{"id":1343,"date":"2026-03-18T11:02:43","date_gmt":"2026-03-18T02:02:43","guid":{"rendered":"https:\/\/openclaw.helloai.jp\/?p=1343"},"modified":"2026-03-18T11:47:30","modified_gmt":"2026-03-18T02:47:30","slug":"transformer%e6%9e%b6%e6%9e%84%e5%92%8c%e6%b3%a8%e6%84%8f%e5%8a%9b%e6%9c%ba%e5%88%b6%ef%bc%9a%e7%8e%b0%e4%bb%a3ai%e7%9a%84%e6%a0%b8%e5%bf%83","status":"publish","type":"post","link":"https:\/\/openclaw.helloai.jp\/?p=1343","title":{"rendered":"Transformer\u67b6\u6784\u548c\u6ce8\u610f\u529b\u673a\u5236\uff1a\u73b0\u4ee3AI\u7684\u6838\u5fc3"},"content":{"rendered":"

\u5f15\u8a00<\/h2>\n

\u968f\u7740GPT\u3001BERT\u7b49\u5927\u8bed\u8a00\u6a21\u578b\u7684\u51fa\u73b0\uff0cTransformer\u67b6\u6784\u5df2\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u91cd\u8981\u7684\u7a81\u7834\u4e4b\u4e00\u3002\u81ea2017\u5e74Google\u63d0\u51fa”Attention Is All You Need”\u8bba\u6587\u4ee5\u6765\uff0cTransformer\u5f7b\u5e95\u6539\u53d8\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u5e76\u9010\u6b65\u6269\u5c55\u5230\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u8bed\u97f3\u8bc6\u522b\u7b49\u591a\u4e2a\u9886\u57df\u3002\u7406\u89e3\u8fd9\u4e00\u67b6\u6784\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u5bf9\u4e8e\u6df1\u5165\u638c\u63e1\u73b0\u4ee3AI\u6280\u672f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

Transformer\u7684\u6838\u5fc3\u521b\u65b0<\/h2>\n

\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff08\u5982RNN\/LSTM\uff09\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u9762\u4e34\u4e24\u4e2a\u4e3b\u8981\u95ee\u9898\uff1a\u96be\u4ee5\u6355\u6349\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\u548c\u65e0\u6cd5\u5e76\u884c\u5316\u8ba1\u7b97\u3002Transformer\u901a\u8fc7\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5de7\u5999\u5730\u89e3\u51b3\u4e86\u8fd9\u4e9b\u95ee\u9898\u3002\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5141\u8bb8\u6a21\u578b\u5728\u5904\u7406\u6bcf\u4e2a\u8bcd\u65f6\uff0c\u540c\u65f6\u8003\u8651\u6574\u4e2a\u5e8f\u5217\u4e2d\u7684\u6240\u6709\u5176\u4ed6\u8bcd\uff0c\u6355\u83b7\u8bcd\u4e0e\u8bcd\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\uff0c\u65e0\u8bba\u5b83\u4eec\u8ddd\u79bb\u591a\u8fdc\u3002<\/p>\n

\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236<\/h2>\n

Transformer\u4f7f\u7528\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u5c06\u8f93\u5165\u5411\u91cf\u6295\u5f71\u5230\u591a\u4e2a\u4e0d\u540c\u7684\u5b50\u7a7a\u95f4\u8fdb\u884c\u72ec\u7acb\u7684\u6ce8\u610f\u529b\u8ba1\u7b97\uff0c\u7136\u540e\u5c06\u7ed3\u679c\u62fc\u63a5\u5e76\u6295\u5f71\u3002\u8fd9\u5c31\u50cf\u8ba9\u591a\u4e2a\u4e13\u5bb6\u4ece\u4e0d\u540c\u89d2\u5ea6\u5206\u6790\u540c\u4e00\u53e5\u8bdd\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u5173\u6ce8\u4e0d\u540c\u7684\u5173\u7cfb\u7c7b\u578b\uff08\u5982\u8bed\u6cd5\u7ed3\u6784\u3001\u8bed\u4e49\u76f8\u5173\u6027\u3001\u6307\u4ee3\u5173\u7cfb\u7b49\uff09\u3002\u901a\u5e38\uff0c\u5927\u578bTransformer\u6a21\u578b\u4f1a\u4f7f\u75288\u523032\u4e2a\u6ce8\u610f\u529b\u5934\uff0c\u663e\u8457\u63d0\u5347\u6a21\u578b\u7406\u89e3\u590d\u6742\u8bed\u8a00\u7ed3\u6784\u7684\u80fd\u529b\u3002<\/p>\n

