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Name	Type	Size	Modified	Perms
..	Directory	—	1970-01-01 00:00	????
wp-admin	Directory	—	2025-04-04 16:01	0755
wp-content	Directory	—	2026-07-22 01:16	0755
wp-includes	Directory	—	2025-12-10 15:47	0755
HTACCESS .htaccess	HTACCESS	896 bytes	2026-07-19 14:53	0644
HTML health.html	HTML	3 bytes	2026-03-06 03:32	0644
PHP health.php	PHP	20 bytes	2026-03-03 16:03	0644
PHP index.php	PHP	405 bytes	2025-04-04 16:01	0644
TXT license.txt	TXT	19.44 KB	2025-12-10 15:47	0644
HTML readme.html	HTML	7.25 KB	2025-12-10 15:47	0644
TXT robots.txt	TXT	311 bytes	2026-06-09 02:42	0644
PHP wp-activate.php	PHP	7.18 KB	2025-12-10 15:47	0644
PHP wp-blog-header.php	PHP	351 bytes	2025-04-04 16:01	0644
PHP wp-comments-post.php	PHP	2.27 KB	2025-04-04 16:01	0644
PHP wp-config-sample.php	PHP	3.26 KB	2025-12-10 15:47	0644
PHP wp-config.php	PHP	3.91 KB	2026-02-08 11:01	0666
PHP wp-cron.php	PHP	5.49 KB	2025-04-04 16:01	0644
PHP wp-links-opml.php	PHP	2.43 KB	2025-12-10 15:47	0644
PHP wp-load.php	PHP	3.84 KB	2025-04-04 16:01	0644
PHP wp-login.php	PHP	50.23 KB	2025-12-10 15:47	0644
PHP wp-mail.php	PHP	8.52 KB	2025-12-10 15:47	0644
PHP wp-settings.php	PHP	30.33 KB	2025-12-10 15:47	0644
PHP wp-signup.php	PHP	33.71 KB	2025-04-15 21:11	0644
PHP wp-trackback.php	PHP	5.09 KB	2025-12-10 15:47	0644
PHP xmlrpc.php	PHP	3.13 KB	2025-04-15 21:11	0644

{"id":10196,"date":"2025-08-28T22:17:01","date_gmt":"2025-08-28T13:17:01","guid":{"rendered":"https:\/\/taskhub.jp\/?post_type=useful&p=10196"},"modified":"2025-08-28T22:17:07","modified_gmt":"2025-08-28T13:17:07","slug":"llm-chatgpt","status":"publish","type":"useful","link":"https:\/\/taskhub.jp\/?useful=llm-chatgpt","title":{"rendered":"LLM\u3068\u306f\uff1fChatGPT\u3068\u306e\u9055\u3044\u3084\u4ed5\u7d44\u307f\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u89e3\u8aac"},"content":{"rendered":"\n

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LLM\uff08Large Language Models\uff09\u3068\u306f\u3001\u65e5\u672c\u8a9e\u3067\u300c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u300d\u3068\u8a33\u3055\u308c\u308bAI\u306e\u4e00\u7a2e\u3067\u3059\u3002<\/p>\n\n\n\n
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LLM\u304c\u73fe\u5728\u3001\u4e16\u754c\u7684\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u6700\u5927\u306e\u7406\u7531\u306f\u30012022\u5e7411\u6708\u306bOpenAI\u793e\u304c\u516c\u958b\u3057\u305f\u300cChatGPT\u300d\u306e\u767b\u5834\u3067\u3059\u3002<\/p>\n\n\n\n
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\n
LLM\u3068\u751f\u6210AI\u306e\u9055\u3044<\/li>\n\n\n\n
LLM\u3068ChatGPT\u306e\u9055\u3044\u3068\u95a2\u4fc2\u6027<\/li>\n\n\n\n
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LLM\u3068\u751f\u6210AI\u306e\u9055\u3044<\/h3>\n\n\n\n
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LLM\u306f\u3001\u7279\u306b\u300c\u8a00\u8a9e\uff08\u30c6\u30ad\u30b9\u30c8\uff09\u300d\u306e\u751f\u6210\u306b\u7279\u5316\u3057\u305f\u30e2\u30c7\u30eb\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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LLM\u306f\u3001\u751f\u6210AI\u306e\u4e2d\u3067\u3082\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u3092\u5c02\u9580\u3068\u3059\u308b\u6280\u8853\u3001\u3068\u7406\u89e3\u3059\u308b\u3068\u5206\u304b\u308a\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
LLM\u3068ChatGPT\u306e\u9055\u3044\u3068\u95a2\u4fc2\u6027<\/h3>\n\n\n\n
\u300cChatGPT\u300d\u306f\u3001LLM\u3092\u6d3b\u7528\u3057\u3066\u4f5c\u3089\u308c\u305f\u5177\u4f53\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\uff08\u5bfe\u8a71\u578bAI\u30b5\u30fc\u30d3\u30b9\uff09\u306e\u540d\u524d\u3067\u3059\u3002<\/p>\n\n\n\n
\u958b\u767a\u3057\u305f\u306e\u306f\u7c73\u56fd\u306eOpenAI\u793e\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u81ea\u7136\u306a\u5bfe\u8a71\u5f62\u5f0f\u3067\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9\u3001\u300cLLM\u300d\u306f\u3001\u305d\u306eChatGPT\u3092\u52d5\u304b\u3057\u3066\u3044\u308b\u982d\u8133\u3001\u3064\u307e\u308a\u6839\u5e79\u3068\u306a\u308b\u6280\u8853\u305d\u306e\u3082\u306e\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u4f8b\u3048\u308b\u306a\u3089\u3001LLM\u304c\u300c\u30a8\u30f3\u30b8\u30f3\u300d\u3067\u3001ChatGPT\u304c\u305d\u306e\u30a8\u30f3\u30b8\u30f3\u3092\u642d\u8f09\u3057\u305f\u300c\u81ea\u52d5\u8eca\u300d\u306e\u3088\u3046\u306a\u95a2\u4fc2\u3067\u3059\u3002<\/p>\n\n\n\n
\u79c1\u305f\u3061\u306fChatGPT\u3068\u3044\u3046\u30b5\u30fc\u30d3\u30b9\u3092\u901a\u3058\u3066\u3001\u305d\u306e\u80cc\u5f8c\u306b\u3042\u308bLLM\u306e\u9a5a\u7570\u7684\u306a\u6027\u80fd\u3092\u4f53\u9a13\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
