206\u3051\u308b\u30d5\u30ed\u30fc\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u524d\u306e\u691c\u8a0e\u3067\u306f\u3001\u300cRoBERTa\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u5206\u985e\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u300d\u6848\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001<strong>Claude Code\u306e\u30de\u30eb\u30c1\u30b7\u30e7\u30c3\u30c8\u5206\u985e<\/strong>\uff08Few-Shot Prompting\uff09\u3067\u5341\u5206\u306a\u7cbe\u5ea6\u304c\u51fa\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u3001\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u898b\u9001\u308a\u307e\u3057\u305f\u3002\u73fe\u5728\u306fClaude Code\u304c\u4ef6\u540d\u30fb\u672c\u6587\u3092\u8aad\u3093\u3067\u30ab\u30c6\u30b4\u30ea\u3092\u5224\u5b9a\u3057\u3001\u4eba\u9593\u304c\u6700\u7d42\u78ba\u8a8d\u3059\u308b\u534a\u81ea\u52d5\u30d5\u30ed\u30fc\u3067\u904b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"g-flow-row\" style=\"margin:24px 0;\">\n  <div class=\"g-flow-item\"><strong>\u554f\u3044\u5408\u308f\u305b\u53d7\u4fe1<\/strong><br><span style=\"font-size:12px;\">\u30e1\u30fc\u30eb\/\u30d5\u30a9\u30fc\u30e0<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>Claude Code<br>\u81ea\u52d5\u5206\u985e<\/strong><br><span style=\"font-size:12px;\">4\u30ab\u30c6\u30b4\u30ea\u5224\u5b9a<br>\u7cbe\u5ea685%\u4ee5\u4e0a<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u62c5\u5f53\u8005\u306b<br>\u632f\u308a\u5206\u3051<\/strong><br><span style=\"font-size:12px;\">Slack\u901a\u77e5<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u4eba\u9593\u304c<br>\u6700\u7d42\u78ba\u8a8d<\/strong><br><span style=\"font-size:12px;\">\u8aa4\u5206\u985e\u3092\u4fee\u6b63<\/span><\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">6-2. \u9867\u5ba2\u611f\u60c5\u306e\u81ea\u52d5\u5206\u6790\u30ec\u30dd\u30fc\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f0a\u793e\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u95a2\u3059\u308bSNS\u8a00\u53ca\u30fb\u53e3\u30b3\u30df\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u300c\u80af\u5b9a\u7684\/\u5426\u5b9a\u7684\/\u4e2d\u7acb\u300d\u306e\u611f\u60c5\u5206\u6790\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3082\u5f93\u6765\u306fRoBERTa\u30d9\u30fc\u30b9\u306e\u5c02\u7528\u611f\u60c5\u5206\u6790\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u3067\u3057\u305f\u304c\u3001\u73fe\u5728\u306fClaude Code\u306b\u6708\u6b21\u3067\u30c7\u30fc\u30bf\u3092\u6e21\u3057\u3001\u611f\u60c5\u5206\u6790\u3068\u30cd\u30ac\u30c6\u30a3\u30d6\u8a00\u53ca\u306e\u30b5\u30de\u30ea\u30fc\u3092\u751f\u6210\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u30bf\u30b9\u30af<\/th><th>RoBERTa\u5c02\u7528\u30e2\u30c7\u30eb\uff08\u65e7\u6848\uff09<\/th><th>Claude Code\uff08\u73fe\u5728\uff09<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u958b\u767a\u671f\u9593<\/td><td>3\u301c6\u30f6\u6708\uff08\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u30c7\u30d7\u30ed\u30a4\uff09<\/td><td>\u5373\u65e5\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u306e\u307f\uff09<\/td><\/tr>\n<tr><td>\u521d\u671f\u30b3\u30b9\u30c8<\/td><td>\u6570\u5341\u301c\u6570\u767e\u4e07\u5186<\/td><td>\u307b\u307c\u30bc\u30ed\uff08Claude Max\u6708\u984d\u306e\u7bc4\u56f2\u5185\uff09<\/td><\/tr>\n<tr><td>\u7dad\u6301\u7ba1\u7406<\/td><td>\u30e2\u30c7\u30eb\u66f4\u65b0\u30fb\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u304c\u5fc5\u8981<\/td><td>\u4e0d\u8981<\/td><\/tr>\n<tr><td>\u7cbe\u5ea6<\/td><td>\u7279\u5b9a\u30bf\u30b9\u30af\u306792\u301c95%\uff08\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\uff09<\/td><td>\u6c4e\u7528\u30bf\u30b9\u30af\u306785\u301c95%<\/td><\/tr>\n<tr><td>\u591a\u8a00\u8a9e\u5bfe\u5fdc<\/td><td>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u8a00\u8a9e\u306e\u307f<\/td><td>\u65e5\u672c\u8a9e\u30fb\u82f1\u8a9e\u7b49\u3092\u542b\u3080\u591a\u8a00\u8a9e<\/td><\/tr>\n<tr><td>\u5fdc\u7528\u67d4\u8edf\u6027<\/td><td>\u6c7a\u307e\u3063\u305f\u30bf\u30b9\u30af\u306e\u307f<\/td><td>\u6307\u793a\u3092\u5909\u3048\u308b\u3060\u3051\u3067\u5225\u30bf\u30b9\u30af\u306b\u8ee2\u7528<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u6b63\u76f4\u306b\u8a00\u3046\u3068\u3001RoBERTa\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u8a08\u753b\u3092Claude Code\u3067\u4ee3\u66ff\u3057\u305f\u3053\u3068\u3067\u3001\u958b\u767a\u8cbb\u7528\u3092\u6570\u767e\u4e07\u5186\uff08\u6982\u7b97\u30fb\u808c\u611f\u30d9\u30fc\u30b9\uff09\u3001\u958b\u767a\u671f\u9593\u3092\u534a\u5e74\u4ee5\u4e0a\u77ed\u7e2e\u3067\u304d\u305f\u3068\u8a66\u7b97\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u5c02\u7528AI\u3092\u4f5c\u308b\u300d\u3068\u300cLLM\u3092\u4f7f\u3046\u300d\u306e\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u5dee\u306f\u30012026\u5e74\u6642\u70b9\u3067\u306f\u591a\u304f\u306e\u30bf\u30b9\u30af\u3067LLM\u5074\u306b\u5927\u304d\u306a\u512a\u4f4d\u304c\u3042\u308a\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">6-3. GENAI\u5168\u4f53\u3067\u306e\u6642\u9593\u524a\u6e1b\u30a4\u30f3\u30d1\u30af\u30c8\uff08\u6982\u7b97\u30fb\u808c\u611f\u30d9\u30fc\u30b9\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f0a\u793e\u3067Claude