{"id":17689,"date":"2024-01-18T11:53:05","date_gmt":"2024-01-18T03:53:05","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=17689"},"modified":"2024-01-18T11:53:05","modified_gmt":"2024-01-18T03:53:05","slug":"%e4%b8%ad%e5%9b%bd%e7%94%b5%e4%bf%a1%e5%bc%80%e6%ba%90%e6%98%9f%e8%be%b0ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%9a%e5%a4%ae%e4%bc%81%e4%b8%ad%e9%a6%96%e4%b8%aa%e5%ae%8c%e6%88%90llm%e7%a0%94%e5%8f%91","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/01\/18\/17689\/","title":{"rendered":"\u4e2d\u56fd\u7535\u4fe1\u5f00\u6e90\u661f\u8fb0AI\u5927\u6a21\u578b\uff1a\u592e\u4f01\u4e2d\u9996\u4e2a\u5b8c\u6210LLM\u7814\u53d1\u548c\u5f00\u6e90\u7684\u9009\u624b\u8bde\u751f"},"content":{"rendered":"
\u73b0\u5728\uff0c\u968f\u7740\u5176\u4ee3\u7801\u548c\u6a21\u578b\u5728Github\u3001Gitee\u3001HuggingFace\u4e09\u4e2a\u5e73\u53f0\u4e00\u5e76\u53ef\u83b7\u53d6\u4f7f\u7528\uff0c\u4e2d\u56fd\u7535\u4fe1\u4e5f\u987a\u52bf\u6210\u4e3a\u592e\u4f01\u4e2d\u7387\u5148\u5b8c\u6210\u5927\u6a21\u578b\u7814\u53d1\u548c\u5f00\u6e90\u7684\u9009\u624b\u3002<\/div>\n
\n
\n

\u6ca1\u60f3\u5230\u554a\uff0c\u5f00\u6e90\u5927\u6a21\u578b\u5bb6\u65cf\u91cc\uff0c\u5c45\u7136\u6324\u8fdb\u6765\u4e00\u4f4d\u7279\u522b\u7684\u9009\u624b<\/strong>\uff1a<\/p>\n

\u6765\u81ea\u592e\u4f01\uff0c\u8eab\u4efd\u4e3a\u8fd0\u8425\u5546\u3002<\/p>\n

\u5177\u4f53\u662f\u8c01\uff1f<\/p>\n

\u4e2d\u56fd\u7535\u4fe1<\/strong>\u3002<\/p>\n

\u6240\u8c13\u201c\u4e0d\u9e23\u5219\u5df2\uff0c\u4e00\u9e23\u60ca\u4eba\u201d\uff1a<\/p>\n

\u4e2d\u56fd\u7535\u4fe1\u96c6\u56e2\u6210\u7acb\u7684\u4e2d\u7535\u4fe1\u4eba\u5de5\u667a\u80fd\u79d1\u6280\u6709\u9650\u516c\u53f8\u51ed\u501f\u5168\u81ea\u7814\u7b97\u6cd5\u3001\u7cbe\u5fc3\u6253\u9020\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\uff0c\u53d1\u5e03\u661f\u8fb0AI\u5927\u6a21\u578b<\/strong>\u3002<\/strong><\/p>\n

\u5176\u76ee\u524d\u5f00\u6e90\u7684\u7248\u672c\u5728\u5927\u6a21\u578b\u77e5\u540d\u699c\u5355CSL\u4e0a\u6392\u540d\u7b2c\u4e94\u3001GAOKAO\u6392\u540d\u7b2c\u4e03\u3001AGIEval\u6392\u540d\u7b2c\u516b\u3002<\/p>\n

\u4ec0\u4e48\u6982\u5ff5\uff1f\u548c\u79d1\u6280\u516c\u53f8\u51fa\u54c1\u7684\u4e13\u4e1a\u9009\u624b\u4eec\u7ad9\u5728\u4e86\u540c\u4e00\u9635\u8425\u3002<\/p>\n