ChatGPT\u306fLLM\u306e\u4e00\u7a2e\uff1a\u305d\u306e\u4f4d\u7f6e\u3065\u3051<\/h3>\n\n\n\n
\u6b63\u3057\u304f\u306f\u3001ChatGPT\u306fLLM\u3092\u57fa\u76e4\u3068\u3057\u3066\u4f5c\u3089\u308c\u305f\u300c\u5bfe\u8a71\u578bAI\u30b5\u30fc\u30d3\u30b9\u300d\u3067\u3059\u3002<\/p>\n\n\n\n
\u305d\u3057\u3066\u3001ChatGPT\u304c\u4f7f\u7528\u3057\u3066\u3044\u308bLLM\u306e\u30e2\u30c7\u30eb\u540d\u304c\u300cGPT\u30b7\u30ea\u30fc\u30ba\uff08\u4f8b\uff1aGPT-4o\uff09\u300d\u3067\u3059\u3002<\/p>\n\n\n\n
\u3064\u307e\u308a\u3001GPT-4o\u3068\u3044\u3046LLM\uff08\u30a8\u30f3\u30b8\u30f3\uff09\u3092\u4f7f\u3063\u3066\u3001ChatGPT\u3068\u3044\u3046\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\uff08\u81ea\u52d5\u8eca\uff09\u304c\u52d5\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
LLM\u306b\u306fGPT\u30b7\u30ea\u30fc\u30ba\u4ee5\u5916\u306b\u3082\u3001Google\u306e\u300cGemini\u300d\u3084Anthropic\u793e\u306e\u300cClaude\u300d\u306a\u3069\u3001\u69d8\u3005\u306a\u7a2e\u985e\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
ChatGPT\u306f\u3001\u6570\u3042\u308bLLM\u5fdc\u7528\u30b5\u30fc\u30d3\u30b9\u306e\u4e2d\u3067\u3001\u6700\u3082\u6210\u529f\u3057\u3001\u5e83\u304f\u77e5\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u4ee3\u8868\u7684\u306a\u4e8b\u4f8b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u6210\u529f\u304c\u3001LLM\u3068\u3044\u3046\u6280\u8853\u305d\u306e\u3082\u306e\u3078\u306e\u6ce8\u76ee\u3092\u52a0\u901f\u3055\u305b\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
LLM\u3068\u306f\uff1fChatGPT\u3092\u52d5\u304b\u3059\u4ed5\u7d44\u307f\u3068\u52d5\u4f5c\u539f\u7406\u3092\u89e3\u8aac<\/h2>\n\n\n\n
\u3053\u3053\u304b\u3089\u306f\u3001LLM\u304c\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u4eba\u9593\u306e\u3088\u3046\u306a\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u306e\u304b\u3001ChatGPT\u3092\u52d5\u304b\u3059\u4ed5\u7d44\u307f\u3068\u52d5\u4f5c\u539f\u7406\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n
\u8a00\u8a9e\u51e6\u7406\u306e\u6d41\u308c1\uff1a\u30c8\u30fc\u30af\u30f3\u5316<\/li>\n\n\n\n
\u8a00\u8a9e\u51e6\u7406\u306e\u6d41\u308c2\uff1a\u30d9\u30af\u30c8\u30eb\u5316\uff08\u57cb\u3081\u8fbc\u307f\uff09<\/li>\n\n\n\n
\u8a00\u8a9e\u51e6\u7406\u306e\u6d41\u308c3\uff1a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08Transformer\uff09\u306b\u3088\u308b\u5b66\u7fd2<\/li>\n\n\n\n
\u8a00\u8a9e\u51e6\u7406\u306e\u6d41\u308c4\uff1a\u6587\u8108\u7406\u89e3\u3068\u4e88\u6e2c<\/li>\n\n\n\n
\u8a00\u8a9e\u51e6\u7406\u306e\u6d41\u308c5\uff1a\u30c7\u30b3\u30fc\u30c9\u3068\u81ea\u7136\u306a\u6587\u7ae0\u751f\u6210<\/li>\n\n\n\n
\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308bLLM\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/li>\n<\/ol>\n\n\n\n
\u3053\u306e\u4e00\u9023\u306e\u6d41\u308c\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001LLM\u306e\u80fd\u529b\u306e\u6e90\u6cc9\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u308c\u3067\u306f\u30011\u3064\u305a\u3064\u9806\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u8a00\u8a9e\u51e6\u7406\u306e\u6d41\u308c1\uff1a\u30c8\u30fc\u30af\u30f3\u5316<\/h3>\n\n\n\n
LLM\u304c\u6587\u7ae0\u3092\u51e6\u7406\u3059\u308b\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u300c\u30c8\u30fc\u30af\u30f3\u5316\uff08Tokenization\uff09\u300d\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u6587\u7ae0\u3092\u3001\u30e2\u30c7\u30eb\u304c\u51e6\u7406\u3057\u3084\u3059\u3044\u6700\u5c0f\u5358\u4f4d\u3067\u3042\u308b\u300c\u30c8\u30fc\u30af\u30f3\u300d\u306b\u5206\u5272\u3059\u308b\u4f5c\u696d\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u4f8b\u3048\u3070\u3001\u300c\u3053\u3093\u306b\u3061\u306f\u3001\u5143\u6c17\u3067\u3059\u304b\uff1f\u300d\u3068\u3044\u3046\u6587\u7ae0\u306f\u3001\u300c\u3053\u3093\u300d\u300c\u306b\u3061\u306f\u300d\u300c\u3001\u300d\u300c\u5143\u6c17\u300d\u300c\u3067\u3059\u300d\u300c\u304b\u300d\u300c\uff1f\u300d\u306e\u3088\u3046\u306b\u5206\u5272\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
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\u3053\u306e\u30c8\u30fc\u30af\u30f3\u5316\u306b\u3088\u3063\u3066\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306f\u4eba\u9593\u304c\u4f7f\u3046\u81ea\u7136\u306a\u8a00\u8449\u3092\u3001\u8a08\u7b97\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u306e\u96c6\u5408\u3068\u3057\u3066\u6271\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u8a00\u8a9e\u51e6\u7406\u306e\u6d41\u308c2\uff1a\u30d9\u30af\u30c8\u30eb\u5316\uff08\u57cb\u3081\u8fbc\u307f\uff09<\/h3>\n\n\n\n