Code\u3092\u6d3b\u7528\u3057\u3066NLP\u30bf\u30b9\u30af\u3092\u542b\u3080\u696d\u52d9\u5168\u4f53\u3092\u81ea\u52d5\u5316\u3057\u305f\u7d50\u679c\u3001\u4ee5\u4e0b\u306e\u6642\u9593\u524a\u6e1b\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\uff08\u3044\u305a\u308c\u3082\u6982\u7b97\u30fb\u808c\u611f\u30d9\u30fc\u30b9\u306e\u6570\u5024\uff09\u3002<\/p>\n\n\n\n<div style=\"background:#fafafa;border-radius:8px;padding:16px 20px;margin:16px 0;border-left:4px solid #dc2626;\">\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u55b6\u696d\u696d\u52d9<\/strong>\uff1a\u903120\u6642\u9593 \u2192 \u90312\u6642\u9593\uff08\u898b\u8fbc\u307f\u5ba2\u306e\u30e1\u30fc\u30eb\u5206\u985e\u30fb\u5206\u6790\u542b\u3080\uff09<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u5e83\u544a\u904b\u7528<\/strong>\uff1a\u903110\u6642\u9593 \u2192 \u90311\u6642\u9593\uff08\u30ec\u30dd\u30fc\u30c8\u96c6\u8a08\u30fb\u611f\u60c5\u5206\u6790\u306e\u81ea\u52d5\u5316\u542b\u3080\uff09<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u30d6\u30ed\u30b0\u8a18\u4e8b\u4f5c\u6210<\/strong>\uff1a1\u672c8\u6642\u9593 \u2192 1\u6642\u9593\uff08SEO\u7528\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u30fb\u69cb\u6210\u8a2d\u8a08\u542b\u3080\uff09<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u7d4c\u7406\u696d\u52d9<\/strong>\uff1a\u670840\u6642\u9593 \u2192 \u67085\u6642\u9593\uff08\u66f8\u985e\u304b\u3089\u306e\u60c5\u5831\u62bd\u51fa\u30fb\u5206\u985e\u542b\u3080\uff09<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u79d8\u66f8\u696d\u52d9\uff08\u30e1\u30fc\u30eb\u51e6\u7406\u7b49\uff09<\/strong>\uff1a1\u65e52\u6642\u9593 \u2192 1\u65e515\u5206<\/span><\/div>\n\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u3053\u308c\u3089\u306e\u6570\u5b57\u306fClaude Code\u5358\u4f53\u3067\u306f\u306a\u304f\u3001\u696d\u52d9\u30d5\u30ed\u30fc\u5168\u4f53\u306e\u8a2d\u8a08\u6539\u5584\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u52b9\u679c\u3067\u3059\u3002\u300cRoBERTa\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u3092\u7d44\u3080\u300d\u3068\u3044\u3046\u9078\u629e\u80a2\u3082\u3001\u696d\u52d9\u8a2d\u8a08\u3092\u3057\u3063\u304b\u308a\u3059\u308c\u3070\u540c\u69d8\u306e\u52b9\u679c\u304c\u51fa\u305f\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u305f\u3060\u3001\u8a2d\u8a08\u30fb\u958b\u767a\u30fb\u7dad\u6301\u306e\u7dcf\u30b3\u30b9\u30c8\u3092\u8003\u3048\u308b\u3068\u3001\u73fe\u6642\u70b9\u3067\u306fClaude Code\u6d3b\u7528\u306e\u65b9\u304cROI\u304c\u9ad8\u3044\u3068\u5224\u65ad\u3057\u3066\u3044\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-roberta-bert&#038;blog_slug=cc-roberta-bert\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-roberta-bert&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-07\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">07<\/span>\n  <span class=\"section-label\" style=\"display:block;\">HOW TO USE<\/span>\n  <span class=\"section-title\" style=\"display:block;\">RoBERTa\u3092\u5c0e\u5165\u30fb\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u5b9f\u8df5\u7684\u624b\u9806<\/span>\n  <span class=\"section-desc\">Hugging Face\u7d4c\u7531\u3067\u59cb\u3081\u308b\u6700\u77ed\u30eb\u30fc\u30c8\u3068\u3001\u30af\u30e9\u30a6\u30c9API\u6d3b\u7528\u306e\u9078\u629e\u80a2<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u3092\u5b9f\u969b\u306b\u4f7f\u3046\u5834\u5408\u3001\u4e3b\u306b2\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3042\u308a\u307e\u3059\u3002\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u3044\u308b\u74b0\u5883\u3067\u306e\u300cHugging Face\u30e9\u30a4\u30d6\u30e9\u30ea\u7d4c\u7531\u300d\u3068\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u4e0d\u8981\u306e\u300c\u30af\u30e9\u30a6\u30c9AI\u30b5\u30fc\u30d3\u30b9\u7d4c\u7531\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7-1. Hugging Face Transformers\u3092\u4f7f\u3046\u65b9\u6cd5\uff08\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u3092\u6280\u8853\u7684\u306b\u4f7f\u3044\u305f\u3044\u5834\u5408\u3001<strong>Hugging Face<\/strong>\u3068\u3044\u3046\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u6700\u3082\u624b\u8efd\u306a\u51fa\u767a\u70b9\u3067\u3059\u3002Hugging Face\u306b\u306f\u6570\u5343\u7a2e\u985e\u306eRoBERTa\u6d3e\u751f\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001Python\u306e`transformers`\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u6570\u5341\u884c\u306e\u30b3\u30fc\u30c9\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"g-flow-row\" style=\"margin:24px 0;\">\n  <div class=\"g-flow-item\"><strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><br><span style=\"font-size:12px;\">pip install