\u73b0\u5728\uff0c\u968f\u7740\u5176\u4ee3\u7801\u548c\u6a21\u578b\u5728Github\u3001Gitee\u3001HuggingFace\u4e09\u4e2a\u5e73\u53f0\u4e00\u5e76\u53ef\u83b7\u53d6\u4f7f\u7528\uff0c\u4e2d\u56fd\u7535\u4fe1\u4e5f\u987a\u52bf\u6210\u4e3a\u592e\u4f01\u4e2d\u7387\u5148\u5b8c\u6210<\/strong>\u5927\u6a21\u578b\u7814\u53d1\u548c\u5f00\u6e90\u7684\u9009\u624b\u3002<\/p>\n

\u52a0\u4e0a\u4e0d\u4e45\u4e4b\u524d\uff0cAI\u9886\u57dfFellow\u5927\u6ee1\u8d2f\u79d1\u5b66\u5bb6\u674e\u5b66\u9f99<\/strong>\u52a0\u76df\uff0c\u51fa\u4efb\u7535\u4fe1CTO\u2014\u2014<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u6240\u4ee5\u4f5c\u4e3a\u7387\u5148\u4ea4\u5377\u5927\u6a21\u578b\u7684\u592e\u4f01\u548c\u8fd0\u8425\u5546\uff0c\u5728\u5927\u6a21\u578b\u7814\u53d1\u8fd9\u4ef6\u4e8b\u4e0a\uff0c\u5b83\u7a76\u7adf\u6709\u54ea\u4e9b\u60ca\u8273\u4e4b\u5904\uff1f<\/p>\n

\u7535\u4fe1\u5927\u6a21\u578b\u957f\u4ec0\u4e48\u6837\uff1f<\/h4>\n

\u65e9\u5728\u53bb\u5e74\u4e94\u6708\u4e2d\u65ec\uff0c\u7ecf\u8fc7\u6570\u5341\u7248\u6a21\u578b\u8bad\u7ec3\u4e0e\u4f18\u5316\uff0c\u4e2d\u56fd\u7535\u4fe1\u5c31\u5b8c\u6210\u4e86\u767e\u4ebf\u53c2\u6570<\/strong>\u661f\u8fb0AI\u5927\u6a21\u578b\u7a33\u5b9a\u7248\u672c\u7684\u8bad\u7ec3\u3002<\/p>\n

\u6b63\u5f0f\u53d1\u5e03\u5219\u662f\u5728\u53bb\u5e747\u6708\u7684\u4eba\u5de5\u667a\u80fd\u79d1\u6280\u5927\u4f1a\u4e0a\uff0c\u4e3a\u8fd0\u8425\u5546\u4e2d\u9996\u4e2a<\/strong>\u3002<\/p>\n

\u5f88\u5feb\uff0c\u5386\u7ecf\u53c8\u4e00\u8f6e\u8fed\u4ee3\uff0c\u661f\u8fb0AI\u5927\u6a21\u578b\u7684\u5343\u4ebf\u53c2\u6570<\/strong>\u7248\u672c\u4e8e11\u6708\u53d1\u5e03\u3002<\/p>\n

\u5b83\u6700\u5927\u53ef\u652f\u630196k<\/strong>\u7684\u4e0a\u4e0b\u6587\u63a8\u7406\uff0c\u76f8\u6bd4\u7b2c\u4e00\u4ee3\uff0c\u957f\u6587\u751f\u6210\u548c\u7406\u89e3\u80fd\u529b\u63d0\u534730%\u3002<\/p>\n

\u6b64\u5916\uff0c\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u4e5f\u964d\u4f4e\u4e8640%\uff0c\u5e76\u5728\u6a21\u578b\u91cf\u5316\u65b9\u9762\u53d6\u5f97\u7a81\u7834\u2014\u2014\u8bad\u7ec3\u663e\u5b58\u964d\u4f4e50%\u7684\u540c\u65f6\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u53474.5\u500d\u3002<\/p>\n

\u5177\u4f53\u6765\u770b\uff0c\u661f\u8fb0AI\u5927\u6a21\u578b\u5177\u5907\u4ee5\u4e0b\u8bf8\u591a\u901a\u7528\u80fd\u529b\uff0c\u5305\u62ec\uff1a<\/p>\n