\u6b21\u306b\u3001\u30c8\u30fc\u30af\u30f3\u5316\u3055\u308c\u305f\u5404\u30c8\u30fc\u30af\u30f3\u306f\u3001\u300c\u30d9\u30af\u30c8\u30eb\u5316\uff08Embedding\uff09\u300d\u3068\u3044\u3046\u30d7\u30ed\u30bb\u30b9\u3092\u7d4c\u3066\u3001\u6570\u5024\u306e\u7f85\u5217\u306b\u5909\u63db\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u30d9\u30af\u30c8\u30eb\u3068\u306f\u3001\u5411\u304d\u3068\u5927\u304d\u3055\u3092\u6301\u3064\u6570\u5024\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u3053\u3068\u3067\u3001AI\u306f\u3053\u306e\u6570\u5024\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u5358\u8a9e\u306e\u610f\u5473\u3084\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u6027\u3092\u6349\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\u4f8b\u3048\u3070\u3001\u300c\u738b\u69d8\u300d\u3068\u300c\u5973\u738b\u300d\u3068\u3044\u3046\u5358\u8a9e\u306f\u3001\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u4e0a\u3067\u975e\u5e38\u306b\u8fd1\u3044\u4f4d\u7f6e\u306b\u914d\u7f6e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u3055\u3089\u306b\u3001\u300c\u738b\u69d8\u300d\u304b\u3089\u300c\u7537\u6027\u300d\u306e\u30d9\u30af\u30c8\u30eb\u3092\u5f15\u304d\u3001\u300c\u5973\u6027\u300d\u306e\u30d9\u30af\u30c8\u30eb\u3092\u8db3\u3059\u3068\u3001\u300c\u5973\u738b\u300d\u306e\u30d9\u30af\u30c8\u30eb\u306b\u8fd1\u304f\u306a\u308b\u3001\u3068\u3044\u3063\u305f\u610f\u5473\u7684\u306a\u8a08\u7b97\u3082\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u30d9\u30af\u30c8\u30eb\u5316\u306b\u3088\u3063\u3066\u3001LLM\u306f\u5358\u306a\u308b\u6587\u5b57\u5217\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u610f\u5473\u7684\u306a\u95a2\u9023\u6027\u3092\u6301\u3063\u305f\u30c7\u30fc\u30bf\u3068\u3057\u3066\u8a00\u8449\u3092\u6271\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u8a00\u8a9e\u51e6\u7406\u306e\u6d41\u308c3\uff1a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08Transformer\uff09\u306b\u3088\u308b\u5b66\u7fd2<\/h3>\n\n\n\n
\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001\u4eba\u9593\u306e\u8133\u795e\u7d4c\u3092\u6a21\u3057\u305f\u300c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u300d\u306b\u5165\u529b\u3055\u308c\u3001\u5b66\u7fd2\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u8fd1\u5e74\u306eLLM\u306e\u9032\u5316\u3092\u652f\u3048\u3066\u3044\u308b\u306e\u304c\u3001\u300cTransformer\uff08\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n
Transformer\u30e2\u30c7\u30eb\u306e\u6700\u5927\u306e\u7279\u5fb4\u306f\u3001\u300cSelf-Attention\uff08\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\uff09\u300d\u3068\u3044\u3046\u4ed5\u7d44\u307f\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u306b\u3088\u308a\u3001\u6587\u7ae0\u4e2d\u306e\u3069\u306e\u5358\u8a9e\u304c\u4ed6\u306e\u3069\u306e\u5358\u8a9e\u3068\u95a2\u9023\u304c\u6df1\u3044\u306e\u304b\u3092\u52b9\u7387\u7684\u306b\u5b66\u7fd2\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u4f8b\u3048\u3070\u3001\u300c\u5f7c\u304c\u30dc\u30fc\u30eb\u3092\u8e74\u3063\u305f\u300d\u3068\u3044\u3046\u6587\u3067\u306f\u3001\u300c\u5f7c\u300d\u3068\u300c\u8e74\u3063\u305f\u300d\u306e\u95a2\u9023\u6027\u304c\u5f37\u3044\u3053\u3068\u3092\u7406\u89e3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u4ed5\u7d44\u307f\u306e\u304a\u304b\u3052\u3067\u3001\u5f93\u6765\u30e2\u30c7\u30eb\u304c\u82e6\u624b\u3068\u3057\u3066\u3044\u305f\u9577\u3044\u6587\u7ae0\u306e\u6587\u8108\u7406\u89e3\u80fd\u529b\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u3053\u3061\u3089\u306f\u3001\u8fd1\u5e74\u306eLLM\u306e\u9032\u5316\u3092\u652f\u3048\u308bTransformer\u30e2\u30c7\u30eb\u306e\u4ed5\u7d44\u307f\u3092\u63d0\u5531\u3057\u305f\u3001\u6b74\u53f2\u7684\u306b\u91cd\u8981\u306a\u8ad6\u6587\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 https:\/\/papers.neurips.cc\/paper\/7181-attention-is-all-you-need.pdf<\/a><\/p>\n\n\n\n
$\"\"$ <\/figure>\n\n\n\n
\u8a00\u8a9e\u51e6\u7406\u306e\u6d41\u308c4\uff1a\u6587\u8108\u7406\u89e3\u3068\u4e88\u6e2c<\/h3>\n\n\n\n
Transformer\u30e2\u30c7\u30eb\u306f\u3001\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3059\u308b\u904e\u7a0b\u3067\u3001\u5358\u8a9e\u3068\u5358\u8a9e\u306e\u3064\u306a\u304c\u308a\u3084\u6587\u8108\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u7d71\u8a08\u7684\u306b\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u306e\u7d50\u679c\u3001\u3042\u308b\u5358\u8a9e\u306e\u6b21\u306b\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u5358\u8a9e\u304c\u6765\u308b\u78ba\u7387\u304c\u6700\u3082\u9ad8\u3044\u304b\u3092\u4e88\u6e2c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u4f8b\u3048\u3070\u3001\u300c\u4eca\u65e5\u306e\u5929\u6c17\u306f\u6674\u308c\u3001\u660e\u65e5\u306e\u5929\u6c17\u306f\u300d\u3068\u3044\u3046\u6587\u7ae0\u304c\u4e0e\u3048\u3089\u308c\u305f\u3089\u3001\u5b66\u7fd2\u3057\u305f\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u300c\u96e8\u300d\u300c\u66c7\u308a\u300d\u300c\u6674\u308c\u300d\u3068\u3044\u3063\u305f\u5358\u8a9e\u304c\u7d9a\u304f\u78ba\u7387\u304c\u9ad8\u3044\u3068\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