transformers<br>\uff08Python\u5fc5\u9808\uff09<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092<br>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/strong><br><span style=\"font-size:12px;\">roberta-base<br>\u306a\u3069\u7121\u6599\u516c\u958b<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><br><span style=\"font-size:12px;\">\u81ea\u793e\u306e\u6559\u5e2b\u30c7\u30fc\u30bf\u3067<br>\u7279\u5b9a\u30bf\u30b9\u30af\u306b\u7279\u5316<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u63a8\u8ad6\u30fb\u30c7\u30d7\u30ed\u30a4<\/strong><br><span style=\"font-size:12px;\">API\u5316\u3057\u3066<br>\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u8fbc<\/span><\/div>\n<\/div>\n\n\n\n<div style=\"background:#fef2f2;border:2px solid #dc2626;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:20px;\">&#9888;&#65039;<\/span>\n    <strong style=\"color:#dc2626;font-size:16px;\">\u30a8\u30f3\u30b8\u30cb\u30a2\u306a\u3057\u306e\u5c0e\u5165\u306f\u56f0\u96e3<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">RoBERTa\u306e\u81ea\u793e\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u306b\u306f\u3001Python\u306e\u77e5\u8b58\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u790e\u77e5\u8b58\u3001GPU\u74b0\u5883\uff08\u307e\u305f\u306f\u30af\u30e9\u30a6\u30c9GPU\uff09\u3001\u6559\u5e2b\u30c7\u30fc\u30bf\uff08\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u6e08\u307f\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\uff09\u306e\u6e96\u5099\u304c\u5fc5\u8981\u3067\u3059\u3002\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u3044\u306a\u3044\u72b6\u614b\u3067\u306e\u5c0e\u5165\u306f\u975e\u5e38\u306b\u96e3\u3057\u304f\u3001\u5916\u90e8\u30d9\u30f3\u30c0\u30fc\u3078\u306e\u59d4\u8a17\u304b\u3001Claude Code\u306a\u3069\u306e\u30ce\u30fc\u30b3\u30fc\u30c9\u7684\u306aLLM\u6d3b\u7528\u3078\u306e\u5207\u308a\u66ff\u3048\u3092\u5f37\u304f\u63a8\u5968\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">7-2. \u30af\u30e9\u30a6\u30c9AI\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3046\u65b9\u6cd5\uff08\u30a8\u30f3\u30b8\u30cb\u30a2\u4e0d\u8981\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a8\u30f3\u30b8\u30cb\u30a2\u306a\u3057\u3067RoBERTa\u30d9\u30fc\u30b9\u306e\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u305f\u3044\u306a\u3089\u3001\u30af\u30e9\u30a6\u30c9AI\u30b5\u30fc\u30d3\u30b9\u304c\u9078\u629e\u80a2\u306b\u306a\u308a\u307e\u3059\u3002AWS\u306eAmazon Comprehend\u3001Google Cloud\u306eNatural Language API\u3001Azure Cognitive Services\u306a\u3069\u304c\u3001RoBERTa\/BERT\u30d9\u30fc\u30b9\u306e\u611f\u60c5\u5206\u6790\u30fbNER\u30fb\u6587\u66f8\u5206\u985e\u6a5f\u80fd\u3092API\u3068\u3057\u3066\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9<\/th><th>\u7279\u5fb4<\/th><th>\u4e3b\u306a\u6a5f\u80fd<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>Amazon Comprehend\uff08AWS\uff09<\/td><td>\u5927\u898f\u6a21\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u306b\u5f37\u3044\u30fb\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051<\/td><td>\u611f\u60c5\u5206\u6790\u30fbNER\u30fb\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u30fb\u30ad\u30fc\u30d5\u30ec\u30fc\u30ba\u62bd\u51fa<\/td><\/tr>\n<tr><td>Google Cloud NL API<\/td><td>Google\u691c\u7d22\u306e\u30ce\u30a6\u30cf\u30a6\u3092\u6d3b\u7528\u30fb\u65e5\u672c\u8a9e\u5bfe\u5fdc\u826f\u597d<\/td><td>\u611f\u60c5\u5206\u6790\u30fb\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u30fb\u69cb\u6587\u89e3\u6790\u30fb\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u985e<\/td><\/tr>\n<tr><td>Azure Text Analytics<\/td><td>Microsoft\u88fd\u54c1\u3068\u306e\u7d71\u5408\u304c\u5bb9\u6613\u30fb\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051<\/td><td>\u611f\u60c5\u5206\u6790\u30fbNER\u30fb\u8a00\u8a9e\u691c\u51fa\u30fb\u8981\u7d04<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Fine-tuning\uff09<\/strong>\uff1a\u5927\u898f\u6a21\u306a\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\uff08BERT\u3084RoBERTa\u306a\u3069\uff09\u306b\u5bfe\u3057\u3066\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u696d\u754c\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u30c9\u30e1\u30a4\u30f3\u7279\u5316\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u624b\u6cd5\u3002\u4f8b\uff1a\u4e00\u822c\u7684\u306aRoBERTa\u306b\u300c\u533b\u7642\u6587\u66f81\u4e07\u4ef6\u300d\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u533b\u7642\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u5c02\u7528\u306e\u9ad8\u7cbe\u5ea6\u30e2\u30c7\u30eb\u3092\u4f5c\u308c\u308b\u3002\u30bc\u30ed\u304b\u3089\u5b66\u7fd2\u3059\u308b\u3088\u308a\u5727\u5012\u7684\u306b\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u3068\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3067\u6e08\u3080\u306e\u304c\u30e1\u30ea\u30c3\u30c8\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">7-3. \u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u6700\u5f37\u306e\u9078\u629e\u80a2\uff1aClaude Code\u3092\u8a66\u3059<\/h3>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u6700\u5f37\u306e\u63d0\u6848\uff1aClaude