{"id":3743,"date":"2021-02-24T19:01:41","date_gmt":"2021-02-24T11:01:41","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=3743"},"modified":"2021-02-24T19:01:41","modified_gmt":"2021-02-24T11:01:41","slug":"%e3%80%90%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0%e3%80%91bert%e5%92%8c%e5%85%b6%e5%8f%98%e7%a7%8d%e4%b9%8b%e9%97%b4%e7%9a%84%e5%8c%ba%e5%88%ab","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/note-deep-learning\/3743\/","title":{"rendered":"\u3010\u6df1\u5ea6\u5b66\u4e60\u7b14\u8bb0\u3011Bert\u548c\u5176\u53d8\u79cd\u4e4b\u95f4\u7684\u533a\u522b"},"content":{"rendered":"\n<p>\u6c47\u603b\u7528\u8fc7\u6216\u8005\u89c1\u8fc7\u7684\u4e00\u4e9b\u6bd4\u8f83\u65b0\u5947\u7684bert\u53d8\u79cd\u3002<\/p>\n\n\n<ul><li>roberta<\/li><li>xxx wwm<\/li><li>albert<\/li><li>nezha<\/li><li>WoBert(WoNEZHA)<\/li><li>ELECTRA<\/li><li>xxx ext<\/li><li>MacBert<\/li><li>RoFormer<\/li><\/ul>\n\n\n<h3 class=\"wp-block-heading\">1.RoBerta\uff1a<\/h3>\n\n\n<p>\u5728Bert\u7684\u57fa\u7840\u4e0a\u7ee7\u7eed\u8fdb\u884c\u5fae\u8c03\uff0c\u5305\u62ec\u66f4\u6539\u90e8\u5206\u8d85\u53c2\uff0c\u8fdb\u884c\u8ddf\u591a\u7684\u8bad\u7ec3\u3002<\/p>\n\n\n<p>\u53ef\u4ee5\u628aBert\u5f53\u4f5c\u672a\u8bad\u7ec3\u5b8c\u5168\u7684RoBerta\uff0c\u53cd\u4e4b\u4e00\u6837\u3002<\/p>\n\n\n<h4 class=\"wp-block-heading\">1.\u4f7f\u7528\u4e86\u52a8\u6001mask<\/h4>\n\n\n<p>\u76f8\u6bd4Bert\u7684\u56fa\u5b9amask\uff08\u540c\u4e00\u6761\u6570\u636e\u7684\u4e0d\u540c\u6279\u6b21mask\u7684\u4f4d\u7f6e\u4e00\u6837\uff09\uff0cRoBerta\u4f7f\u7528\u4e86\u52a8\u6001mask\uff0c\u63d0\u5347\u4e86\u6548\u679c\u3002<\/p>\n\n\n<h4 class=\"wp-block-heading\">2.\u9884\u8bad\u7ec3\u4efb\u52a1\u53d8\u66f4<\/h4>\n\n\n<p>\u5c06\u6548\u679c\u4e0d\u592a\u597d\u7684NSP\uff08Next Sentence Predict\uff09\u4efb\u52a1\u6362\u6210\u4e86Full-Sentence\uff0c\u4e5f\u5373\u662f\u5c06\u53e5\u5b50\u5c3d\u53ef\u80fd\u7684\u586b\u6ee1512\u4e2a\u957f\u5ea6\uff0c\u5728\u6700\u540e\u52a0\u4e00\u4e2a\u53e5\u5b50\u95f4\u9694\u6807\u8bc6\u7b26\uff0c\u800c\u4e0d\u662fSentence &lt;SEP&gt; Sentence\u3002<\/p>\n\n\n<h4 class=\"wp-block-heading\">3. \u66f4\u5927\u7684batch size<\/h4>\n\n\n<h3 class=\"wp-block-heading\">2.XXX WWM<\/h3>\n\n\n<p>Bert\u7684\u5168\u5b57\u63a9\u7801\u7248\u672c\uff08whole word masking\uff09\u3002\u4ed6\u51cf\u8f7b\u4e86\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u63a9\u7801\u4e0d\u5206word pirce\u7684\u5f0a\u7aef\u3002<\/p>\n\n\n<p>\u6bd4\u5982\uff1aplaying\u5728token\u90e8\u5206\u4f1a\u88ab\u5206\u4e3aplay\u548c##ing\uff0c\u800c\u539f\u751fbert\u4f1a\u968f\u673a\u7684mask