LLM\u306e\u6587\u7ae0\u751f\u6210\u306f\u3001\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u300c\u6b21\u306b\u6765\u308b\u78ba\u7387\u304c\u6700\u3082\u9ad8\u3044\u5358\u8a9e\u300d\u3092\u6b21\u3005\u3068\u4e88\u6e2c\u3057\u3001\u3064\u306a\u304e\u5408\u308f\u305b\u3066\u3044\u304f\u3053\u3068\u3067\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u8a00\u8a9e\u51e6\u7406\u306e\u6d41\u308c5\uff1a\u30c7\u30b3\u30fc\u30c9\u3068\u81ea\u7136\u306a\u6587\u7ae0\u751f\u6210<\/h3>\n\n\n\n
\u6700\u5f8c\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u300c\u30c7\u30b3\u30fc\u30c9\uff08Decoding\uff09\u300d\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u4e88\u6e2c\u3057\u305f\u6b21\u306b\u6765\u308b\u5358\u8a9e\u306e\u78ba\u7387\u5206\u5e03\u304b\u3089\u3001\u6700\u7d42\u7684\u306b\u51fa\u529b\u3059\u308b\u5358\u8a9e\u3092\u6c7a\u5b9a\u3057\u3001\u6587\u7ae0\u3068\u3057\u3066\u7d44\u307f\u7acb\u3066\u3066\u3044\u304f\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n
\u6700\u3082\u78ba\u7387\u306e\u9ad8\u3044\u5358\u8a9e\u3092\u5e38\u306b\u9078\u3076\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u3060\u3051\u3067\u306f\u5358\u8abf\u3067\u9762\u767d\u307f\u306e\u306a\u3044\u6587\u7ae0\u306b\u306a\u308a\u304c\u3061\u3067\u3059\u3002<\/p>\n\n\n\n
\u305d\u306e\u305f\u3081\u3001\u3042\u308b\u7a0b\u5ea6\u306e\u30e9\u30f3\u30c0\u30e0\u6027\u3092\u6301\u305f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u81ea\u7136\u3067\u5275\u9020\u7684\u306a\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u5de5\u592b\u304c\u306a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u3046\u3057\u3066\u3001\u30c8\u30fc\u30af\u30f3\u5316\u304b\u3089\u59cb\u307e\u3063\u305f\u4e00\u9023\u306e\u51e6\u7406\u3092\u7d4c\u3066\u3001LLM\u306f\u4eba\u9593\u304c\u66f8\u3044\u305f\u3088\u3046\u306a\u81ea\u7136\u306a\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308bLLM\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/h3>\n\n\n\n
\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Fine-tuning\uff09\u3068\u306f\u3001\u65e2\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u6e08\u307f\u306eLLM\u3092\u3001\u7279\u5b9a\u306e\u76ee\u7684\u3084\u5c02\u9580\u5206\u91ce\u306b\u5408\u308f\u305b\u3066\u8ffd\u52a0\u3067\u5b66\u7fd2\u3055\u305b\u3001\u6027\u80fd\u3092\u8abf\u6574\uff08\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\uff09\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n
\u300c\u5fae\u8abf\u6574\u300d\u3068\u3082\u547c\u3070\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u4f8b\u3048\u3070\u3001\u4e00\u822c\u7684\u306aLLM\u306b\u533b\u7642\u5206\u91ce\u306e\u5c02\u9580\u8ad6\u6587\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u533b\u7642\u306b\u95a2\u3059\u308b\u5c02\u9580\u7684\u306a\u8cea\u554f\u306b\u3082\u9ad8\u3044\u7cbe\u5ea6\u3067\u7b54\u3048\u3089\u308c\u308b\u300c\u533b\u7642\u7279\u5316LLM\u300d\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u307e\u305f\u3001\u81ea\u793e\u306e\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74\u3092\u5b66\u7fd2\u3055\u305b\u308c\u3070\u3001\u72ec\u81ea\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u7528AI\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n
\u30bc\u30ed\u304b\u3089LLM\u3092\u958b\u767a\u3059\u308b\u306b\u306f\u83ab\u5927\u306a\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u307e\u3059\u304c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3089\u6bd4\u8f03\u7684\u4f4e\u30b3\u30b9\u30c8\u3067\u3001\u7279\u5b9a\u306e\u696d\u52d9\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u9ad8\u6027\u80fd\u306aAI\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
ChatGPT\u306e\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3067\u3055\u3089\u306b\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002 \u305c\u3072\u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 https:\/\/taskhub.jp\/useful\/chatgpt-explanation\/<\/a><\/p>\n\n\n\n
LLM\u3068\u306f\uff1fChatGPT\u306e\u767b\u5834\u3067\u6ce8\u76ee\u3055\u308c\u308b\u6b74\u53f2\u3068\u80cc\u666f<\/h2>\n\n\n\n
\u3053\u3053\u304b\u3089\u306f\u3001LLM\u304c\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u751f\u307e\u308c\u3001\u306a\u305c\u4eca\u3053\u308c\u307b\u3069\u6ce8\u76ee\u3092\u96c6\u3081\u308b\u306b\u81f3\u3063\u305f\u306e\u304b\u3001\u305d\u306e\u6b74\u53f2\u3068\u80cc\u666f\u3092\u7d10\u89e3\u3044\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\n
LLM\u306e\u3053\u308c\u307e\u3067\u306e\u6b74\u53f2<\/li>\n\n\n\n
LLM\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u80cc\u666f<\/li>\n<\/ol>\n\n\n\n