Code\u3092\u8a66\u3059<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">\u611f\u60c5\u5206\u6790\u30fb\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u30fb\u60c5\u5831\u62bd\u51fa\u306a\u3069\u306eNLP\u30bf\u30b9\u30af\u306b\u53d6\u308a\u7d44\u3080\u5834\u5408\u3001\u5c02\u7528\u306eRoBERTa\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u524d\u306b\u3001\u307e\u305a\u300cClaude Code\u306b\u76f4\u63a5\u6307\u793a\u3057\u3066\u307f\u308b\u300d\u3053\u3068\u3092\u5f37\u304f\u63a8\u5968\u3057\u307e\u3059\u3002Claude Code\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u4e0d\u8981\u3067\u3001\u65e5\u672c\u8a9e\u3067\u300c\u3053\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u611f\u60c5\u5206\u6790\u3057\u3066\u300d\u3068\u6307\u793a\u3059\u308b\u3060\u3051\u3067RoBERTa\u4ee5\u4e0a\u306e\u6c4e\u7528\u7cbe\u5ea6\u3067\u52d5\u304d\u307e\u3059\u3002\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u306e\u5fc5\u8981\u6027\u3092\u5224\u65ad\u3059\u308b\u306e\u306f\u3001LLM\u306e\u9650\u754c\u306b\u5f53\u305f\u3063\u3066\u304b\u3089\u3067\u3082\u9045\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">RoBERTa\u3092\u542b\u3080\u5f93\u6765\u578bNLP\u30e2\u30c7\u30eb\u306f\u300c\u7279\u5b9a\u30bf\u30b9\u30af\u306e\u9ad8\u901f\u30fb\u5927\u91cf\u51e6\u7406\u306b\u7279\u5316\u3057\u305f\u8077\u4eba\u300d\u3067\u3059\u3002Claude Code\u306f\u300c\u4f55\u3067\u3082\u3053\u306a\u305b\u308b\u30aa\u30fc\u30eb\u30e9\u30a6\u30f3\u30c9\u30d7\u30ec\u30fc\u30e4\u30fc\u300d\u3002\u696d\u52d9\u306e\u898f\u6a21\u3068\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u4f7f\u3044\u5206\u3051\u308b\u3053\u3068\u304c\u3001\u6700\u3082\u8ce2\u3044NLP\u6d3b\u7528\u6226\u7565\u3067\u3059\u3002\u5177\u4f53\u7684\u306a\u4f7f\u3044\u5206\u3051\u306b\u8ff7\u3063\u305f\u3089\u3001\u5f0a\u793e\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002<\/div>\n<\/div>\n\n\n\n<div class=\"g-flow-row\" style=\"margin:24px 0;\">\n  <div class=\"g-flow-item\"><strong>Step1: \u8981\u4ef6\u6574\u7406<\/strong><br><span style=\"font-size:12px;\">\u30bf\u30b9\u30af\u306e\u7a2e\u985e\u30fb\u51e6\u7406\u91cf<br>\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u3092\u78ba\u8a8d<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>Step2: LLM\u3067\u8a66\u3059<\/strong><br><span style=\"font-size:12px;\">Claude Code\u306b<br>\u76f4\u63a5\u30bf\u30b9\u30af\u3092\u6295\u3052\u308b<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>Step3: \u8a55\u4fa1<\/strong><br><span style=\"font-size:12px;\">\u7cbe\u5ea6\u30fb\u901f\u5ea6\u30fb\u30b3\u30b9\u30c8\u304c<br>\u8981\u4ef6\u3092\u6e80\u305f\u3059\u304b\u78ba\u8a8d<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>Step4: \u5224\u65ad<\/strong><br><span style=\"font-size:12px;\">\u6e80\u305f\u3059\u306a\u3089LLM\u3067\u904b\u7528<br>\u4e0d\u8db3\u306a\u3089\u5c02\u7528\u30e2\u30c7\u30eb\u3078<\/span><\/div>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-roberta-bert&#038;blog_slug=cc-roberta-bert\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-roberta-bert&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-08\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">08<\/span>\n  <span class=\"section-label\" style=\"display:block;\">CONCLUSION<\/span>\n  <span class=\"section-title\" style=\"display:block;\">\u307e\u3068\u3081 \u2500\u2500 NLP\u30e2\u30c7\u30eb\u9078\u3073\u306f\u300c\u7528\u9014\u00d7\u30b3\u30b9\u30c8\u00d7\u904b\u7528\u4f53\u5236\u300d\u3067\u6c7a\u3081\u308b<\/span>\n  <span class=\"section-desc\">RoBERTa\u3068Claude Code\u306f\u7af6\u5408\u3067\u306f\u306a\u304f\u88dc\u5b8c\u95a2\u4fc2<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001RoBERTa\u306e\u5b9a\u7fa9\u30fbBERT\u3068\u306e\u9055\u3044\u30fb\u6280\u8853\u7684\u7279\u5fb4\u30fb\u6d3b\u7528\u4e8b\u4f8b\u30fb\u4ed6\u30e2\u30c7\u30eb\u3068\u306e\u6bd4\u8f03\u30fb\u5f0a\u793eGENAI\u5b9f\u904b\u7528\u4f8b\u30fb\u5c0e\u5165\u624b\u9806\u307e\u3067\u6574\u7406\u3057\u307e\u3057\u305f\u3002\u6700\u5f8c\u306b\u30dd\u30a4\u30f3\u30c8\u3092\u632f\u308a\u8fd4\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#fafafa;border-radius:8px;padding:16px 20px;margin:16px 0;border-left:4px solid #dc2626;\">\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>RoBERTa\u306fMeta AI\u304c2019\u5e74\u306b\u767a\u8868\u3057\u305fBERT\u6539\u826f\u7248\u3002\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u540c\u3058\u3067\u5b66\u7fd2\u65b9\u6cd5\u3092\u6700\u9069\u5316<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>BERT\u3068\u306e\u4e3b\u306a\u9055\u3044\u306f\u246010\u500d\u306e\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u2461\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba32\u500d\u2462\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\u2463NSP\u5ec3\u6b62\u306e4\u70b9<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>\u30a8\u30f3\u30b3\u30fc\u30c0\u578b\u3068\u3057\u3066\u300c\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\u30fb\u5206\u985e\u30fb\u611f\u60c5\u5206\u6790\u30fbNER\u300d\u306b\u7279\u5316\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30bf\u30b9\u30af\u306f\u4e0d\u5411\u304d<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>RoBERTa