{"id":6322,"date":"2026-06-09T11:50:37","date_gmt":"2026-06-09T03:50:37","guid":{"rendered":"https:\/\/ab123.xyz\/?p=6322"},"modified":"2026-06-09T11:50:37","modified_gmt":"2026-06-09T03:50:37","slug":"bert-based-summarization-%e6%95%b4%e5%90%88hugging-face%e6%a8%a1%e5%9e%8b%e6%89%93%e9%80%a0%e6%99%ba%e8%83%bd%e6%96%b0%e9%97%bb%e6%91%98%e8%a6%81%e5%b7%a5%e5%85%b7","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=6322","title":{"rendered":"BERT-based Summarization: \u6574\u5408Hugging Face\u6a21\u578b\u6253\u9020\u667a\u80fd\u65b0\u95fb\u6458\u8981\u5de5\u5177"},"content":{"rendered":"<p>\u5728\u4fe1\u606f\u7206\u70b8\u7684\u5f53\u4e0b\uff0c\u65b0\u95fb\u6458\u8981\u6280\u672f\u6210\u4e3a\u63d0\u5347\u9605\u8bfb\u6548\u7387\u7684\u5173\u952e\u5229\u5668\u3002\u57fa\u4e8eBERT\u7684\u81ea\u52a8\u6458\u8981\u6a21\u578b\uff08BERT-based Summarization\uff09\u901a\u8fc7\u7ed3\u5408Hugging Face\u751f\u6001\uff0c\u80fd\u591f\u4ece\u6d77\u91cf\u65b0\u95fb\u4e2d\u5feb\u901f\u63d0\u53d6\u6838\u5fc3\u5185\u5bb9\uff0c\u751f\u6210\u6d41\u7545\u3001\u51c6\u786e\u7684\u6458\u8981\u6587\u672c\u3002\u672c\u6587\u6df1\u5ea6\u89e3\u6790\u8fd9\u4e00\u667a\u80fd\u5de5\u5177\u7684\u529f\u80fd\u3001\u4f18\u52bf\u4e0e\u5e94\u7528\u573a\u666f\uff0c\u5e76\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u63d0\u4f9b\u5b8c\u6574\u4f7f\u7528\u6307\u5f15\u3002<\/p>\n<h2>\u5de5\u5177\u6838\u5fc3\u529f\u80fd\u4e0e\u4f18\u52bf<\/h2>\n<p>\u8be5\u5de5\u5177\u4ee5\u9884\u8bad\u7ec3\u7684 <strong>BERT<\/strong>\uff08Bidirectional Encoder Representations from Transformers\uff09\u4e3a\u9aa8\u5e72\uff0c\u901a\u8fc7Hugging Face\u7684Transformers\u5e93\uff0c\u8f7b\u677e\u8c03\u7528\u5982 &#8216;facebook\/bart-large-cnn&#8217; \u6216 &#8216;t5-small&#8217; \u7b49\u4e13\u7528\u4e8e\u6458\u8981\u7684\u6a21\u578b\u3002\u5176\u6838\u5fc3\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u81ea\u52a8\u63d0\u53d6\u5f0f\u6458\u8981\uff1a\u8bc6\u522b\u539f\u6587\u5173\u952e\u53e5\u5e76\u91cd\u7ec4\u4e3a\u8fde\u8d2f\u6bb5\u843d\u3002<\/li>\n<li>\u751f\u6210\u5f0f\u6458\u8981\uff1a\u5229\u7528Transformer\u67b6\u6784\u751f\u6210\u5168\u65b0\u8868\u8ff0\uff0c\u8bed\u4e49\u66f4\u81ea\u7136\u3002<\/li>\n<li>\u591a\u8bed\u8a00\u652f\u6301\uff1a\u8986\u76d6\u4e2d\u6587\u3001\u82f1\u6587\u7b49\u4e3b\u6d41\u8bed\u8a00\u65b0\u95fb\u6e90\u3002<\/li>\n<li>\u6781\u901f\u63a8\u7406\uff1a\u901a\u8fc7ONNX\u6216TensorRT\u4f18\u5316\uff0c\u5b9e\u65f6\u5904\u7406\u957f\u6587\u6863\u3002<\/li>\n<\/ul>\n<p>\u76f8\u8f83\u4e8e\u4f20\u7edf\u89c4\u5219\u65b9\u6cd5\uff0cBERT-based\u6a21\u578b\u53ef\u7406\u89e3\u4e0a\u4e0b\u6587\u903b\u8f91\uff0c\u907f\u514d\u5173\u952e\u8bcd\u5806\u780c\uff0c\u8f93\u51fa\u6458\u8981\u7684ROUGE\u8bc4\u5206\u63d0\u534715%\u4ee5\u4e0a\u3002Hugging Face\u7684\u5f00\u6e90\u793e\u533a\u8fd8\u63d0\u4f9b\u4e86\u8d85\u8fc7200\u79cd\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u4ece\u96f6\u8bad\u7ec3\u5373\u53ef\u83b7\u5f97\u4e1a\u754c\u9876\u5c16\u6548\u679c\u3002<\/p>\n<h2>\u5e94\u7528\u573a\u666f\u4e0e\u884c\u4e1a\u4ef7\u503c<\/h2>\n<h3>\u65b0\u95fb\u805a\u5408\u5e73\u53f0<\/h3>\n<p>\u5e73\u53f0\u53ef\u5229\u7528\u8be5\u5de5\u5177\u81ea\u52a8\u751f\u6210\u5934\u6761\u6458\u8981\uff0c\u964d\u4f4e\u4eba\u5de5\u7f16\u8f91\u6210\u672c\uff0c\u540c\u65f6\u4fdd\u6301\u5934\u6761\u66f4\u65b0\u9891\u7387\u3002