\u6280\u8853\u306e\u9032\u5316\u306e\u6d41\u308c\u3092\u77e5\u308b\u3053\u3068\u3067\u3001LLM\u306e\u5c06\u6765\u6027\u3084\u4eca\u5f8c\u306e\u53ef\u80fd\u6027\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
LLM\u306e\u3053\u308c\u307e\u3067\u306e\u6b74\u53f2<\/h3>\n\n\n\n
LLM\u306e\u6b74\u53f2\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u7814\u7a76\u306e\u9032\u5316\u3068\u5bc6\u63a5\u306b\u95a2\u9023\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
2010\u5e74\u4ee3\u524d\u534a\u307e\u3067\u306f\u3001\u7d71\u8a08\u7684\u306a\u624b\u6cd5\u306b\u57fa\u3065\u304f\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u4e3b\u6d41\u3067\u3057\u305f\u3002<\/p>\n\n\n\n
\u8ee2\u63db\u70b9\u3068\u306a\u3063\u305f\u306e\u306f\u30012017\u5e74\u306bGoogle\u304c\u767a\u8868\u3057\u305f\u300cTransformer\u300d\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u9769\u65b0\u7684\u306a\u6280\u8853\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306f\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
2018\u5e74\u306b\u306fGoogle\u304c\u300cBERT\u300d\u3092\u30012020\u5e74\u306b\u306fOpenAI\u304c\u300cGPT-3\u300d\u3092\u767a\u8868\u3057\u3001\u305d\u306e\u5727\u5012\u7684\u306a\u6027\u80fd\u3067\u4e16\u754c\u3092\u9a5a\u304b\u305b\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u305d\u3057\u30662022\u5e74\u306e\u300cChatGPT\u300d\u306e\u767b\u5834\u304c\u3001LLM\u306e\u5b58\u5728\u3092\u4e00\u90e8\u306e\u7814\u7a76\u8005\u3060\u3051\u3067\u306a\u304f\u3001\u4e00\u822c\u793e\u4f1a\u306b\u307e\u3067\u5e83\u304f\u77e5\u3089\u3057\u3081\u308b\u6c7a\u5b9a\u7684\u306a\u51fa\u6765\u4e8b\u3068\u306a\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
LLM\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u80cc\u666f<\/h3>\n\n\n\n
LLM\u304c\u6ce8\u76ee\u3055\u308c\u308b\u80cc\u666f\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u8981\u56e0\u304c\u8907\u5408\u7684\u306b\u7d61\u307f\u5408\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u7b2c\u4e00\u306b\u3001\u524d\u8ff0\u3057\u305f\u300cTransformer\u300d\u30e2\u30c7\u30eb\u306e\u767b\u5834\u3068\u3001GPU\u306a\u3069\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u8a08\u7b97\u80fd\u529b\u306e\u5411\u4e0a\u306b\u3088\u308a\u3001\u5de8\u5927\u306a\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u304c\u53ef\u80fd\u306b\u306a\u3063\u305f\u6280\u8853\u7684\u9032\u6b69\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u7b2c\u4e8c\u306b\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u666e\u53ca\u306b\u3088\u308a\u3001\u5b66\u7fd2\u306b\u5229\u7528\u3067\u304d\u308b\u9ad8\u54c1\u8cea\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u7206\u767a\u7684\u306b\u5897\u52a0\u3057\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u3057\u3066\u7b2c\u4e09\u306b\u3001ChatGPT\u306e\u767b\u5834\u306b\u3088\u308a\u3001LLM\u306e\u9a5a\u7570\u7684\u306a\u80fd\u529b\u304c\u53ef\u8996\u5316\u3055\u308c\u3001\u8ab0\u3082\u304c\u305d\u306e\u5229\u4fbf\u6027\u3092\u624b\u8efd\u306b\u4f53\u9a13\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u304c\u4e00\u6c17\u306b\u5e83\u304c\u308a\u3001\u4e16\u754c\u7684\u306a\u958b\u767a\u7af6\u4e89\u304c\u52a0\u901f\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
LLM\u3068\u306f\uff1fChatGPT\u4ee5\u5916\u306e\u4e3b\u8981\u306a\u30e2\u30c7\u30eb\u5177\u4f53\u4f8b<\/h2>\n\n\n\n
\u3053\u3053\u304b\u3089\u306f\u3001ChatGPT\u306e\u57fa\u76e4\u3067\u3042\u308bGPT\u30b7\u30ea\u30fc\u30ba\u4ee5\u5916\u306b\u3001\u3069\u306e\u3088\u3046\u306aLLM\u304c\u5b58\u5728\u3059\u308b\u306e\u304b\u3001\u4e3b\u8981\u306a\u30e2\u30c7\u30eb\u306e\u5177\u4f53\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n
GPT\u30b7\u30ea\u30fc\u30ba<\/li>\n\n\n\n
Gemini<\/li>\n\n\n\n
Claude<\/li>\n\n\n\n
Llama<\/li>\n\n\n\n
BERT<\/li>\n\n\n\n
\u65e5\u672c\u8a9e\u5bfe\u5fdcLLM\u306e\u73fe\u72b6<\/li>\n<\/ol>\n\n\n\n
\u305d\u308c\u305e\u308c\u306e\u30e2\u30c7\u30eb\u304c\u6301\u3064\u7279\u5fb4\u3092\u77e5\u308b\u3053\u3068\u3067\u3001\u76ee\u7684\u306b\u5408\u3063\u305fLLM\u3092\u9078\u629e\u3059\u308b\u969b\u306e\u52a9\u3051\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u308c\u3067\u306f\u30011\u3064\u305a\u3064\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
GPT\u30b7\u30ea\u30fc\u30ba<\/h3>\n\n\n\n
GPT\uff08Generative Pre-trained Transformer\uff09\u30b7\u30ea\u30fc\u30ba\u306f\u3001ChatGPT\u3092\u958b\u767a\u3057\u305fOpenAI\u793e\u306b\u3088\u308bLLM\u3067\u3059\u3002<\/p>\n\n\n\n
\u81ea\u7136\u306a\u6587\u7ae0\u751f\u6210\u80fd\u529b\u306b\u975e\u5e38\u306b\u9577\u3051\u3066\u304a\u308a\u3001\u5bfe\u8a71\u3084\u5275\u4f5c\u3068\u3044\u3063\u305f\u30bf\u30b9\u30af\u3067\u9ad8\u3044\u8a55\u4fa1\u3092\u5f97\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