vs GPT vs T5 vs Claude Code\u306f\u300c\u7406\u89e3\u5c02\u9580\u300dvs\u300c\u751f\u6210\u5c02\u9580\u300dvs\u300c\u5909\u63db\u5c02\u9580\u300dvs\u300c\u4e07\u80fd\u578b\u300d\u306e\u9055\u3044<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>2026\u5e74\u6642\u70b9\u3067\u306f\u591a\u304f\u306e\u5206\u985e\u30bf\u30b9\u30af\u3092Claude Code\u3067\u4ee3\u66ff\u3067\u304d\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u304a\u308a\u3001\u5c02\u7528\u30e2\u30c7\u30eb\u69cb\u7bc9\u524d\u306bLLM\u3092\u8a66\u3059\u3053\u3068\u3092\u63a8\u5968<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>\u5f0a\u793eGENAI\u3067\u306f\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u30fb\u611f\u60c5\u5206\u6790\u3092Claude Code\u3067\u4ee3\u66ff\u3057\u3001\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u524a\u6e1b<\/span><\/div>\n\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">RoBERTa\u306f\u512a\u308c\u305f\u30e2\u30c7\u30eb\u3067\u3059\u304c\u3001\u300c\u5fc5\u305a\u81ea\u793e\u3067RoBERTa\u3092\u5b66\u7fd2\u3055\u305b\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u300d\u6642\u4ee3\u306f\u5909\u308f\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<strong>\u307e\u305aClaude Code\u3067\u8a66\u3057\u3066\u307f\u3066\u3001\u901f\u5ea6\u30fb\u30b3\u30b9\u30c8\u30fb\u7cbe\u5ea6\u306e\u8981\u4ef6\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u3001\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u304c\u5fc5\u8981\u304b\u5224\u65ad\u3059\u308b<\/strong>\u2014\u2014\u3053\u308c\u304c2026\u5e74\u306eNLP\u6d3b\u7528\u306e\u6700\u77ed\u30eb\u30fc\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">NLP\u30e2\u30c7\u30eb\u306e\u9078\u629e\u306f\u300c\u6700\u65b0\u30fb\u6700\u5f37\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u300d\u3088\u308a\u300c\u81ea\u793e\u306e\u8ab2\u984c\u306b\u6700\u9069\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u9078\u3076\u300d\u65b9\u304c\u91cd\u8981\u3067\u3059\u3002\u5f0a\u793e\uff08\u682a\u5f0f\u4f1a\u793eGENAI\uff09\u3067\u306f\u3001RoBERTa\u3092\u542b\u3080NLP\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u304b\u3089\u3001Claude Code\u6d3b\u7528\u3078\u306e\u5207\u308a\u66ff\u3048\u652f\u63f4\u307e\u3067\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u3069\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u81ea\u793e\u306b\u5408\u3046\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u6bb5\u968e\u304b\u3089\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002<\/div>\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u300cRoBERTa\u3068Claude Code\u3001\u3069\u3061\u3089\u304c\u81ea\u793e\u306b\u5411\u3044\u3066\u3044\u308b\u304b\u76f8\u8ac7\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u65b9\u306f\u3001\u305c\u3072AI\u9b3c\u7ba1\u7406\u306e\u7121\u6599\u76f8\u8ac7\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002\u5b9f\u969b\u306e\u696d\u52d9\u8981\u4ef6\u3068\u51e6\u7406\u91cf\u3092\u30d2\u30a2\u30ea\u30f3\u30b0\u3057\u305f\u3046\u3048\u3067\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u304c\u6700\u5927\u306b\u306a\u308b\u9078\u629e\u80a2\u3092\u3054\u63d0\u6848\u3057\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">NLP\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u30fbClaude Code\u5207\u308a\u66ff\u3048\u3092AI\u9b3c\u7ba1\u7406\u304c\u652f\u63f4\u3057\u307e\u3059<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cRoBERTa\u306a\u3069\u306e\u5c02\u7528NLP\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u3079\u304d\u304b\u3001Claude Code\u3067\u4ee3\u66ff\u3059\u3079\u304d\u304b\u5224\u65ad\u3067\u304d\u306a\u3044\u300d\u300c\u65e2\u5b58\u306eNLP\u30b7\u30b9\u30c6\u30e0\u3092\u3088\u308a\u30b3\u30b9\u30c8\u52b9\u7387\u3088\u304f\u904b\u7528\u3057\u305f\u3044\u300d\u2014\u2014\u305d\u3046\u3044\u3063\u305f\u8ab2\u984c\u306b\u5bfe\u3057\u3001\u5f0a\u793eGENAI\u306e\u5b9f\u904b\u7528\u30ce\u30a6\u30cf\u30a6\u3092\u3082\u3068\u306b\u6700\u9069\u306a\u65b9\u91dd\u3092\u4e00\u7dd2\u306b\u8a2d\u8a08\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);border-radius:16px;padding:36px 32px;margin:48px 0 16px;color:#fff;\">\n  <p style=\"font-size:13px;font-weight:700;color:#dc2626;letter-spacing:2px;margin:0 0 12px;\">NEXT STEP<\/p>\n  <p style=\"font-size:22px;font-weight:800;line-height:1.5;margin:0 0 20px;\">\u3053\u306e\u8a18\u4e8b\u306e\u5185\u5bb9\u3092\u3001\u3042\u306a\u305f\u306e\u30d3\u30b8\u30cd\u30b9\u3067<br>\u5b9f\u8df5\u3057\u3066\u307f\u307e\u305b\u3093\u304b\uff1f<\/p>\n  <div style=\"background:rgba(255,255,255,0.06);border:1px solid rgba(255,255,255,0.12);border-radius:12px;padding:24px;max-width:560px;margin:0 auto;\">\n    <p style=\"font-size:13px;color:#dc2626;font-weight:700;margin:0 