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"),(0,r.yg)("p",{parentName:"li"},"\u57fa\u4e8e\u4ee5\u4e0a\uff0c\u6211\u4eec\u521b\u5efa\u7cbe\u8c03\u4efb\u52a1\u7684\u51c6\u5907\u5de5\u4f5c\u5df2\u5b8c\u6210\uff0c\u5177\u4f53\u521b\u5efa\u6b65\u9aa4\u5982\u4e0b\uff1a  "),(0,r.yg)("ul",{parentName:"li"},(0,r.yg)("li",{parentName:"ul"},"\u8fdb\u5165\u201c\u5927\u6a21\u578b\u5f00\u53d1\u5e73\u53f0AI Studio\u201d\u6a21\u5757\uff0c\u70b9\u51fb\u201c\u6a21\u578b\u7cbe\u8c03\u201d\uff0c\u8fdb\u5165\u6a21\u578b\u7cbe\u8c03\u4efb\u52a1\u5217\u8868\u3002  "),(0,r.yg)("li",{parentName:"ul"},"\u70b9\u51fb\u201c\u521b\u5efa\u4efb\u52a1\u201d  "),(0,r.yg)("li",{parentName:"ul"},"\u586b\u5199\u4efb\u52a1\u540d\u79f0\u3001\u63cf\u8ff0\uff0c\u9009\u62e9\u8bad\u7ec3\u65b9\u6cd5\u548c\u57fa\u6a21\u578b\uff0c\u8c03\u6574\u8d85\u53c2\u6570\uff0c\u9009\u62e9/\u4e0a\u4f20\u8bad\u7ec3\u6570\u636e\uff0c\u786e\u8ba4\u540e\u521b\u5efa\u6a21\u578b\u7cbe\u8c03\u4efb\u52a1\u3002",(0,r.yg)("br",{parentName:"li"}),(0,r.yg)("img",{alt:"\u521b\u5efa\u6a21\u578b\u7cbe\u8c03\u4efb\u52a1.png",src:t(17025).A,width:"1920",height:"973"})," "))),(0,r.yg)("li",{parentName:"ol"},(0,r.yg)("p",{parentName:"li"},(0,r.yg)("strong",{parentName:"p"},"\u8bad\u7ec3\u8fc7\u7a0b\u67e5\u770b"),"  "),(0,r.yg)("p",{parentName:"li"},"\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f1a\u6839\u636e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6bcf\u4e2astep\u7684loss\u503c\uff0c\u7ed8\u5236Training loss\u7684\u6536\u655b\u66f2\u7ebf\uff0c\u6210\u529f\u7684\u8bad\u7ec3\u4e00\u822c\u6709\u660e\u663e\u7684\u6536\u655b\u8fc7\u7a0b\u3002",(0,r.yg)("br",{parentName:"p"}),"\n","a. \u82e5\u6ca1\u6709\u660e\u663e\u6536\u655b\uff0c\u8bf4\u660e\u8bad\u7ec3\u4e0d\u5145\u5206\uff0c\u53ef\u4ee5\u589e\u52a0\u8bad\u7ec3epoch\u91cd\u8bad\uff0c\u6216\u8005\u8fdb\u884c\u589e\u91cf\u8bad\u7ec3\u3002",(0,r.yg)("br",{parentName:"p"}),"\n","b. \u82e5\u8fc7\u65e9\u6536\u655b\uff0c\u800c\u540e\u90e8\u5206\u7684loss\u5e73\u7a33\u65e0\u53d8\u5316\uff0c\u8bf4\u660e\u53ef\u80fd\u6709\u8fc7\u62df\u5408\uff0c\u53ef\u4ee5\u7ed3\u5408eval-loss\uff0c\u82e5\u4e24\u8005\u5dee\u503c\u8f83\u5927\uff0c\u5219\u8bf4\u660e\u53ef\u80fd\u8fc7\u62df\u5408\uff0c\u9009\u62e9\u662f\u5426\u51cf\u5c11epoch\u91cd\u8bad\u3002",(0,r.yg)("br",{parentName:"p"}),"\n","c. \u82e5\u6709\u6536\u655b\u8d8b\u52bf\uff0c\u4f46\u6ca1\u6709\u8d8b\u4e8e\u5e73\u7a33\uff0c\u53ef\u4ee5\u5728\u6743\u8861\u901a\u7528\u80fd\u529b\u548c\u4e13\u4e1a\u80fd\u529b\u7684\u524d\u63d0\u4e0b\u8003