play\u6216\u8005##ing\u6216\u8005\u4e24\u8005\u5168\u90e8mask\uff0c\u800cwwm\u5219\u53ea\u4f1amask\u4e24\u8005\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\">3.Albert<\/h3>\n\n\n<p>Bert\u7684\u53d8\u79cd\uff0c\u4f7f\u7528\u4e86Bert 70%\u7684\u53c2\u6570\uff0c\u8d85\u8fc7\u4e86Bert\u7684\u6027\u80fd\u3002\u4f46\u662f\u867d\u7136\u51cf\u5c11\u4e86\u53c2\u6570\uff0c\u63a8\u7406\u6027\u80fd\u4f9d\u7136\u548cbert\u4e0d\u76f8\u4e0a\u4e0b\uff08bert large\u7684\u901f\u5ea6\u4e3aalbert xxlarge\u76841.2\u500d\uff09\u3002<\/p>\n\n\n<h4 class=\"wp-block-heading\">1.\u538b\u7f29\u4e86\u8bcd\u5d4c\u5165\u5927\u5c0f<\/h4>\n\n\n<p>bert\u7684\u8bcd\u5d4c\u5165\u5927\u5c0f\u4e3a768\uff0c\u6700\u7ec8\u7684\u8f93\u51fa\u4e5f\u4e3a768\uff0c\u800c\u8bcd\u5d4c\u5165\u5e76\u4e0d\u5305\u542b\u90a3\u4e48\u591a\u4fe1\u606f\uff0c\u6700\u7ec8\u7684\u8f93\u51fa\u5219\u9700\u8981\u5305\u542b\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u56e0\u6b64\u6709\u4e00\u79cd\u76f4\u89c9\u5c31\u662f\u8bcd\u5d4c\u5165\u53ef\u4ee5\u53d8\u5c0f\u3002<\/p>\n\n\n<p>\u56e0\u6b64albert\u901a\u8fc7\u5c06\u8bcd\u5d4c\u5165\u53d8\u5c0f\uff0c\u901a\u8fc7\u6620\u5c04\u5230768\u7ef4\uff0c\u56e0\u6b64\u7f29\u5c0f\u4e86\u8bcd\u5d4c\u5165\u90e8\u5206\u53c2\u6570\u5927\u5c0f\u3002<\/p>\n\n\n<p>\u6bd4\u5982\uff1a\u8bcd\u51783w\u4e2a\uff0c\u4f4d\u7f6e\u7f16\u7801512\u957f\u3002<\/p>\n\n\n<p>Bert\u4e3a\uff0830000+512\uff09=768=23,433,216<\/p>\n\n\n<p>Albert\u4e3a\uff0830000+512\uff09*128+128*768=4,003,840\u3002<\/p>\n\n\n<p>\u8282\u7701\u4e8619429376\u4e2a\u53c2\u6570\uff0c\u4e5f\u5c31\u662f19M\u3002<\/p>\n\n\n<h4 class=\"wp-block-heading\">2.\u53c2\u6570\u8de8\u5c42\u5171\u4eab<\/h4>\n\n\n<p>Albert\u901a\u8fc7\u5171\u4eab\u53c2\u6570\u8fbe\u5230\u7f29\u5c0f\u53c2\u6570\u7684\u76ee\u7684\u3002<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"684\" height=\"166\" src=\"\/wp-content\/uploads\/2021\/02\/\u56fe\u7247-8.png\" alt=\"\" class=\"wp-image-3744\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/02\/\u56fe\u7247-8.png 684w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/02\/\u56fe\u7247-8-300x73.png 300w\" sizes=\"(max-width: 684px) 100vw, 684px\" \/><\/figure><\/div>\n\n\n<p>\u53ef\u4ee5\u770b\u5230\u5171\u4eab\u6ce8\u610f\u529b\u7684\u6548\u679c\u6700\u597d\uff0c\u4f46\u662f\u51fa\u4e8e\u201c\u5171\u4eab\u201d\u7684\u539f\u5219\uff0c\u6700\u7ec8\u7684albert\u8fdeFFN\u4e5f\u4e00\u8d77\u5171\u4eab\u4e86\u3002<\/p>\n\n\n<h4 class=\"wp-block-heading\">3.