0 8px;\">AI\u6d3b\u7528\u3092\u81ea\u793e\u3067\u56de\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u305f\u3044\u65b9\u3078<\/p>\n    <p style=\"font-size:20px;font-weight:800;margin:0 0 12px;\">AI\u9b3c\u7ba1\u7406<\/p>\n    <p style=\"font-size:14px;color:rgba(255,255,255,0.75);margin:0 0 20px;line-height:1.7;\">Claude Code\u30fbCowork\u5c0e\u5165\u652f\u63f4\u304b\u3089\u696d\u52d9\u8a2d\u8a08\u30fb\u793e\u5185\u6d78\u900f\u307e\u3067\u5b9f\u8df5\u30d9\u30fc\u30b9\u3067\u4f34\u8d70\u3002\u300c\u81ea\u793e\u3067\u56de\u305b\u308b\u7d44\u7e54\u300d\u309290\u65e5\u3067\u4f5c\u308b\u7d4c\u55b6\u8005\u5411\u3051\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3002<\/p>\n    <div style=\"text-align:center;\">\n      <a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&utm_medium=article&utm_campaign=cc-roberta-bert&utm_content=next-step-cta\" target=\"_blank\" rel=\"noopener\" style=\"display:inline-block;background:#dc2626;color:#fff;font-weight:700;font-size:15px;padding:14px 32px;border-radius:30px;text-decoration:none;\">AI\u9b3c\u7ba1\u7406\u3092\u8a73\u3057\u304f\u898b\u308b \u2192<\/a>\n    <\/div>\n  <\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"faq\">\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Q. RoBERTa\u3068BERT\u306e\u6700\u5927\u306e\u9055\u3044\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff08\u69cb\u9020\uff09\u306f\u540c\u3058\u3067\u3059\u304c\u3001\u5b66\u7fd2\u65b9\u6cd5\u304c\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002\u4e3b\u306a\u9055\u3044\u306f\u2460\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c10\u500d\uff0816GB\u2192160GB\uff09\u2461\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u304c32\u500d\uff08256\u21928,000\uff09\u2462\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\u306e\u63a1\u7528\uff08\u5b66\u7fd2\u306e\u305f\u3073\u306b\u30de\u30b9\u30af\u4f4d\u7f6e\u3092\u30e9\u30f3\u30c0\u30e0\u5909\u66f4\uff09\u2463NSP\uff08Next Sentence Prediction\uff09\u30bf\u30b9\u30af\u306e\u5ec3\u6b62\u2014\u2014\u3053\u306e4\u70b9\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u6539\u826f\u306b\u3088\u308a\u3001\u8907\u6570\u306eNLP\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067BERT\u3092\u4e0a\u56de\u308b\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. RoBERTa\u3068ChatGPT\u30fbClaude Code\u306f\u3069\u3046\u9055\u3044\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. RoBERTa\u306f\u30a8\u30f3\u30b3\u30fc\u30c0\u578b\uff08\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\u30fb\u5206\u985e\u5c02\u9580\uff09\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002ChatGPT\u30fbClaude Code\u306f\u30c7\u30b3\u30fc\u30c0\u578bLLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\u3082\u751f\u6210\u3082\u3067\u304d\u308b\u6c4e\u7528\u578b\u3067\u3059\u3002RoBERTa\u306f\u7279\u5b9a\u306e\u5206\u985e\u30bf\u30b9\u30af\u3067\u5927\u91cf\u9ad8\u901f\u51e6\u7406\u304c\u5fc5\u8981\u306a\u5834\u5408\u306b\u512a\u4f4d\u3067\u3059\u304c\u3001\u6c4e\u7528\u6027\u30fb\u4f7f\u3044\u3084\u3059\u3055\u30fb\u65e5\u672c\u8a9e\u5bfe\u5fdc\u3067\u306f\u73fe\u5728\u306eLLM\u304c\u5927\u5e45\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. RoBERTa\u3092\u4f7f\u3046\u306e\u306b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c02\u9580\u77e5\u8b58\u306f\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u306f\u3044\u3001\u81ea\u793e\u3067RoBERTa\u3092\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u306b\u306fPython\u30fb\u6a5f\u68b0\u5b66\u7fd2\u306e\u77e5\u8b58\u3068GPU\u74b0\u5883\u304c\u5fc5\u8981\u3067\u3059\u3002\u305f\u3060\u3057\u3001AWS\/Google\/Azure\u306e\u30af\u30e9\u30a6\u30c9NLP\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3048\u3070API\u30ad\u30fc\u3060\u3051\u3067\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u591a\u304f\u306e\u4f01\u696d\u3067\u306fClaude Code\u306a\u3069\u306e\u30d5\u30ea\u30fc\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u3067\u4ee3\u66ff\u3067\u304d\u308b\u305f\u3081\u3001\u300c\u672c\u5f53\u306bRoBERTa\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u304c\u5fc5\u8981\u304b\u300d\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u6295\u8cc7\u3059\u308b\u3053\u3068\u3092\u63a8\u5968\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. RoBERTa\u306f\u65e5\u672c\u8a9e\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. Meta AI\u304c\u516c\u958b\u3057\u305f\u30aa\u30ea\u30b8\u30ca\u30eb\u306eRoBERTa\u306f\u82f1\u8a9e\u5411\u3051\u3067\u3059\u304c\u3001\u65e5\u672c\u8a9eRoBERTa\uff08\u6771\u5317\u5927\u5b66\u3084Hugging Face\u4e0a\u306e\u516c\u958b\u30e2\u30c7\u30eb\u306a\u3069\uff09\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u65e5\u672c\u8a9eNLP\u30bf\u30b9\u30af\u3067\u306f\u73fe\u5728\u306eClaude Code\u30fbGPT-4o\u306e\u65b9\u304c\u65e5\u672c\u8a9e\u7406\u89e3\u7cbe\u5ea6\u304c\u9ad8\u304f\u3001\u6c4e\u7528\u6027\u3082\u9ad8\u3044\u305f\u3081\u3001\u7279\u5b9a\u306e\u9ad8\u901f\u51e6\u7406\u8981\u4ef6\u304c\u306a\u3044\u5834\u5408\u306fLLM\u306e\u5229\u7528\u3092\u5148\u306b\u691c\u8a0e\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. RoBERTa\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3069\u308c\u304f\u3089\u3044\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. 