\u8651\u662f\u5426\u589e\u52a0epoch\u548c\u6570\u636e\u4ee5\u63d0\u5347\u4e13\u4e1a\u80fd\u529b\uff0c\u4f46\u4f1a\u6709\u901a\u7528\u80fd\u529b\u8870\u51cf\u7684\u98ce\u9669\u3002",(0,r.yg)("br",{parentName:"p"}),"\n","\u8f83\u597d\u7684\u6536\u655b\uff1a",(0,r.yg)("br",{parentName:"p"}),"\n",(0,r.yg)("img",{alt:"\u6a21\u578b\u7cbe\u8c03\u8f83\u597d\u7684\u6536\u655b.png",src:t(79933).A,width:"1541",height:"687"}),"\n\u8fc7\u62df\u5408\uff1a",(0,r.yg)("br",{parentName:"p"}),"\n",(0,r.yg)("img",{alt:"\u6a21\u578b\u7cbe\u8c03\u8fc7\u62df\u5408.png",src:t(17874).A,width:"1920",height:"973"}),"\n\u672a\u6536\u655b\uff1a",(0,r.yg)("br",{parentName:"p"}),"\n",(0,r.yg)("img",{alt:"\u6a21\u578b\u7cbe\u8c03\u672a\u6536\u655b.png",src:t(16935).A,width:"1920",height:"973"})," ")),(0,r.yg)("li",{parentName:"ol"},(0,r.yg)("p",{parentName:"li"},(0,r.yg)("strong",{parentName:"p"},"\u6a21\u578b\u8bc4\u6d4b")),(0,r.yg)("p",{parentName:"li"},"\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u9700\u8981\u8fdb\u884c\u6a21\u578b\u8bc4\u6d4b\uff0c\u4ee5\u786e\u5b9a\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6709\u6548\u6027\u3001\u51c6\u786e\u6027\u3001\u6cdb\u5316\u80fd\u529b\u4ee5\u53ca\u9002\u7528\u6027\u3002  "),(0,r.yg)("p",{parentName:"li"},(0,r.yg)("strong",{parentName:"p"},"\u8bc4\u4f30\u6307\u6807"),"\uff1a",(0,r.yg)("br",{parentName:"p"}),"\n","\u5bf9\u4e8e\u6a21\u578b\u4f7f\u7528\u573a\u666f\u7684\u4e0d\u540c\uff0c\u53ef\u4ee5\u5206\u4e3a\u591a\u79cd\u7ef4\u5ea6\u6307\u6807\u7684\u8bc4\u6d4b\uff0c\u76ee\u524d\u5e73\u53f0\u91c7\u7528\u81ea\u52a8\u8bc4\u6d4b\u7684\u65b9\u5f0f\uff0c\u5728\u901a\u7528\u7ef4\u5ea6\u4e0a\u5bf9\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\uff0c\u5177\u4f53\u6307\u6807\u5982\u4e0b\uff1a\n| \u6307\u6807\u540d\u79f0                    | \u6307\u6807\u8bf4\u660e     |",(0,r.yg)("br",{parentName:"p"}),"\n","| ----------------------- | ---------- |\n| BLEU-4 (%)     | \u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u751f\u6210\u7684\u53e5\u5b50\u548c\u5b9e\u9645\u53e5\u5b50\u7684\u5dee\u5f02\u7684\u6307\u6807\uff0c\u4ee5unigram\uff0cbigram\uff0ctrigram\uff0c4-grams\u7684\u52a0\u6743\u5e73\u5747 |\n| ROUGE-1 (%)       | \u5c06\u6a21\u578b\u751f\u6210\u7684\u7ed3\u679c\u548c\u6807\u51c6\u7ed3\u679c\u6309unigram\uff08\u5355\u4e2a\u5355\u8bcd\uff09\u62c6\u5206\u540e\uff0c\u8ba1\u7b97\u51fa\u7684\u53ec\u56de\u7387 |\n| ROUGE-2 (%)   | \u5c06\u6a21\u578b\u751f\u6210\u7684\u7ed3\u679c\u548c\u6807\u51c6\u7ed3\u679c\u6309bigram\uff08\u8fde\u7eed\u6210\u5bf9\u7684\u5355\u8bcd\uff09\u62c6\u5206\u540e\uff0c\u8ba1\u7b97\u51fa\u7684\u53ec\u56de\u7387 |\n| ROUGE-L (%)  | \u5c06\u6a21\u578b\u751f\u6210\u7684\u7ed3\u679c\u548c\u6807\u51c6\u7ed3\u679c\u6309LCS\uff08\u6700\u957f\u516c\u5171\u5b50\u5e8f\u5217\uff0c\u4e24\u4e2a\u5e8f\u5217\u4e2d\u987a\u5e8f\u76f8\u540c\u7684\u6700\u957f\u516c\u5171\u5b50\u5e8f\u5217\uff09\u62c6\u5206\u540e\uff0c\u8ba1\u7b97\u51fa\u7684\u53ec\u56de\u7387 |"),(0,r.yg)("p",{parentName:"li"},(0,r.yg)("strong",{parentName:"p"},"\u6a21\u578b\u5bf9\u6bd4"),"\uff1a",(0,r.yg)("br",{parentName:"p"}),"\n","\u9009\u5b9a\u6d4b\u8bd5\u96c6\u540e\uff0c\u6a21\u578b\u4f1a\u5728\u6d4b\u8bd5\u96c6\u4e0a\u81ea\u52a8\u8bc4\u4f30\uff0c\u8f93\u51fa\u7cbe\u8c03\u540e\u6a21\u578b\u4e0e\u57fa\u6a21\u578b\u5728\u6d4b\u8bd5\u96c6\u4e0a\u7684\u6027\u80fd\u6307\u6807\uff0c\u540c\u65f6\uff0c\u4e5f\u53ef\u4ee5\u8fdb\u884c\u591a\u6a21\u578b\u7684\u5bf9\u6bd4\uff0c\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\uff1a  "),(0,r.yg)("ul",{parentName:"li"},(0,r.yg)("li",{parentName:"ul"},"\u8fdb\u5165\u201c\u5927\u6a21\u578b\u5f00\u53d1\u5e73\u53f0AI Studio\u201d\u6a21\u5757\uff0c\u70b9\u51fb\u201c\u6a21\u578b\u8bc4\u6d4b\u201d\uff0c\u8fdb\u5165\u6a21\u578b\u8bc4\u6d4b\u4efb\u52a1\u5217\u8868\u3002  "),(0,r.yg)("li",{parentName:"ul"},"\u70b9\u51fb\u201c\u521b\u5efa\u8bc4\u6d4b\u201d\u3002  "),(0,r.yg)("li",{parentName:"ul"},"\u586b\u5199\u4efb\u52a1\u540d\u79f0\u3001\u63cf\u8ff0\uff0c\u9009\u62e9\u5f85\u8bc4\u6d4b\u7684\u6a21\u578b\uff0c\u9009\u62e9/\u4e0a\u4f20\u8bc4\u6d4b\u6570\u636e\uff0c\u786e\u8ba4\u540e\u521b\u5efa\u6a21\u578b\u8bc4\u6d4b\u4efb\u52a1\u3002  "),(0,r.yg)("li",{parentName:"ul"},"\u4efb\u52a1\u6267\u884c\u6210\u529f\uff0c\u70b9\u51fb\u5217\u8868\u4e2d\u7684\u201c\u9884\u89c8\u201d\uff0c\u5373\u53ef\u89c6\u5316\u67e5\u770b\u8bc4\u4f30\u6307\u6807\u3002  ")),(0,r.yg)("p",{parentName:"li"},"\u7cbe\u8c03\u6a21\u578b\u4e0e\u57fa\u6a21\u578b\u7684\u5bf9\u6bd4\uff1a",(0,r.yg)("br",{parentName:"p"}),"\n","\u5bf9\u6bd4\u7cbe\u8c03\u540e\u6a21\u578b\u548c\u57fa\u6a21\u578b\uff0c\u5728\u7cbe\u8c03\u540e\u7684\u6a21\u578b\u5728ROUGE-1\u548cROUGE-L\u4e0a\u6709\u8f83\u5927\u7684\u63d0\u5347\uff0c\u8fd8\u9700\u7ed3\u5408\u8bd5\u7528\u6548\u679c\u5177\u4f53\u5224\u65ad\u662f\u5426\u6ee1\u8db3\u9700\u8981\u3002",(0,r.yg)("br",{parentName:"p"}),"\n",(0,r.yg)("img",{alt:"\u6a21\u578b\u7cbe\u8c03\u57fa\u6a21\u578b\u5bf9\u6bd4.png",src:t(49565).A,width:"948",height:"553"})," 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