\u9884\u8bad\u7ec3\u4efb\u52a1\u53d8\u66f4<\/h4>\n\n\n<p>Albert\u4f9d\u7136\u66f4\u6539\u4e86Bert\u7684\u9884\u8bad\u7ec3\u4efb\u52a1\uff0c\u5c06NSP\uff08Next Sentence Predict\uff09\u4efb\u52a1\u6362\u4e3a\u4e86\u66f4\u6709\u6311\u6218\u7684SOP\uff08Sentences Order Predict\uff09\u4efb\u52a1\u3002<\/p>\n\n\n<p>\u5c06\u9884\u6d4b\u4e24\u4e2a\u53e5\u5b50\u662f\u5426\u8fde\u7eed\u53d8\u4e3a\u5224\u65ad\u4e24\u4e2a\u53e5\u5b50\u662f\u5426\u88ab\u4ea4\u6362\u987a\u5e8f\uff08\u8fd9\u8981\u6c42\u6a21\u578b\u5bf9\u8bed\u4e49\u5177\u6709\u66f4\u597d\u7684\u4e86\u89e3\uff09\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\">4.NEZHA<\/h3>\n\n\n<p>\u534e\u4e3a\u5f00\u6e90\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u5168\u79f0\u4e3a\u201c NEural contextualiZed representation for CHinese lAnguage understanding \u201d\u3002<\/p>\n\n\n<h4 class=\"wp-block-heading\">1.\u589e\u52a0\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\u51fd\u6570<\/h4>\n\n\n<p>Bert\u4e2d\u5b66\u4e60\u4e86\u7edd\u5bf9\u4f4d\u7f6e\u7f16\u7801\uff0cTransformer\u4e2d\u4e5f\u662f\u7528\u4e86\u51fd\u6570\u5f0f\u7f16\u7801\u3002<\/p>\n\n\n<p>NEZHA\u901a\u8fc7\u5728\u6ce8\u610f\u529b\u673a\u5236\u4e2d\u5f15\u5165\u76f8\u5bf9\u4f4d\u7f6e\u7684\u6982\u5ff5\uff0c\u63d0\u5347\u4e86\u5728NER\u7b49\u4efb\u52a1\u4e2d\u7684\u6548\u679c\u3002<\/p>\n\n\n<h4 class=\"wp-block-heading\">2.\u5168\u8bcd\u63a9\u7801<\/h4>\n\n\n<h4 class=\"wp-block-heading\">3.\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3<\/h4>\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6bcf\u4e00\u4e2astep\uff0c\u4e3a\u6a21\u578b\u7684\u6240\u6709weight\u7ef4\u62a4\u4e00\u4e2aFP32\u7684copy\uff0c\u79f0\u4e3aMaster   Weights\uff1b\u5728\u505a\u524d\u5411\u548c\u540e\u5411\u4f20\u64ad\u8fc7\u7a0b\u4e2d\uff0cMaster  Weights\u4f1a\u8f6c\u6362\u6210FP16\uff08\u534a\u7cbe\u5ea6\u6d6e\u70b9\u6570\uff09\u683c\u5f0f\uff0c\u5176\u4e2d\u6743\u91cd\u3001\u6fc0\u6d3b\u51fd\u6570\u548c\u68af\u5ea6\u90fd\u662f\u7528FP16\u8fdb\u884c\u8868\u793a\uff0c\u6700\u540e\u68af\u5ea6\u4f1a\u8f6c\u6362\u6210FP32\u683c\u5f0f\u53bb\u66f4\u65b0Master  Weights\u3002 <\/p>\n\n\n<p>\u7531\u4e8efloat16\u7684\u8fd0\u7b97\u901f\u5ea6\u5927\u4e8efloat32\uff0c\u56e0\u6b64\u80fd\u591f\u663e\u8457\u63d0\u5347\u8bad\u7ec3\u901f\u5ea6\u3002<\/p>\n\n\n<h4 class=\"wp-block-heading\">4.\u4f18\u5316\u5668\u6539\u8fdb<\/h4>\n\n\n<p>NEZHA\u4f7f\u7528\u4e86\u300a Large Batch Optimization for Deep Learning\uff1aTraining BERT in 76 