2\u30af\u30e9\u30b9\u5206\u985e\uff08\u30b9\u30d1\u30e0\/\u975e\u30b9\u30d1\u30e0\uff09\u306a\u3089\u5404\u30af\u30e9\u30b9\u6570\u5343\u4ef6\u3001\u591a\u30af\u30e9\u30b9\u5206\u985e\uff085\u301c10\u30ab\u30c6\u30b4\u30ea\uff09\u306a\u3089\u5404\u30ab\u30c6\u30b4\u30ea\u6570\u767e\u301c\u6570\u5343\u4ef6\u304c\u76ee\u5b89\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u8ee2\u79fb\u5b66\u7fd2\u306e\u6069\u6075\u3067\u6bd4\u8f03\u7684\u5c11\u91cf\u306e\u30c7\u30fc\u30bf\u3067\u3082\u5b9f\u7528\u7684\u306a\u7cbe\u5ea6\u304c\u51fa\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3044\u5834\u5408\u306f\u3001LLM\u306eFew-Shot Learning\u3092\u5148\u306b\u8a66\u3059\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. Claude Code\u3067\u611f\u60c5\u5206\u6790\u3084\u6587\u66f8\u5206\u985e\u306f\u3067\u304d\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u306f\u3044\u3001\u3067\u304d\u307e\u3059\u3002Claude Code\u306b\u300c\u3053\u306e\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\u306f\u80af\u5b9a\u7684\u304b\u5426\u5b9a\u7684\u304b\u4e2d\u7acb\u304b\u3092\u5224\u5b9a\u3057\u3066\u300d\u300c\u3053\u306e\u554f\u3044\u5408\u308f\u305b\u30e1\u30fc\u30eb\u3092\u30af\u30ec\u30fc\u30e0\/\u8cea\u554f\/\u89e3\u7d04\u7533\u3057\u51fa\/\u305d\u306e\u4ed6\u306b\u5206\u985e\u3057\u3066\u300d\u3068\u6307\u793a\u3059\u308b\u3060\u3051\u3067\u3001\u591a\u304f\u306e\u30b1\u30fc\u30b9\u3067\u5b9f\u7528\u30ec\u30d9\u30eb\u306e\u7cbe\u5ea6\u304c\u51fa\u307e\u3059\u3002RoBERTa\u306e\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u524d\u306b\u3001\u307e\u305aClaude Code\u3067\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u3092\u5f37\u304f\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. RoBERTa\u3092\u4f7f\u3046\u304bClaude Code\u3092\u4f7f\u3046\u304b\u306e\u5224\u65ad\u57fa\u6e96\u306f\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. RoBERTa\u304c\u512a\u4f4d\u306a\u306e\u306f\u300c\u79d2\u9593\u6570\u5343\u4ef6\u4ee5\u4e0a\u306e\u5927\u91cf\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u304c\u5fc5\u8981\u300d\u300c\u5916\u90e8API\u3078\u306e\u30c7\u30fc\u30bf\u9001\u4fe1\u304c\u3067\u304d\u306a\u3044\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u304c\u3042\u308b\u300d\u300c\u540c\u4e00\u30bf\u30b9\u30af\u3067\u5927\u91cf\u51e6\u7406\u306b\u3088\u308b\u30b3\u30b9\u30c8\u512a\u4f4d\u6027\u304c\u5fc5\u8981\u300d\u3068\u3044\u3046\u5834\u5408\u3067\u3059\u3002\u305d\u308c\u4ee5\u5916\u306e\u591a\u304f\u306e\u30b1\u30fc\u30b9\u3067\u306f\u30012026\u5e74\u6642\u70b9\u3067\u306fClaude Code\u306a\u3069\u306e\u6c4e\u7528LLM\u306e\u65b9\u304c\u3001\u958b\u767a\u30b3\u30b9\u30c8\u30fb\u5c0e\u5165\u901f\u5ea6\u30fb\u6c4e\u7528\u6027\u3067\u512a\u4f4d\u3067\u3059\u3002<\/p>\n\n\n\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"RoBERTa\u3068BERT\u306e\u6700\u5927\u306e\u9055\u3044\u306f\u4f55\u3067\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff08\u69cb\u9020\uff09\u306f\u540c\u3058\u3067\u3059\u304c\u3001\u5b66\u7fd2\u65b9\u6cd5\u304c\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002\u4e3b\u306a\u9055\u3044\u306f\u2460\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c10\u500d\uff0816GB\u2192160GB\uff09\u2461\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u304c32\u500d\uff08256\u21928,000\uff09\u2462\u52d5\u7684\u30de\u30b9\u30ad\u30f3\u30b0\u306e\u63a1\u7528\uff08\u5b66\u7fd2\u306e\u305f\u3073\u306b\u30de\u30b9\u30af\u4f4d\u7f6e\u3092\u30e9\u30f3\u30c0\u30e0\u5909\u66f4\uff09\u2463NSP\uff08Next Sentence Prediction\uff09\u30bf\u30b9\u30af\u306e\u5ec3\u6b62\u2014\u2014\u3053\u306e4\u70b9\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u6539\u826f\u306b\u3088\u308a\u3001\u8907\u6570\u306eNLP\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067BERT\u3092\u4e0a\u56de\u308b\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"RoBERTa\u3068ChatGPT\u30fbClaude Code\u306f\u3069\u3046\u9055\u3044\u307e\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"RoBERTa\u306f\u30a8\u30f3\u30b3\u30fc\u30c0\u578b\uff08\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\u30fb\u5206\u985e\u5c02\u9580\uff09\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002ChatGPT\u30fbClaude