2020\u5e74\u306b\u767a\u8868\u3055\u308c\u305fGPT-3\u306f\u3001\u305d\u306e\u5f8c\u306eLLM\u958b\u767a\u7af6\u4e89\u306e\u706b\u4ed8\u3051\u5f79\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u73fe\u5728\u3067\u306f\u3001\u3055\u3089\u306b\u6027\u80fd\u304c\u5411\u4e0a\u3057\u305fGPT-4\u3084\u3001\u753b\u50cf\u3084\u97f3\u58f0\u3082\u6271\u3048\u308b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5bfe\u5fdc\u306eGPT-4o\u306a\u3069\u304c\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u591a\u304f\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u76e4\u6280\u8853\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
LLM\u306e\u4ee3\u540d\u8a5e\u3068\u3082\u8a00\u3048\u308b\u5b58\u5728\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u3061\u3089\u306f\u3001GPT-4\u306e\u6027\u80fd\u3084\u958b\u767a\u7d4c\u7def\u3001\u5b89\u5168\u6027\u306b\u3064\u3044\u3066\u8a73\u7d30\u306b\u8a18\u8ff0\u3055\u308c\u305fOpenAI\u516c\u5f0f\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30ec\u30dd\u30fc\u30c8\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 https:\/\/cdn.openai.com\/papers\/gpt-4.pdf<\/a><\/p>\n\n\n\n
Gemini<\/h3>\n\n\n\n
Gemini\uff08\u30b8\u30a7\u30df\u30cb\uff09\u306f\u3001Google\u304c\u958b\u767a\u3057\u305fLLM\u3067\u3059\u3002<\/p>\n\n\n\n
\u6700\u5927\u306e\u7279\u5fb4\u306f\u3001\u958b\u767a\u5f53\u521d\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u97f3\u58f0\u3001\u52d5\u753b\u306a\u3069\u3092\u7d71\u5408\u7684\u306b\u6271\u3048\u308b\u300c\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u300d\u3068\u3057\u3066\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n
\u6027\u80fd\u5225\u306b\u3001\u6700\u3082\u9ad8\u6027\u80fd\u306a\u300cUltra\u300d\u3001\u5e45\u5e83\u3044\u7528\u9014\u306b\u5bfe\u5fdc\u3059\u308b\u300cPro\u300d\u3001\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u306a\u3069\u3067\u306e\u5229\u7528\u3092\u60f3\u5b9a\u3057\u305f\u300cNano\u300d\u306e3\u3064\u306e\u30e2\u30c7\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
Google\u306e\u5404\u7a2e\u30b5\u30fc\u30d3\u30b9\uff08Google\u691c\u7d22\u3001Google Workspace\u306a\u3069\uff09\u306b\u6df1\u304f\u7d71\u5408\u3055\u308c\u3066\u304a\u308a\u3001\u4eca\u5f8c\u306e\u5c55\u958b\u304c\u6700\u3082\u6ce8\u76ee\u3055\u308c\u308bLLM\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n
Claude<\/h3>\n\n\n\n
Claude\uff08\u30af\u30ed\u30fc\u30c9\uff09\u306f\u3001\u5143OpenAI\u306e\u30e1\u30f3\u30d0\u30fc\u304c\u8a2d\u7acb\u3057\u305fAnthropic\u793e\u304c\u958b\u767a\u3057\u305fLLM\u3067\u3059\u3002<\/p>\n\n\n\n
\u5b89\u5168\u6027\u3084\u502b\u7406\u6027\u3092\u91cd\u8996\u3057\u305f\u8a2d\u8a08\u304c\u7279\u5fb4\u3067\u3001\u300cConstitutional AI\uff08\u61b2\u6cd5AI\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u624b\u6cd5\u3092\u7528\u3044\u3066\u3001\u3088\u308a\u4e01\u5be7\u3067\u5bb3\u306e\u5c11\u306a\u3044\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3088\u3046\u306b\u8a13\u7df4\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u307e\u305f\u3001\u4e00\u5ea6\u306b\u51e6\u7406\u3067\u304d\u308b\u30c6\u30ad\u30b9\u30c8\u91cf\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\uff09\u304c\u975e\u5e38\u306b\u5927\u304d\u3044\u3053\u3068\u3067\u3082\u77e5\u3089\u308c\u3066\u304a\u308a\u3001\u9577\u6587\u306e\u6587\u66f8\u8aad\u89e3\u3084\u8981\u7d04\u3001\u8907\u96d1\u306a\u6307\u793a\u306e\u7406\u89e3\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u30d3\u30b8\u30cd\u30b9\u6587\u66f8\u306e\u4f5c\u6210\u3084\u5206\u6790\u306a\u3069\u3001\u4fe1\u983c\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u9762\u3067\u306e\u6d3b\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
Llama<\/h3>\n\n\n\n
Llama\uff08\u30e9\u30de\uff09\u306f\u3001Meta\u793e\uff08\u65e7Facebook\uff09\u304c\u958b\u767a\u3057\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u3057\u3066\u516c\u958b\u3055\u308c\u3066\u3044\u308bLLM\u3067\u3059\u3002<\/p>\n\n\n\n
\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u3042\u308b\u305f\u3081\u3001\u8ab0\u3067\u3082\u81ea\u7531\u306b\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u7814\u7a76\u3084\u5546\u7528\u76ee\u7684\u3067\u5229\u7528\u30fb\u6539\u5909\u3067\u304d\u308b\u306e\u304c\u6700\u5927\u306e\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u306b\u3088\u308a\u3001\u4e16\u754c\u4e2d\u306e\u958b\u767a\u8005\u304cLlama\u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f\u72ec\u81ea\u306eLLM\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001AI\u6280\u8853\u306e\u6c11\u4e3b\u5316\u3068\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u6027\u80fd\u3082\u975e\u5e38\u306b\u9ad8\u304f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u306e\u5206\u91ce\u3067\u4e8b\u5b9f\u4e0a\u306e\u6a19\u6e96\uff08\u30c7\u30d5\u30a1\u30af\u30c8\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\uff09\u3068\u3057\u3066\u306e\u5730\u4f4d\u3092\u78ba\u7acb\u3057\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u3061\u3089\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u306e\u4ee3\u8868\u683c\u3067\u3042\u308bLlama 3\u306e\u6280\u8853\u7684\u306a\u8a73\u7d30\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u305f\u3001Meta AI\u306b\u3088\u308b\u516c\u5f0f\u8ad6\u6587\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 https:\/\/ai.meta.com\/research\/publications\/the-llama-3-herd-of-models\/<\/a><\/p>\n\n\n\n