\u5e38\u8bc6\u95ee\u7b54\u3001\u5199\u4f5c\u3001\u6587\u672c\u7ffb\u8bd1\u6da6\u8272\/\u7ed3\u6784\u5316\u4efb\u52a1\u3001\u903b\u8f91\u63a8\u7406\u3001\u6570\u5b66\u3001\u8f85\u52a9\u4ee3\u7801\u751f\u6210\u2026\u2026<\/p>\n

\"\u56fe\u7247\"
\n\"\u56fe\u7247\"<\/p>\n

\u6a21\u578b\u672c\u8eab\u5219\u63d0\u4f9b\u4e86\u8fd1100\u4e2aprompt\u6a21\u7248\u4efb\u52a1<\/strong>\uff0c\u5305\u62ec\u8425\u9500\u5ba3\u4f20\u3001PPT\u5236\u4f5c\u3001\u8bc4\u4ef7\u5206\u6790\u3001\u884c\u4e1a\u5206\u6790\u7b49\uff0c\u65b9\u4fbf\u5927\u4f19\u62ff\u6765\u5c31\u7528\uff1a<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u5728\u8fd9\u4e4b\u4e2d\uff0c\u661f\u8fb0AI\u5927\u6a21\u578b\u6700\u5927\u7684\u4eae\u70b9\u6216\u8005\u6700\u64c5\u957f\u7684\u5730\u65b9\u5c31\u662f\u957f\u6587\u5199\u4f5c<\/strong>\u3002<\/p>\n

\u6839\u636e\u7528\u6237\u63d0\u793a\u8bcd\uff0c\u5b83\u53ef\u4ee5\u51c6\u786e\u5730\u751f\u6210\u7ed3\u6784\u5b8c\u6574\u3001\u903b\u8f91\u6e05\u6670\u7684\u6587\u7ae0\uff0c\u5e73\u5747\u5b57\u6570\u8d85\u8fc71500\u5b57\u3002<\/p>\n

\u636e\u7edf\u8ba1\uff0c\u5728\u7535\u4fe1\u5185\u90e8\uff0c\u661f\u8fb0AI\u5927\u6a21\u578b\u5728\u6b64\u4efb\u52a1\u4e0a\u7684\u6709\u6548\u91c7\u7eb3\u7387\u53ef\u8fbe85.7%<\/strong>\uff0c\u548c\u56fd\u5185\u5176\u4ed6\u4f17\u591a\u5927\u6a21\u578b\u76f8\u6bd4\uff0c\u8868\u73b0\u76f8\u5f53\u51fa\u8272\u3002<\/p>\n

\u800c\u9664\u4e86\u957f\u6587\u5199\u4f5c\u8fd9\u4e00\u5927\u4eae\u70b9\uff0c\u661f\u8fb0AI\u5927\u6a21\u578b\u8fd8\u5177\u5907\u5f3a\u5927\u7684\u63d2\u4ef6\u529f\u80fd\uff0c\u53ef\u4ee5\u89e3\u51b3\u66f4\u4e3a\u590d\u6742\u3001\u591a\u573a\u666f\u7684\u4efb\u52a1\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u4f8b\u5982\u641c\u7d22\u63d2\u4ef6\uff0c\u7528\u4e8e\u652f\u6301\u5404\u79cd\u5e38\u8bc6\u95ee\u7b54\uff0c\u6807\u6ce8\u6765\u6e90\uff0c\u4f7f\u7ed3\u679c\u66f4\u4e3a\u51c6\u786e\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u5728\u63d2\u4ef6\u7684\u5177\u4f53\u8c03\u7528\u4e0a\uff0c\u7535\u4fe1\u8bbe\u8ba1\u4e86\u975e\u5e38\u7ec6\u81f4\u7684\u6570\u636e\u683c\u5f0f\uff0c\u53ef\u4ee5\u4f7f\u5f97\u6a21\u578b\u6df1\u523b\u7406\u89e3\u7528\u6237\u4efb\u52a1\uff0c\u5e76\u4f9d\u7167\u4e25\u683c\u7684\u6d41\u7a0b\u6267\u884c\u63a8\u7406\uff0c\u6700\u7ec8\u5f97\u51fa\u7b54\u6848\u3002<\/p>\n