Code\u306f\u30c7\u30b3\u30fc\u30c0\u578bLLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\u3082\u751f\u6210\u3082\u3067\u304d\u308b\u6c4e\u7528\u578b\u3067\u3059\u3002RoBERTa\u306f\u7279\u5b9a\u306e\u5206\u985e\u30bf\u30b9\u30af\u3067\u5927\u91cf\u9ad8\u901f\u51e6\u7406\u304c\u5fc5\u8981\u306a\u5834\u5408\u306b\u512a\u4f4d\u3067\u3059\u304c\u3001\u6c4e\u7528\u6027\u30fb\u4f7f\u3044\u3084\u3059\u3055\u30fb\u65e5\u672c\u8a9e\u5bfe\u5fdc\u3067\u306f\u73fe\u5728\u306eLLM\u304c\u5927\u5e45\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"RoBERTa\u3092\u4f7f\u3046\u306e\u306b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c02\u9580\u77e5\u8b58\u306f\u5fc5\u8981\u3067\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u306f\u3044\u3001\u81ea\u793e\u3067RoBERTa\u3092\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u306b\u306fPython\u30fb\u6a5f\u68b0\u5b66\u7fd2\u306e\u77e5\u8b58\u3068GPU\u74b0\u5883\u304c\u5fc5\u8981\u3067\u3059\u3002\u305f\u3060\u3057\u3001AWS\/Google\/Azure\u306e\u30af\u30e9\u30a6\u30c9NLP\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3048\u3070API\u30ad\u30fc\u3060\u3051\u3067\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u591a\u304f\u306e\u4f01\u696d\u3067\u306fClaude Code\u306a\u3069\u306e\u30d5\u30ea\u30fc\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u3067\u4ee3\u66ff\u3067\u304d\u308b\u305f\u3081\u3001\u300c\u672c\u5f53\u306bRoBERTa\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u304c\u5fc5\u8981\u304b\u300d\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u6295\u8cc7\u3059\u308b\u3053\u3068\u3092\u63a8\u5968\u3057\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"RoBERTa\u306f\u65e5\u672c\u8a9e\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Meta AI\u304c\u516c\u958b\u3057\u305f\u30aa\u30ea\u30b8\u30ca\u30eb\u306eRoBERTa\u306f\u82f1\u8a9e\u5411\u3051\u3067\u3059\u304c\u3001\u65e5\u672c\u8a9eRoBERTa\uff08\u6771\u5317\u5927\u5b66\u3084Hugging Face\u4e0a\u306e\u516c\u958b\u30e2\u30c7\u30eb\u306a\u3069\uff09\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u65e5\u672c\u8a9eNLP\u30bf\u30b9\u30af\u3067\u306f\u73fe\u5728\u306eClaude Code\u30fbGPT-4o\u306e\u65b9\u304c\u65e5\u672c\u8a9e\u7406\u89e3\u7cbe\u5ea6\u304c\u9ad8\u304f\u3001\u6c4e\u7528\u6027\u3082\u9ad8\u3044\u305f\u3081\u3001\u7279\u5b9a\u306e\u9ad8\u901f\u51e6\u7406\u8981\u4ef6\u304c\u306a\u3044\u5834\u5408\u306fLLM\u306e\u5229\u7528\u3092\u5148\u306b\u691c\u8a0e\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"RoBERTa\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3069\u308c\u304f\u3089\u3044\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"2\u30af\u30e9\u30b9\u5206\u985e\uff08\u30b9\u30d1\u30e0\/\u975e\u30b9\u30d1\u30e0\uff09\u306a\u3089\u5404\u30af\u30e9\u30b9\u6570\u5343\u4ef6\u3001\u591a\u30af\u30e9\u30b9\u5206\u985e\uff085\u301c10\u30ab\u30c6\u30b4\u30ea\uff09\u306a\u3089\u5404\u30ab\u30c6\u30b4\u30ea\u6570\u767e\u301c\u6570\u5343\u4ef6\u304c\u76ee\u5b89\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u8ee2\u79fb\u5b66\u7fd2\u306e\u6069\u6075\u3067\u6bd4\u8f03\u7684\u5c11\u91cf\u306e\u30c7\u30fc\u30bf\u3067\u3082\u5b9f\u7528\u7684\u306a\u7cbe\u5ea6\u304c\u51fa\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3044\u5834\u5408\u306f\u3001LLM\u306eFew-Shot Learning\u3092\u5148\u306b\u8a66\u3059\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"Claude Code\u3067\u611f\u60c5\u5206\u6790\u3084\u6587\u66f8\u5206\u985e\u306f\u3067\u304d\u307e\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u306f\u3044\u3001\u3067\u304d\u307e\u3059\u3002Claude Code\u306b\u300c\u3053\u306e\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\u306f\u80af\u5b9a\u7684\u304b\u5426\u5b9a\u7684\u304b\u4e2d\u7acb\u304b\u3092\u5224\u5b9a\u3057\u3066\u300d\u300c\u3053\u306e\u554f\u3044\u5408\u308f\u305b\u30e1\u30fc\u30eb\u3092\u30af\u30ec\u30fc\u30e0\/\u8cea\u554f\/\u89e3\u7d04\u7533\u3057\u51fa\/\u305d\u306e\u4ed6\u306b\u5206\u985e\u3057\u3066\u300d\u3068\u6307\u793a\u3059\u308b\u3060\u3051\u3067\u3001\u591a\u304f\u306e\u30b1\u30fc\u30b9\u3067\u5b9f\u7528\u30ec\u30d9\u30eb\u306e\u7cbe\u5ea6\u304c\u51fa\u307e\u3059\u3002RoBERTa\u306e\u5c02\u7528\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u524d\u306b\u3001\u307e\u305aClaude Code\u3067\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u3092\u5f37\u304f\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"RoBERTa\u3092\u4f7f\u3046\u304bClaude Code\u3092\u4f7f\u3046\u304b\u306e\u5224\u65ad\u57fa\u6e96\u306f\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"RoBERTa\u304c\u512a\u4f4d\u306a\u306e\u306f\u300c\u79d2\u9593\u6570\u5343\u4ef6\u4ee5\u4e0a\u306e\u5927\u91cf\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u304c\u5fc5\u8981\u300d\u300c\u5916\u90e8API\u3078\u306e\u30c7\u30fc\u30bf\u9001\u4fe1\u304c\u3067\u304d\u306a\u3044\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u304c\u3042\u308b\u300d\u300c\u540c\u4e00\u30bf\u30b9\u30af\u3067\u5927\u91cf\u51e6\u7406\u306b\u3088\u308b\u30b3\u30b9\u30c8\u512a\u4f4d\u6027\u304c\u5fc5\u8981\u300d\u3068\u3044\u3046\u5834\u5408\u3067\u3059\u3002\u305d\u308c\u4ee5\u5916\u306e\u591a\u304f\u306e\u30b1\u30fc\u30b9\u3067\u306f\u30012026\u5e74\u6642\u70b9\u3067\u306fClaude Code\u306a\u3069\u306e\u6c4e\u7528LLM\u306e\u65b9\u304c\u3001\u958b\u767a\u30b3\u30b9\u30c8\u30fb\u5c0e\u5165\u901f\u5ea6\u30fb\u6c4e\u7528\u6027\u3067\u512a\u4f4d\u3067\u3059\u3002\"\n      }\n    }\n  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