\u4f8b\u5982\uff0c\u9488\u5bf9\u7a81\u53d1\u65b0\u95fb\uff0c\u6a21\u578b\u80fd\u57285\u79d2\u5185\u5c06800\u5b57\u62a5\u9053\u538b\u7f29\u81f380\u5b57\u4ee5\u5185\uff0c\u4fbf\u4e8e\u79fb\u52a8\u7aef\u63a8\u9001\u3002<\/p>\n<h3>\u4f01\u4e1a\u5185\u90e8\u60c5\u62a5\u7cfb\u7edf<\/h3>\n<p>\u91d1\u878d\u3001\u54a8\u8be2\u7b49\u673a\u6784\u53ef\u6784\u5efa\u81ea\u5b9a\u4e49\u6458\u8981\u7ba1\u9053\uff0c\u4ece\u6bcf\u65e5\u6570\u5343\u6761\u884c\u4e1a\u65b0\u95fb\u4e2d\u63d0\u53d6\u6838\u5fc3\u4fe1\u53f7\uff0c\u8f85\u52a9\u6295\u8d44\u51b3\u7b56\u6216\u7ade\u54c1\u5206\u6790\u3002<\/p>\n<h3>\u7814\u7a76\u4e0e\u5b66\u672f\u8f85\u52a9<\/h3>\n<p>\u5b66\u8005\u4f7f\u7528\u57fa\u4e8eBERT\u7684\u6458\u8981\u5de5\u5177\u5feb\u901f\u8fc7\u6ee4\u6587\u732e\uff0c\u4ec5\u9700\u8f93\u5165\u8bba\u6587PDF\u6216URL\uff0c\u5373\u53ef\u83b7\u5f97\u65b9\u6cd5\u8bba\u3001\u5b9e\u9a8c\u7ed3\u679c\u7b49\u5173\u952e\u6a21\u5757\u7684\u6458\u8981\uff0c\u5927\u5e45\u7f29\u77ed\u6587\u732e\u56de\u987e\u65f6\u95f4\u3002<\/p>\n<h2>\u5982\u4f55\u4f7f\u7528\u8be5\u5de5\u5177<\/h2>\n<p>\u90e8\u7f72\u8fc7\u7a0b\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\u5b89\u88c5\u4f9d\u8d56\uff1a\u8fd0\u884c <code>pip install transformers torch<\/code> \u5b89\u88c5\u6838\u5fc3\u5e93\u3002<\/li>\n<li>\u52a0\u8f7d\u6a21\u578b\uff1a\u4f7f\u7528 <code>from transformers import pipeline; summarizer = pipeline('summarization', model='facebook\/bart-large-cnn')<\/code> \u521d\u59cb\u5316\u3002<\/li>\n<li>\u8f93\u5165\u65b0\u95fb\u6587\u672c\uff1a\u8c03\u7528 <code>result = summarizer(article_text, max_length=150, min_length=50)<\/code> \u751f\u6210\u6458\u8981\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u4e2d\u6587\u65b0\u95fb\uff0c\u63a8\u8350\u4f7f\u7528 &#8216;mT5-small&#8217; \u6216 &#8216;Helsinki-NLP\/opus-mt-zh-en&#8217; \u7ed3\u5408\u7ffb\u8bd1\u7ba1\u9053\u3002Hugging Face\u5b98\u65b9\u6587\u6863\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684\u53c2\u6570\u8c03\u4f18\u6307\u5357\uff0c\u5e2e\u52a9\u8fbe\u5230\u6700\u4f73\u6458\u8981\u8d28\u91cf\u3002<\/p>\n<p>\u7acb\u5373\u4f53\u9a8c\u8be5\u5de5\u5177\u7684\u5b8c\u6574\u80fd\u529b\uff0c\u8bf7\u8bbf\u95ee\uff1a<a href=\"https:\/\/huggingface.co\/docs\/transformers\/tasks\/summarization\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u4fe1\u606f\u7206\u70b8\u7684\u5f53\u4e0b\uff0c\u65b0\u95fb\u6458\u8981\u6280\u672f\u6210\u4e3a\u63d0\u5347\u9605\u8bfb\u6548\u7387\u7684\u5173\u952e\u5229\u5668\u3002\u57fa\u4e8eBERT\u7684\u81ea\u52a8\u6458\u8981\u6a21\u578b\uff08BERT-based S [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[8068,8074,8076,6057,8075],"class_list":["post-6322","post","type-post","status-publish","format-standard","hentry","category-4","tag-bert","tag-hugging-face","tag-nlp","tag-6057","tag-8075"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/6322","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6322"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/6322\/revisions"}],"predecessor-version":[{"id":6323,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/6322\/revisions\/6323"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6322"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6322"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6322"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}