minutes\u300b\u7684\u4e00\u4e2a\u4f18\u5316\u5668\uff0c\u5b83\u53ef\u4ee5\u5c06\u9884\u8bad\u7ec3bert\u65f6\u95f4\u4ece\u4e09\u5929\u964d\u523076\u5206\u949f\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">5.WoBert\uff08WoNEZHA\uff09<\/h2>\n\n\n<p>\u8ffd\u4e00\u79d1\u6280\u5f00\u6e90\u7684\u8bcd\u7ea7\u522bBert\uff08nezha\uff09<\/p>\n\n\n<p>\u76f8\u6bd4bert\uff08nezha\uff09\u91c7\u7528\u5b57\u7b26\u7ea7\u4e0d\u540c\uff0cwobert\uff08wobert\uff09\u91c7\u7528\u7684\u662f\u8bcd\u7ea7\u522btoken\uff0c\u56e0\u6b64\u5bf9\u4e8e\u76f8\u540c\u7684\u5e8f\u5217\u957f\u5ea6\u62e5\u6709\u66f4\u5feb\u7684\u901f\u5ea6\uff08\u8bcd\u6bd4\u53e5\u77ed\uff09\u3002<\/p>\n\n\n<p>\u8be5\u6a21\u578b\u4ece\u54c8\u5de5\u5927\u7684roberta\u4e2d\u8fdb\u884c\u84b8\u998f\u968f\u540e\u8fdb\u884c\u8bcd\u7ea7\u522b\u9884\u8bad\u7ec3\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">6.ELECTRA<\/h2>\n\n\n<p>\u8be6\u89c1 <a rel=\"noreferrer noopener\" aria-label=\"ELECTRA\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/bert\/3842\/\" target=\"_blank\">ELECTRA<\/a><\/p>\n\n\n<h2 class=\"wp-block-heading\">7.XXXXX ext<\/h2>\n\n\n<p>\u5404\u79cdext\uff0c\u6bd4\u5982bert wwm ext\uff0cbert base ext\u7b49\u7b49\u3002<\/p>\n\n\n<p>\u7531\u54c8\u5de5\u5927\u8baf\u98de\u8054\u5408\u5b9e\u9a8c\u5ba4\u53d1\u5e03\u7684\u4e2d\u6587\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u4e3b\u8981\u6539\u8fdb\u5982\u4e0b\uff1a<\/p>\n\n\n<ul><li>\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u505a\u4e86\u589e\u52a0\uff0c\u8fbe\u52305.4B\uff1b<\/li><li>\u8bad\u7ec3\u6b65\u6570\u589e\u5927\uff0c\u8bad\u7ec3\u7b2c\u4e00\u9636\u6bb51M\u6b65\uff0c\u8bad\u7ec3\u7b2c\u4e8c\u9636\u6bb5400K\u6b65\u3002<\/li><\/ul>\n\n\n<h2 class=\"wp-block-heading\">8.MacBert<\/h2>\n\n\n<p>\u8be5\u6a21\u578b\u901a\u8fc7\u7528\u76f8\u4f3c\u7684\u5355\u8bcdmask\uff0c\u51cf\u8f7b\u4e86\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u9636\u6bb5\u4e24\u8005\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/p>\n\n\n<p>\u76f8\u6bd4Bert\uff0c\u6539\u6a21\u578b\u91c7\u7528\u4e86WWM\uff08whole word mask\uff09 \u548c NM\uff08N-gram mask\uff09\u7ed3\u5408\u7684\u65b9\u5f0f\u3002\u540c\u65f6\u5c06NSP\u4efb\u52a1\u66ff\u6362\u4e3a\u4e86SOP\uff08sentence order predict\uff09\u4efb\u52a1\u3002<\/p>\n\n\n<p>\u5bf9\u4e8eMask\u4efb\u52a1\uff0cMacBert\u505a\u4e86\u4e00\u4e9b\u6bd4\u8f83\u5927\u7684\u6539\u52a8\uff1a<\/p>\n\n\n<p>\u4e0d\u4f7f\u7528[MASK]token\u8fdb\u884cmask\uff0c\u56e0\u4e3a\u5728token\u5fae\u8c03\u9636\u6bb5\u4ece\u672a\u51fa\u73b0\u8fc7[MASK]\u3002\u8f6c\u800c\u4f7f\u7528\u7c7b\u4f3c\u7684\u5355\u8bcd\u8fdb\u884cmasking\u3002 \u901a\u8fc7\u4f7f\u7528\u57fa\u4e8eword2vec\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u7684\u540c\u4e49\u8bcd\u5de5\u5177\u5305\u83b7\u5f97\u76f8\u4f3c\u7684\u5355\u8bcd\u3002 \u5982\u679c\u9009\u62e9\u4e00\u4e2aN-gram\u8fdb\u884cmasked\uff0c\u6211\u4eec\u5c06\u5206\u522b\u627e\u5230\u76f8\u4f3c\u7684\u5355\u8bcd\u3002 \u5728\u6781\u5c11\u6570\u60c5\u51b5\u4e0b\uff0c\u5f53\u6ca1\u6709\u76f8\u4f3c\u7684\u5355\u8bcd\u65f6\uff0c\u6211\u4eec\u4f1a\u964d\u7ea7\u4ee5\u4f7f\u7528\u968f\u673a\u5355\u8bcd\u66ff\u6362\u3002<\/p>\n\n\n<p>\u6700\u7ec8\uff0c\u5bf915\uff05\u6bd4\u4f8b\u7684\u8f93\u5165\u5355\u8bcd\u8fdb\u884cmasking\uff0c\u5176\u4e2d80\uff05\u66ff\u6362\u4e3a\u76f8\u4f3c\u7684\u5355\u8bcd\uff0c10\uff05\u5c06\u66ff\u6362\u4e3a\u968f\u673a\u5355\u8bcd\uff0c\u5176\u4f5910\uff05\u5219\u4fdd\u7559\u539f\u59cb\u5355\u8bcd\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">9.Roformer<\/h2>\n\n\n<p>\u82cf\u5efa\u6797\u63d0\u51fa\u7684\u4e00\u4e2a\u65b0\u7684position embedding\u65b9\u5f0f\uff1aRoPE\u3002\u901a\u8fc7\u4f7f\u7528\u4e58\u6027\u4f4d\u7f6e\u7f16\u7801\uff0c\u4ece\u800c\u5c06\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\u4e0e\u7edd\u5bf9\u4f4d\u7f6e\u7f16\u7801\u7edf\u4e00\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n<blockquote class=\"wp-block-quote\"><p>\u6700\u5999\u7684\u70b9\u5c31\u662f\u8fd9\u4e2a\u4e58\u6027\u4f4d\u7f6e\u7f16\u7801\uff0c\u4f7f\u5f97\u5b83\u5177\u4f53\u5f88\u597d\u7684\u7269\u7406\u6027\u8d28\uff1a\u56e0\u4e3a\u4e58\u6027\u548c\u590d\u6570\u7684\u5f62\u5f0f\uff0c\u8fd9\u79cd\u4f4d\u7f6e\u7f16\u7801\u5b9e\u9645\u4e0a\u53ef\u4ee5\u770b\u505a\u662f\u4e00\u4e2a\u4e8c\u7ef4\u5411\u91cf\u7684\u65cb\u8f6c\u53d8\u5316\u77e9\u9635\u3002\u800c\u5bf9\u4e8eattention\u7684\u5185\u79ef\uff0c\u8fd9\u65f6\u5019\u53ef\u4ee5\u770b\u505a\u662f\u505a\u4e86\u53e6\u4e00\u4e2a\u65cb\u8f6c\u53d8\u5316\uff0c\u66f4\u5999\u7684\u662f\u5b83\u7684\u4f4d\u7f6e\u7f16\u7801\u662f\u4e00\u4e2a\u6b63\u4ea4\u77e9\u9635\uff0c\u5e76\u4e0d\u4f1a\u7834\u574f\u6a21\u957f\u3002\u6240\u4ee5\u8fd9\u79cd\u4f4d\u7f6e\u7f16\u7801\uff0c\u53ef\u4ee5\u770b\u505a\u662f\u4e00\u4e2atoken\u6839\u636e\u5f53\u524dm\u7684\u4f4d\u7f6e\u7f16\u7801\uff0c\u8fdb\u884c\u65cb\u8f6c\uff0c\u4e0en\u4f4d\u7f6e\u7684token\u70b9\u4e58\u7684\u65f6\u5019\uff0c\u518d\u6839\u636en\u7684\u4f4d\u7f6e\u7f16\u7801\u8fdb\u884c\u65cb\u8f6c\uff0c\u800c\u6700\u7ec8\u70b9\u4e58\u5b8c\u4e4b\u540e\u7684\u65cb\u8f6c\u89d2\u53ea\u548cm-n\u76f8\u5173<\/p><cite>\u77e5\u4e4e <a rel=\"noreferrer noopener\" href=\"https:\/\/www.zhihu.com\/question\/450936573\/answer\/1848851296\" target=\"_blank\">\u98de\u5954\u7684\u5566\u5566\u5566<\/a> <\/cite><\/blockquote>\n\n\n<p>\u56fe\u4f8b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"590\" height=\"456\" src=\"\/wp-content\/uploads\/2021\/09\/image.png\" alt=\"\" class=\"wp-image-3986\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image.png 590w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-300x232.png 