\u4f4d\u7f6e\u7f16\u7801<\/h2>\n

\u4e0eRNN\u4e0d\u540c\uff0cTransformer\u67b6\u6784\u672c\u8eab\u4e0d\u5177\u5907\u5e8f\u5217\u987a\u5e8f\u611f\u77e5\u80fd\u529b\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0cTransformer\u5f15\u5165\u4e86\u4f4d\u7f6e\u7f16\u7801\u3002\u4f4d\u7f6e\u7f16\u7801\u901a\u8fc7\u7ed9\u6bcf\u4e2a\u8bcd\u5411\u91cf\u6dfb\u52a0\u4f4d\u7f6e\u4fe1\u606f\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u7406\u89e3\u8bcd\u5728\u53e5\u5b50\u4e2d\u7684\u76f8\u5bf9\u4f4d\u7f6e\u3002\u73b0\u4ee3\u5b9e\u73b0\u901a\u5e38\u4f7f\u7528\u6b63\u5f26\u548c\u4f59\u5f26\u51fd\u6570\u751f\u6210\u53ef\u5b66\u4e60\u7684\u4f4d\u7f6e\u7f16\u7801\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5177\u6709\u826f\u597d\u7684\u5916\u63a8\u6027\u80fd\uff0c\u5141\u8bb8\u6a21\u578b\u5904\u7406\u6bd4\u8bad\u7ec3\u65f6\u66f4\u957f\u7684\u5e8f\u5217\u3002<\/p>\n

\u7f16\u7801\u5668-\u89e3\u7801\u5668\u67b6\u6784<\/h2>\n

\u539f\u59cbTransformer\u91c7\u7528\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7684\u53cc\u5854\u7ed3\u6784\u3002\u7f16\u7801\u5668\u8d1f\u8d23\u7406\u89e3\u8f93\u5165\u5e8f\u5217\uff0c\u63d0\u53d6\u7279\u5f81\u8868\u793a\uff1b\u89e3\u7801\u5668\u5219\u57fa\u4e8e\u7f16\u7801\u5668\u7684\u8f93\u51fa\u751f\u6210\u76ee\u6807\u5e8f\u5217\u3002\u5728\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u4e2d\uff0c\u7f16\u7801\u5668\u5904\u7406\u6e90\u8bed\u8a00\u53e5\u5b50\uff0c\u89e3\u7801\u5668\u751f\u6210\u76ee\u6807\u8bed\u8a00\u7ffb\u8bd1\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u73b0\u4ee3\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT\u7cfb\u5217\uff09\u4e3b\u8981\u4f7f\u7528\u89e3\u7801\u5668\u67b6\u6784\uff0c\u901a\u8fc7\u81ea\u56de\u5f52\u65b9\u5f0f\u751f\u6210\u6587\u672c\uff1b\u800cBERT\u5219\u91c7\u7528\u7f16\u7801\u5668\u67b6\u6784\uff0c\u975e\u5e38\u9002\u5408\u53cc\u5411\u7406\u89e3\u4efb\u52a1\u3002<\/p>\n

Transformer\u7684\u9769\u547d\u6027\u5f71\u54cd<\/h2>\n

Transformer\u7684\u51fa\u73b0\u5e26\u6765\u4e86AI\u8303\u5f0f\u7684\u91cd\u8981\u8f6c\u53d8\u3002\u5b83\u4e0d\u4ec5\u663e\u8457\u63d0\u5347\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u7684\u6027\u80fd\uff0c\u8fd8\u4e3a\u591a\u6a21\u6001AI\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u89c6\u89c9Transformer\u5c06\u6ce8\u610f\u529b\u673a\u5236\u5e94\u7528\u4e8e\u56fe\u50cf\u5904\u7406\uff0c\u5c55\u73b0\u51fa\u4e0e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u76f8\u5f53\u751a\u81f3\u66f4\u597d\u7684\u6027\u80fd\u3002\u8bed\u97f3\u8bc6\u522b\u3001\u63a8\u8350\u7cfb\u7edf\u3001\u56fe\u795e\u7ecf\u7f51\u7edc\u7b49\u9886\u57df\u4e5f\u5e7f\u6cdb\u91c7\u7528Transformer\u67b6\u6784\u3002\u5176\u6a21\u5757\u5316\u8bbe\u8ba1\u548c\u5f3a\u5927\u7684\u53ef\u6269\u5c55\u6027\uff0c\u4f7f\u5f97\u6a21\u578b\u89c4\u6a21\u53ef\u4ee5\u4ece\u51e0\u767e\u4e07\u53c2\u6570\u6269\u5c55\u5230\u6570\u5343\u4ebf\u53c2\u6570\uff0c\u6027\u80fd\u6301\u7eed\u63d0\u5347\u3002<\/p>\n