BERT<\/h3>\n\n\n\n
BERT\uff08\u30d0\u30fc\u30c8\uff09\u306f\u30012018\u5e74\u306bGoogle\u304c\u958b\u767a\u3057\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n
\u6587\u7ae0\u4e2d\u306e\u5358\u8a9e\u3092\u305d\u306e\u524d\u5f8c\u4e21\u65b9\u306e\u6587\u8108\u304b\u3089\u7406\u89e3\u3059\u308b\u300c\u53cc\u65b9\u5411\u300d\u51e6\u7406\u3092\u5b9f\u73fe\u3057\u305f\u753b\u671f\u7684\u306a\u30e2\u30c7\u30eb\u3067\u3001\u305d\u306e\u5f8c\u306eLLM\u958b\u767a\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u6587\u7ae0\u751f\u6210\u3088\u308a\u3082\u3001\u6587\u7ae0\u306e\u610f\u5473\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u306b\u9577\u3051\u3066\u304a\u308a\u3001\u7279\u306bGoogle\u691c\u7d22\u306e\u691c\u7d22\u7cbe\u5ea6\u5411\u4e0a\u306b\u5927\u304d\u304f\u8ca2\u732e\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u8fd1\u5e74\u306e\u6587\u7ae0\u751f\u6210\u3092\u5f97\u610f\u3068\u3059\u308bLLM\u3068\u306f\u5c11\u3057\u5f79\u5272\u304c\u7570\u306a\u308a\u307e\u3059\u304c\u3001LLM\u306e\u6b74\u53f2\u3092\u8a9e\u308b\u4e0a\u3067\u6b20\u304b\u305b\u306a\u3044\u91cd\u8981\u306a\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n
\u65e5\u672c\u8a9e\u5bfe\u5fdcLLM\u306e\u73fe\u72b6<\/h3>\n\n\n\n
\u6d77\u5916\u3067\u958b\u767a\u3055\u308c\u305fLLM\u306e\u591a\u304f\u306f\u3001\u4e3b\u306b\u82f1\u8a9e\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u65e5\u672c\u8a9e\u306e\u6271\u3044\u3084\u65e5\u672c\u306e\u6587\u5316\u30fb\u793e\u4f1a\u306b\u95a2\u3059\u308b\u77e5\u8b58\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u3001\u65e5\u672c\u56fd\u5185\u3067\u3082\u65e5\u672c\u8a9e\u306b\u7279\u5316\u3057\u305fLLM\u306e\u958b\u767a\u304c\u6d3b\u767a\u306b\u9032\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
NTT\u304c\u958b\u767a\u3057\u305f\u300ctsuzumi\u300d\u3084\u3001Stability AI Japan\u304c\u516c\u958b\u3057\u305f\u300cJapanese Stable LM\u300d\u3001\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u300ccalm2\u300d\u306a\u3069\u304c\u305d\u306e\u4ee3\u8868\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u65e5\u672c\u306e\u5546\u7fd2\u6163\u3084\u6587\u5316\u7684\u80cc\u666f\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u3088\u308a\u81ea\u7136\u3067\u9069\u5207\u306a\u65e5\u672c\u8a9e\u306e\u6587\u7ae0\u3092\u751f\u6210\u3067\u304d\u308b\u3068\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
LLM\u3068\u306f\uff1fChatGPT\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u4e8b\u4f8b<\/h2>\n\n\n\n
\u3053\u3053\u304b\u3089\u306f\u3001LLM\u3084ChatGPT\u304c\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u30b7\u30fc\u30f3\u3067\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u3001\u5177\u4f53\u7684\u306a\u4e8b\u4f8b\u30926\u3064\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n
\u30c6\u30ad\u30b9\u30c8\u306e\u4f5c\u6210\u30fb\u6821\u6b63\u30fb\u8981\u7d04<\/li>\n\n\n\n
\u5e02\u5834\u8abf\u67fb\u30fb\u60c5\u5831\u53ce\u96c6<\/li>\n\n\n\n
\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u88dc\u52a9<\/li>\n\n\n\n
\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u52b9\u7387\u5316<\/li>\n\n\n\n
\u5e83\u544a\u30fb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u30af\u30ea\u30a8\u30fc\u30c6\u30a3\u30d6\u5236\u4f5c<\/li>\n\n\n\n
\u6559\u80b2\u30fb\u5b66\u7fd2\u652f\u63f4<\/li>\n<\/ol>\n\n\n\n
\u81ea\u793e\u306e\u696d\u52d9\u306b\u3069\u306e\u3088\u3046\u306b\u5fdc\u7528\u3067\u304d\u308b\u304b\u3001\u30a4\u30e1\u30fc\u30b8\u3057\u306a\u304c\u3089\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n
\u30c6\u30ad\u30b9\u30c8\u306e\u4f5c\u6210\u30fb\u6821\u6b63\u30fb\u8981\u7d04<\/h3>\n\n\n\n
LLM\u304c\u6700\u3082\u5f97\u610f\u3068\u3059\u308b\u5206\u91ce\u306e\u4e00\u3064\u304c\u3001\u30c6\u30ad\u30b9\u30c8\u95a2\u9023\u306e\u696d\u52d9\u3067\u3059\u3002<\/p>\n\n\n\n