\u5982\u679c\u518d\u914d\u5408\u4e0a\u601d\u7ef4\u94fe\u6280\u672f\uff0c\u661f\u8fb0AI\u5927\u6a21\u578b\u7684\u80fd\u529b\u8fd8\u80fd\u66f4\u8fdb\u4e00\u6b65\u3002<\/p>\n

\u636e\u4ecb\u7ecd\uff0c\u5728\u4e2d\u56fd\u7535\u4fe1\u4f01\u4e1a\u5185\u90e8\u4ee5\u53ca\u5bf9\u5916\u4f01\u4e8b\u4e1a\u5355\u4f4d\u5ba2\u6237\u7684\u4e1a\u52a1\u4e2d\uff0c\u661f\u8fb0AI\u5927\u6a21\u578b\u5df2\u5b9e\u73b0\u521d\u6b65\u843d\u5730\uff0c\u5728\u7f51\u7edc\u6545\u969c\u5206\u6790\u548c\u5ba2\u6237\u670d\u52a1<\/strong>\u4e1a\u52a1\u4e2d\u5c55\u73b0\u51fa\u5de8\u5927\u4ef7\u503c\u3002<\/p>\n

\u5bf9\u4e8e\u524d\u8005\uff0c\u661f\u8fb0AI\u5927\u6a21\u578b\u901a\u8fc7\u5bf9\u5927\u91cf\u6545\u969c\u6570\u636e\u7684\u5b66\u4e60\u548c\u5206\u6790\uff0c\u80fd\u591f\u8fc5\u901f\u8bc6\u522b\u6f5c\u5728\u95ee\u9898\u5e76\u63d0\u4f9b\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u63d0\u9ad8\u7f51\u7edc\u8fd0\u7ef4\u7684\u6548\u7387\u548c\u8d28\u91cf\u3002<\/p>\n

\u5bf9\u4e8e\u540e\u8005\uff0c\u65b0\u4e00\u4ee3\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\u5728\u63a5\u5165\u661f\u8fb0AI\u5927\u6a21\u578b\u4e4b\u540e\uff0c\u5e94\u7b54\u80fd\u529b\u5927\u5e45\u63d0\u5347\uff0c\u95ee\u9898\u8986\u76d6\u7387\u8d85\u8fc795%\uff0c\u52a0\u4e0a\u8fd8\u80fd\u81ea\u52a8\u5bf9\u5ba2\u6237\u670d\u52a1\u8fdb\u884c\u51c6\u786e\u603b\u7ed3\uff0c\u56e0\u6b64\u8fd8\u80fd\u8fdb\u4e00\u6b65\u4f18\u5316\u670d\u52a1\u6d41\u7a0b\uff0c\u63d0\u9ad8\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/p>\n

\u5bf9\u4e8e\u6b64\u6b21\u5f00\u6e90\uff0c\u4e2d\u56fd\u7535\u4fe1\u7387\u5148\u91ca\u51fa\u7684\u5219\u662f\u5176\u767e\u4ebf\u53c2\u6570\u7248\u672c\uff0c\u5916\u63a8\u957f\u5ea632k\uff0c\u5e95\u5c42\u4ee3\u7801\u3001\u7b97\u6cd5\u903b\u8f91\u7b49\u5168\u90e8\u516c\u5f00\u3002<\/p>\n

\u5927\u4f19\u65e2\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528<\/strong>\u5927\u6a21\u578b\uff0c\u4e5f\u53ef\u4ee5\u6839\u636e\u81ea\u8eab\u4e1a\u52a1\u9700\u6c42\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u6216\u4e2a\u6027\u5316\u8bbe\u7f6e<\/strong>\u2014\u2014\u652f\u6301deepspeed\u5fae\u8c03\u6846\u67b6\u3001int8&&int4\u6a21\u578b\u91cf\u5316\u3001\u5347\u817e\u5361\u8bad\u63a8\u3002<\/p>\n