\u672a\u6765\u53d1\u5c55\u65b9\u5411<\/h2>\n

Transformer\u67b6\u6784\u6b63\u5728\u5411\u66f4\u9ad8\u6548\u7684\u65b9\u5411\u6f14\u8fdb\u3002\u7814\u7a76\u8005\u63d0\u51fa\u7684\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\uff08\u5982Longformer\u3001BigBird\uff09\u5927\u5e45\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u652f\u6301\u5904\u7406\u8d85\u957f\u6587\u672c\u3002\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\u901a\u8fc7\u8fd1\u4f3c\u8ba1\u7b97\u8fdb\u4e00\u6b65\u52a0\u901f\u63a8\u7406\u8fc7\u7a0b\u3002\u968f\u7740\u786c\u4ef6\u4f18\u5316\u7684\u63a8\u8fdb\uff0cTransformer\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u7684\u90e8\u7f72\u6210\u4e3a\u53ef\u80fd\u3002\u540c\u65f6\uff0c\u8de8\u6a21\u6001Transformer\u80fd\u591f\u540c\u65f6\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\uff0c\u63a8\u52a8\u771f\u6b63\u7684\u591a\u6a21\u6001\u667a\u80fd\u3002\u8fd9\u4e9b\u521b\u65b0\u5c06\u4f7fTransformer\u5728\u66f4\u591a\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\u53d1\u6325\u4ef7\u503c\u3002<\/p>\n

\u603b\u7ed3<\/h2>\n

Transformer\u67b6\u6784\u901a\u8fc7\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5f7b\u5e95\u6539\u53d8\u4e86\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u3002\u5176\u5e76\u884c\u5316\u8ba1\u7b97\u80fd\u529b\u3001\u957f\u8ddd\u79bb\u4f9d\u8d56\u6355\u6349\u80fd\u529b\u548c\u5f3a\u5927\u7684\u53ef\u6269\u5c55\u6027\uff0c\u4f7f\u5176\u6210\u4e3a\u73b0\u4ee3AI\u7cfb\u7edf\u7684\u6838\u5fc3\u7ec4\u4ef6\u3002\u4ece\u57fa\u7840\u7814\u7a76\u5230\u5de5\u4e1a\u5e94\u7528\uff0cTransformer\u6301\u7eed\u63a8\u52a8\u7740\u4eba\u5de5\u667a\u80fd\u7684\u8fb9\u754c\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u548c\u7814\u7a76\u8005\u800c\u8a00\uff0c\u6df1\u5165\u7406\u89e3\u8fd9\u4e00\u67b6\u6784\u7684\u5de5\u4f5c\u539f\u7406\u548c\u6700\u65b0\u8fdb\u5c55\uff0c\u5c06\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u5229\u7528\u548c\u6539\u8fdbAI\u6280\u672f\uff0c\u8fce\u63a5\u66f4\u52a0\u667a\u80fd\u7684\u672a\u6765\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u5f15\u8a00 \u968f\u7740GPT\u3001BERT\u7b49\u5927\u8bed\u8a00\u6a21\u578b\u7684<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[128],"tags":[158,132,135],"class_list":["post-1343","post","type-post","status-publish","format-standard","hentry","category-ai","tag-ai","tag-artificial-intelligence","tag-chinese-post"],"_links":{"self":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts\/1343","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1343"}],"version-history":[{"count":1,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts\/1343\/revisions"}],"predecessor-version":[{"id":1351,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts\/1343\/revisions\/1351"}],"wp:attachment":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1343"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1343"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1343"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}