\u4ed6\u4eec\u4f7f\u7528LLAMA2-7B\u3001 BLOOM<\/a>-7B\u548cVICUNA-7B\u4e3a\u4e3b\u5e72\uff0c\u5fae\u8c03\u5e76\u6d4b\u8bd5\u4e86\u4e2d\u7b49\u5927\u5c0f\u7684 \u5927\u578b\u8bed\u8a00\u6a21\u578b<\/a>\uff08\u6d89\u53ca7B\u53c2\u6570\uff09\uff0c\u5305\u62ec\u4e869\u4e2a\u8bed\u8a00\u5bf9\uff08\u82f1\u8bed\u3001\u963f\u62c9\u4f2f\u8bed\u3001\u5fb7\u8bed\u3001\u6cd5\u8bed\u3001\u610f\u5927\u5229\u8bed\u3001\u65e5\u8bed\u3001\u97e9\u8bed\u3001\u8377\u5170\u8bed\u3001\u7f57\u9a6c\u5c3c\u4e9a\u8bed\u548c\u4e2d\u6587\uff09\u768418\u4e2a\u7ffb\u8bd1\u4efb\u52a1\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u5c06\u8fd9\u4e9b\u5fae\u8c03\u8fc7\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e0e\u6700\u5148\u8fdb\u7684\u673a\u5668\u7ffb\u8bd1\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u5305\u62ecNLLB\u548cGoogle Translate\uff0c\u5e76\u4e8e\u6700\u5148\u8fdb\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u5982GPT-3.5-TURBO\u548c GPT-4<\/a>-TURBO\u3002\u4e3a\u4e86\u8bc4\u4f30\u7ffb\u8bd1\u8d28\u91cf\uff0c\u4ed6\u4eec\u4f7f\u7528\u4e86 BLEU<\/a>\u3001SacreBLEU\u548cCOMET metrics\u3002\u4f5c\u8005\u5f3a\u8c03\uff0c\u4ee5\u524d\u7684\u7814\u7a76\u901a\u8fc7\u63d0\u793a\u6280\u672f\u96c6\u4e2d\u4e8e\u6587\u6863\u7ea7\u673a\u5668\u7ffb\u8bd1\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u800c\u4ed6\u4eec\u7684\u7814\u7a76\u96c6\u4e2d\u4e8e\u5206\u6790\u5728\u6587\u6863\u7ea7\u673a\u5668\u7ffb\u8bd1\u80cc\u666f\u4e0b\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u548c\u5b8c\u5168\u5fae\u8c03\uff08FFT\uff09\u65b9\u6cd5\u5bf9\u4e2d\u7b49\u5927\u5c0f\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u6709\u6548\u6027\u3002PEFT\u6d89\u53ca\u4f7f\u7528\u66f4\u5c11\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u6765\u5fae\u8c03\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u7684\u6027\u80fd\uff0c\u540c\u65f6\u9700\u8981\u7684\u5fae\u8c03\u793a\u4f8b\u66f4\u5c11\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cFFT\u6d89\u53ca\u5fae\u8c03\u6574\u4e2a\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u901a\u8fc7\u5141\u8bb8\u6a21\u578b\u4ece\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u4e60\u6765\u5b9e\u73b0\u6700\u4f73\u6027\u80fd\u3002\u4f5c\u8005\u4f7f\u7528\u8fd9\u4e24\u79cd\u7b56\u7565\u5bf9\u8fd9\u4e09\u4e2a\u4e2d\u7b49\u89c4\u6a21\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u6bd4\u8f83\u4e86\u5b83\u4eec\u7684\u6027\u80fd\uff0c\u4ee5\u4e86\u89e3\u5b83\u4eec\u5bf9\u6587\u6863\u7ea7\u673a\u7ffb\u4efb\u52a1\u4e2d\u6574\u4f53\u6027\u80fd\u548c\u6570\u636e\u6548\u7387\u7684\u5f71\u54cd\u3002\u4ed6\u4eec\u9075\u5faa\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff1a\u6700\u521d\u5bf9\u5355\u8bed\u6587\u672c\u8fdb\u884c\u5fae\u8c03\uff0c\u7136\u540e\u5bf9\u5e73\u884c\u6587\u672c\u8fdb\u884c\u7b2c\u4e8c\u9636\u6bb5\u5fae\u8c03\u3002\u6839\u636e\u4f5c\u8005\u7684\u8bf4\u6cd5\uff0c\u201c\u8fd9\u9879\u5168\u9762\u7684\u7814\u7a76\u65e8\u5728\u4fc3\u8fdb\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u6587\u6863\u7ea7\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u4e2d\u7684\u7406\u89e3\u5e76\u63d0\u9ad8\u5176\u6548\u7387\u3002\u201d<\/p>\n