\u6216\u8005\u8fd8\u53ef\u4ee5\u7528\u5b83\u52a0\u8f7d\u81ea\u5df1\u7684\u77e5\u8bc6\u5e93\u6216\u6570\u636e<\/strong>\uff0c\u4ece\u800c\u8c03\u6574\u51fa\u66f4\u7b26\u5408\u81ea\u8eab\u4e1a\u52a1\u9700\u6c42\u3001\u66f4\u52a0\u4e2a\u6027\u5316\u7684\u7406\u60f3\u7ed3\u679c\u3002<\/p>\n

\u5177\u4f53\u6765\u770b\uff0c\u548c\u524d\u9762\u4ecb\u7ecd\u7684\u8fd8\u4e0d\u540c\uff0c\u7535\u4fe1\u5c06\u661f\u8fb0AI\u5927\u6a21\u578b\u80fd\u529b\u5206\u95e8\u522b\u7c7b\uff0c\u6b64\u6b21\u4e00\u5171\u5f00\u6e90\u7684\u662f5\u4e2a<\/strong>\u7ec6\u5206\u5927\u6a21\u578b\u3002<\/p>\n

\u9664\u4e86\u6700\u57fa\u7840\u7684\u661f\u8fb0\u8bed\u4e49\u5927\u6a21\u578b<\/strong>\uff0c\u8fd8\u5305\u62ec\uff1a<\/p>\n

    \n
  • \u661f\u8fb0\u8bed\u97f3\u5927\u6a21\u578b<\/strong>\u00a0\uff0c\u5b83\u5177\u5907\u5173\u952e\u8bcd\u68c0\u6d4b\u3001\u8d85\u81ea\u7136\u8bed\u97f3\u5408\u6210\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u8bed\u97f3\u7ffb\u8bd1\u3001\u58f0\u97f3\u533f\u540d\u3001AI \u4f5c\u66f2\u548c\u8bed\u97f3\u751f\u6210\u4e03\u5927\u7c7b\u7b97\u6cd5\u80fd\u529b\uff0c\u53ef\u7528\u4e8e\u97f3\u9891\u4f1a\u8bae\u7eaa\u8981\u6574\u7406\u3001\u667a\u80fd\u8bed\u97f3\u673a\u5668\u4eba\u7b49\u573a\u666f\uff1b<\/li>\n<\/ul>\n

    \"\u56fe\u7247\"<\/p>\n

      \n
    • \u661f\u8fb0\u591a\u6a21\u6001\u5927\u6a21\u578b<\/strong>\uff0c\u652f\u6301\u6587\u751f\u56fe\u3001\u56fe\u751f\u56fe\uff0c\u53ef\u7528\u4e8e\u5185\u5bb9\u521b\u4f5c\u3001\u5e7f\u544a\u8425\u9500\u7b49\uff1b<\/li>\n<\/ul>\n

      \"\u56fe\u7247\"<\/p>\n

        \n
      • \u542f\u660e\u7f51\u7edc\u5927\u6a21\u578b<\/strong>\uff0c\u4e13\u653b\u7f51\u7edc\u8fd0\u8425\uff0c\u4fa7\u91cd\u4e91\u7f51\u8fd0\u8425\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u67e5\u8be2\uff1b<\/li>\n
      • \u661f\u8fb0\u7ecf\u5206\u5927\u6a21\u578b<\/strong>\uff0c\u4e3b\u653b\u6570\u636e\u5206\u6790\u548c\u62a5\u544a\u751f\u6210\u3002<\/li>\n<\/ul>\n

        \u53ef\u4ee5\u8bf4\u76f8\u5f53\u5168\u9762\u4e86\u3002<\/p>\n

        \u7b97\u6cd5\u7eaf\u81ea\u7814\uff0c\u6838\u5fc3\u4f18\u52bf\u5728\u6570\u636e<\/h2>\n