\u30e1\u30fc\u30eb\u306e\u6587\u9762\u3001\u30d6\u30ed\u30b0\u8a18\u4e8b\u3001\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9\u3001\u5831\u544a\u66f8\u306a\u3069\u3001\u3042\u3089\u3086\u308b\u6587\u7ae0\u306e\u8349\u6848\u3092\u77ac\u6642\u306b\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u307e\u305f\u3001\u65e2\u5b58\u306e\u6587\u7ae0\u3092\u5165\u529b\u3057\u3001\u8aa4\u5b57\u8131\u5b57\u306e\u30c1\u30a7\u30c3\u30af\u3084\u3001\u3088\u308a\u81ea\u7136\u306a\u8868\u73fe\u3078\u306e\u4fee\u6b63\u3092\u4f9d\u983c\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n
\u9577\u6587\u306e\u4f1a\u8b70\u8b70\u4e8b\u9332\u3084\u8abf\u67fb\u30ec\u30dd\u30fc\u30c8\u3092\u6570\u884c\u306e\u7b87\u6761\u66f8\u304d\u306b\u8981\u7d04\u3055\u305b\u308b\u3053\u3068\u3082\u3067\u304d\u3001\u60c5\u5831\u6574\u7406\u306e\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u3089\u306e\u6d3b\u7528\u306b\u3088\u308a\u3001\u30e9\u30a4\u30c6\u30a3\u30f3\u30b0\u696d\u52d9\u306e\u751f\u7523\u6027\u306f\u5287\u7684\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u5e02\u5834\u8abf\u67fb\u30fb\u60c5\u5831\u53ce\u96c6<\/h3>\n\n\n\n
LLM\u306f\u3001\u81a8\u5927\u306a\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u3066\u3001\u30ea\u30b5\u30fc\u30c1\u696d\u52d9\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068\u3057\u3066\u3082\u6d3b\u8e8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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LLM\u3068\u306f\uff1fChatGPT\u304c\u62d3\u304f\u6280\u8853\u306e\u5c06\u6765\u6027<\/h2>\n\n\n\n
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\n
LLM\u306e\u9032\u5316\u304c\u30d3\u30b8\u30cd\u30b9\u306b\u3082\u305f\u3089\u3059\u672a\u6765<\/li>\n\n\n\n
LLM\u3092\u6d3b\u7528\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u3092\u62e1\u5927\u3057\u3088\u3046<\/li>\n<\/ol>\n\n\n\n
LLM\u306e\u6301\u3064\u5927\u304d\u306a\u53ef\u80fd\u6027\u3092\u7406\u89e3\u3057\u3001\u672a\u6765\u3078\u306e\u6e96\u5099\u3092\u59cb\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
LLM\u306e\u9032\u5316\u304c\u30d3\u30b8\u30cd\u30b9\u306b\u3082\u305f\u3089\u3059\u672a\u6765<\/h3>\n\n\n\n
LLM\u306e\u9032\u5316\u306f\u3001\u4eca\u5f8c\u3055\u3089\u306b\u52a0\u901f\u3057\u3066\u3044\u304f\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
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LLM\u3092\u4f7f\u3044\u3053\u306a\u3059\u80fd\u529b\u304c\u3001\u4f01\u696d\u3084\u500b\u4eba\u306e\u7af6\u4e89\u529b\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u30b9\u30ad\u30eb\u306b\u306a\u308b\u3053\u3068\u306f\u9593\u9055\u3044\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
LLM\u3092\u6d3b\u7528\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u3092\u62e1\u5927\u3057\u3088\u3046<\/h3>\n\n\n\n
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LLM\u3092\u5358\u306a\u308b\u696d\u52d9\u52b9\u7387\u5316\u30c4\u30fc\u30eb\u3068\u3057\u3066\u3060\u3051\u3067\u306a\u304f\u3001\u65b0\u305f\u306a\u30d3\u30b8\u30cd\u30b9\u30c1\u30e3\u30f3\u30b9\u3092\u5275\u51fa\u3059\u308b\u6226\u7565\u7684\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u6349\u3048\u3001\u7a4d\u6975\u7684\u306b\u6d3b\u7528\u3057\u3066\u3044\u304f\u3053\u3068\u3067\u3001\u4f01\u696d\u306e\u672a\u6765\u306f\u5927\u304d\u304f\u62d3\u3051\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n
LLM\u3092\u4f7f\u3044\u3053\u306a\u305b\u306a\u3044\u3068\u201c\u6642\u4ee3\u9045\u308c\u201d\u306b\uff1fAI\u6642\u4ee3\u306e\u65b0\u305f\u306a\u5fc5\u9808\u30b9\u30ad\u30eb<\/h2>\n\n\n\n
LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u767b\u5834\u306f\u3001\u5358\u306a\u308b\u696d\u52d9\u52b9\u7387\u5316\u30c4\u30fc\u30eb\u4ee5\u4e0a\u306e\u3001\u50cd\u304d\u65b9\u306e\u6839\u672c\u7684\u306a\u5909\u9769\u3092\u8feb\u3063\u3066\u3044\u307e\u3059\u3002\u30b4\u30fc\u30eb\u30c9\u30de\u30f3\u30fb\u30b5\u30c3\u30af\u30b9\u306e\u5831\u544a\u306b\u3088\u308c\u3070\u3001\u751f\u6210AI\u306f\u4e16\u754c\u30673\u5104\u4eba\u3082\u306e\u30d5\u30eb\u30bf\u30a4\u30e0\u306e\u4ed5\u4e8b\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001AI\u3092\u300c\u4f7f\u3046\u5074\u300d\u3068\u300c\u4f7f\u308f\u308c\u308b\u5074\u300d\u306e\u4e8c\u6975\u5316\u304c\u9032\u3080\u672a\u6765\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u304b\u3089\u306e\u30d3\u30b8\u30cd\u30b9\u30d1\u30fc\u30bd\u30f3\u306b\u6c42\u3081\u3089\u308c\u308b\u306e\u306f\u3001LLM\u306b\u6307\u793a\u3092\u51fa\u3059\u3060\u3051\u3067\u6e80\u8db3\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u305d\u306e\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3001\u65b0\u305f\u306a\u4fa1\u5024\u3092\u5275\u9020\u3059\u308b\u30b9\u30ad\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n
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\n
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\u5f15\u7528\u5143\uff1a<\/p>\n\n\n\n
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\u307e\u3068\u3081<\/h2>\n\n\n\n
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