\u603b\u4f53\u6027\u80fd\u548c\u8131\u9776\u7ffb\u8bd1<\/span><\/h3>\n
\u4ed6\u4eec\u53d1\u73b0GPT-4-TURBO\u548cGPT-3.5-TURBO\u4f18\u4e8e\u6240\u6709\u5176\u4ed6\u6a21\u578b\u3002\u7136\u800c\uff0c\u5f53\u4ece\u5176\u4ed6\u8bed\u8a00\u7ffb\u8bd1\u6210\u82f1\u8bed\u65f6\uff0c\u4e2d\u7b49\u89c4\u6a21\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u8868\u73b0\u51fa\u4f18\u8d8a\u7684\u7ffb\u8bd1\u6027\u80fd\uff0c\u751a\u81f3\u8d85\u8fc7GPT-4-TURBO\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u5728\u8fd9\u4e9b\u8bed\u8a00\u7684\u53cc\u8bed\u8bed\u6599\u5e93\u4e2d\u8fdb\u884c\u4e86\u4e13\u95e8\u7684\u5fae\u8c03\uff0c\u4f46\u5728\u5176\u4ed6\u8bed\u8a00\u4e2d\uff0c\u4ed6\u4eec\u4e25\u91cd\u906d\u53d7\u4e86\u8131\u9776\u7ffb\u8bd1\u95ee\u9898\u2014\u2014\u5373\u63d0\u4f9b\u4e86\u4e0d\u540c\u4e8e\u76ee\u6807\u8bed\u8a00\u7684\u8bed\u8a00\u7ffb\u8bd1\u3002\u8be5\u7814\u7a76\u8fd8\u5bf9\u7ffb\u8bd1\u9519\u8bef\u5206\u5e03\u8fdb\u884c\u4e86\u6df1\u5165\u5206\u6790\uff0c\u63ed\u793a\u4e86\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u6587\u6863\u7ea7\u673a\u5668\u7ffb\u8bd1\u6a21\u578b\u7684\u4f18\u52bf\u548c\u5c40\u9650\u6027\u3002\u4f5c\u8005\u6307\u51fa\uff0c\u5f53\u5b9e\u73b0\u7c7b\u4f3c\u7684\u6027\u80fd\u65f6\uff0c\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u6587\u6863\u7ea7\u673a\u5668\u7ffb\u8bd1\u6a21\u578b\u8868\u73b0\u51fa\u8f83\u5c11\u7684\u4e0e\u4e0a\u4e0b\u6587\u76f8\u5173\u6216\u65e0\u5173\u7684\u9519\u8bef\u3002\u4ed6\u4eec\u8bf4\uff1a\u201c\u5bf9\u673a\u5668\u7ffb\u8bd1\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u662f\u4e00\u4e2a\u5f88\u6709\u524d\u9014\u7684\u7814\u7a76\u65b9\u5411\uff0c\u7279\u522b\u662f\u5728\u63d0\u9ad8\u6587\u6863\u7ea7\u7ffb\u8bd1\u8d28\u91cf\u65b9\u9762\u3002\u201d\u4e0eFFT\u65b9\u6cd5\u76f8\u6bd4\uff0cPEFT\u65b9\u6cd5\u8868\u73b0\u51fa\u66f4\u597d\u7684\u6574\u4f53\u6027\u80fd\u3002\u7136\u800c\uff0cFFT\u65b9\u6cd5\u663e\u793a\u51fa\u66f4\u597d\u7684\u6570\u636e\u6548\u7387\uff0c\u53ea\u9700\u8981\u603b\u6570\u636e\u96c6\u7684\u5927\u7ea61%\u6765\u5339\u914d\u5728\u6574\u4e2a\u8bad\u7ec3\u96c6\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u7684\u6027\u80fd\uff0c\u800cPEFT\u65b9\u6cd5\u9700\u8981\u603b\u6570\u636e\u96c6\u768410%\u6765\u5b9e\u73b0\u53ef\u6bd4\u7684\u7ed3\u679c\u3002<\/p>\n
\u63d0\u793a\u65b9\u6cd5<\/span><\/h3>\n
\u4f5c\u8005\u5f3a\u8c03\u4e86 \u63d0\u793a<\/a>\u65b9\u6cd5\u5728\u5fae\u8c03\u4e2d\u7684\u91cd\u8981\u6027\uff0c\u65e8\u5728\u89e3\u51b3\u4e24\u4e2a\u7814\u7a76\u95ee\u9898\uff1a\u8bed\u5883\u7ed3\u6784\u5982\u4f55\u5f71\u54cd\u7ffb\u8bd1\u8d28\u91cf\uff0c\u4ee5\u53ca\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5982\u4f55\u5f71\u54cd\u7ffb\u8bd1\u8d28\u91cf\u3002\u4ed6\u4eec\u5f3a\u8c03\uff0c\u63d0\u793a\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u7ffb\u8bd1\u8868\u73b0\u4e2d\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\uff0c\u4f46\u5b83\u4eec\u7684\u6709\u6548\u6027\u5728\u4e0d\u540c\u7684\u6a21\u5f0f\u4e2d\u4f1a\u6709\u6240\u4e0d\u540c\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u53d1\u73b0\uff0c\u5c06\u9002\u5f53\u7684