300w\" sizes=\"(max-width: 590px) 100vw, 590px\" \/><figcaption><a href=\"https:\/\/blog.eleuther.ai\/rotary-embeddings\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"EleutherAI \u56e2\u961f\u56fe\u89e3RoPE\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\">EleutherAI \u56e2\u961f\u56fe\u89e3RoPE<\/a><\/figcaption><\/figure><\/div>\n\n\n<p>\u800c\u8457\u540d\u56e2\u961fEleutherAI\u4e5f\u5bf9RoPE\u505a\u51fa\u4e86\u4e00\u4e9b\u5b9e\u9a8c\uff0c\u7ed3\u679c\u8868\u660e\uff0cRoPE\u80fd\u591f\u8f83\u4e3a\u660e\u663e\u7684\u6539\u5584\u6a21\u578b\u6027\u80fd\u4ee5\u53ca\u56f0\u60d1\u5ea6\u3002<\/p>\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"742\" height=\"376\" src=\"\/wp-content\/uploads\/2021\/09\/image-1.png\" alt=\"\" class=\"wp-image-3987\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-1.png 742w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-1-300x152.png 300w\" sizes=\"(max-width: 742px) 100vw, 742px\" \/><\/figure>\n\n\n<p>\u5177\u4f53\u8be6\u89c1<a rel=\"noreferrer noopener\" aria-label=\"Rotary Embeddings: A Relative Revolution\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"https:\/\/blog.eleuther.ai\/rotary-embeddings\/\" target=\"_blank\">Rotary Embeddings: A Relative Revolution<\/a><\/p>\n\n\n<p>\u4e0d\u8fc7\u76ee\u524d\u4ece\u6211\u4eec\u5728<a href=\"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/note-deep-learning\/3914\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"ECISA\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\">ECISA<\/a>\u4e2d\u7684\u4f7f\u7528\u6765\u770b\uff0cRoformer\u5e76\u6ca1\u6709\u4ec0\u4e48\u63d0\u5347\u3002\u5f53\u7136\uff0c\u6211\u7684\u5bf9\u6bd4\u5b9e\u9a8c\u8f83\u5c11\uff0c\u5e76\u4e0d\u80fd\u8bc1\u660e\u4ec0\u4e48\u3002<\/p>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6c47\u603b\u7528\u8fc7\u6216\u8005\u89c1\u8fc7\u7684\u4e00\u4e9b\u6bd4\u8f83\u65b0\u5947\u7684bert\u53d8\u79cd\u3002 roberta xxx wwm albert nez [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[9],"tags":[31,36,37,39],"views":11521,"_links":{"self":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/3743"}],"collection":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/comments?post=3743"}],"version-history":[{"count":0,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/3743\/revisions"}],"wp:attachment":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/media?parent=3743"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/categories?post=3743"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/tags?post=3743"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}