\u4e0a\u4e0b\u6587\u7ed3\u6784\u4e0e\u989d\u5916\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u548c\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u76f8\u7ed3\u5408\u7684\u7ed3\u6784\u826f\u597d\u7684\u63d0\u793a\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u3002\u7136\u800c\uff0c\u5f53\u4f7f\u7528\u6307\u4ee4\u8c03\u6574\u7684\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u6a21\u578b\u4e3b\u5e72\u65f6\uff0c\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u4e0d\u592a\u6709\u6548\u3002\u4ed6\u4eec\u7684\u5206\u6790\u8fd8\u63ed\u793a\u4e86\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u6587\u6863\u7ea7\u673a\u5668\u7ffb\u8bd1\u6a21\u578b\u53ef\u4ee5\u5904\u7406\u4e0d\u540c\u4e8e\u8bad\u7ec3\u9886\u57df\u7684\u6570\u636e\uff0c\u663e\u793a\u4e86\u7ffb\u8bd1\u9886\u57df\u5916\u6587\u672c\u7684\u524d\u666f\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u7814\u7a76\u4e86\u4ece\u4e00\u79cd\u8bed\u8a00\u5bf9\u4e4b\u95f4\u7684\u7ffb\u8bd1\u4e2d\u83b7\u5f97\u7684\u7ffb\u8bd1\u80fd\u529b\u662f\u5426\u53ef\u4ee5\u8f6c\u79fb\u5230\u5176\u4ed6\u8bed\u8a00\u5bf9\uff0c\u5e76\u53d1\u73b0\u5728\u5e73\u884c\u6587\u6863\u7684\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u66f4\u6709\u53ef\u80fd\u6fc0\u6d3b\u5176\u56fa\u6709\u7684\u7ffb\u8bd1\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u53d1\u5c55\u65b0\u7684\u7ffb\u8bd1\u6280\u80fd\u3002\u4f5c\u8005\u5f97\u51fa\u7ed3\u8bba\uff1a\u201c\u8fd9\u9879\u7814\u7a76\u7684\u53d1\u73b0\u4e0d\u4ec5\u63ed\u793a\u4e86\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u6587\u6863\u7ea7\u673a\u5668\u7ffb\u8bd1\u6a21\u578b\u7684\u4f18\u52bf\u548c\u5c40\u9650\u6027\uff0c\u800c\u4e14\u4e3a\u6587\u6863\u7ea7\u673a\u5668\u7ffb\u8bd1\u7684\u672a\u6765\u7814\u7a76\u63d0\u4f9b\u4e86\u57fa\u7840\u3002\u201d<\/p>\n<\/section>\n
\u539f\u6587\u94fe\u63a5<\/a><\/p>\n
\u673a\u5668\u7ffb\u8bd1\uff0c\u8f7b\u5ea6\u8bd1\u540e\u7f16\u8f91\uff0c\u4ec5\u4f9b\u53c2\u8003\uff1b\u7f16\u8f91\uff1a\u9648\u9a6d\u683c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u83ab\u7eb3\u4ec0\u5927\u5b66\u7684\u5434\u660e\u8c6a\u3001\u5434\u5fd7\u5e84\u3001\u66f2\u4e3d\u73cd\u548cGholamreza Haffari\uff0c\u4ee5\u53ca\u6765\u81ea\u8c37\u6b4c\u7684George Fost […]<\/p>\n","protected":false},"author":1,"featured_media":29366,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[391],"tags":[],"class_list":["post-29362","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-391"],"_links":{"self":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/29362","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=29362"}],"version-history":[{"count":3,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/29362\/revisions"}],"predecessor-version":[{"id":29367,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/29362\/revisions\/29367"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/media\/29366"}],"wp:attachment":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=29362"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=29362"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=29362"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}