        \u6709\u70b9\u60ca\u559c\u6709\u70b9\u610f\u5916\uff0c\u4f5c\u4e3a\u4e00\u5bb6\u8fd0\u8425\u5546\uff0c\u7535\u4fe1\u5728\u5927\u6a21\u578b\u7814\u53d1\u8fd9\u4ef6\u6280\u672f\u6d3b\u4e0a\u62ff\u51fa\u6001\u5ea6\uff0c\u8d70\u4e86\u7eaf\u81ea\u7814\u65b9\u5f0f<\/strong>\uff1a<\/p>\n

        \u80cc\u540e\u642d\u5efa\u4e86\u4e00\u652f800\u4eba\u7684\u7814\u53d1\u56e2\u961f\uff0c\u7855\u535a\u5360\u6bd4\u8d8554.9%\u7684\u90a3\u79cd\u3002<\/p>\n

        \u4ed6\u4eec\u5728\u6a21\u578b\u7ed3\u6784\u3001\u6570\u636e\u9884\u5904\u7406\u3001\u6a21\u578b\u9884\u8bad\u7ec3\u4ee5\u53ca\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\u3001\u964d\u4f4e\u5e7b\u89c9<\/strong>\u7b49\u65b9\u9762\u90fd\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u6ce8\u5165\u4e86\u7535\u4fe1\u81ea\u5df1\u7684\u201c\u7075\u9b42\u201d\u3002<\/p>\n

        \u5177\u4f53\u6765\u770b\uff0c\u5728\u6a21\u578b\u7ed3\u6784\u8bbe\u8ba1\u4e0a\uff0c\u56e2\u961f\u91c7\u7528\u89e3\u7801\u5668\u67b6\u6784\uff08decoder-only\uff09\u5e76\u6539\u8fdb\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08RoPE\uff09\uff0c\u518d\u7ed3\u5408\u81ea\u9002\u5e94\u63d2\u503c\u7684NTK-aware + LogN\u7b97\u6cd5\uff0c\u5927\u5e45\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u5916\u63a8\u80fd\u529b\uff0c\u4f7f\u5176\u652f\u6301\u8d85\u957f\u4e0a\u4e0b\u6587\uff0896k\uff09\u7406\u89e3\u3002<\/p>\n

        \u5728\u6a21\u578b\u8bad\u7ec3\u4e0a\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u7a33\u5b9a\u6027\uff0c\u56e2\u961f\u53c8\u4f7f\u7528\u4e86Embedding LayerNorm\u7b97\u6cd5\uff0c\u5728\u5d4c\u5165\u5c42\u6dfb\u52a0\u989d\u5916\u7684RMSNorm\u5c42\uff0c\u5e76\u5728\u6bcf\u4e2aTransformer\u5b50\u5c42\u524d\u52a0\u5165RMSNorm\u5c42\u3002<\/p>\n

        \u4e3a\u4e86\u63d0\u5347\u8bad\u7ec3\u548c\u63a8\u7406\u901f\u5ea6\uff0c\u4ed6\u4eec\u53c8\u91c7\u7528\u4e86SwiGLU\u6fc0\u6d3b\u51fd\u6570\u66ff\u4ee3\u4f20\u7edfGELU\u6fc0\u6d3b\u51fd\u6570\u7684\u65b9\u5f0f\uff0c\u5c06\u9690\u85cf\u5c42\u5927\u5c0f\u8bbe\u8ba1\u4e3a8\/3d\u800c\u975e4d\u3002<\/p>\n

        \u518d\u901a\u8fc7\u5c06RoPE\u4e0eFlashAttention-V2\u76f8\u7ed3\u5408\uff0c\u6a21\u578b\u7684\u8bad\u7ec3\u901f\u5ea6\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e8620%\u4ee5\u4e0a\u3002<\/p>\n

        \u5728\u5fae\u8c03\u9636\u6bb5\uff0c\u56e2\u961f\u7684\u505a\u6cd5\u5219\u662f\u5728embedding\u5c42\u52a0\u5165\u566a\u58f0\u6270\u52a8\u6765\u7f13\u89e3\u8fc7\u62df\u5408\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u95ee\u7b54\u8d28\u91cf\u3002<\/p>\n

        \u4eba\u7c7b\u6307\u4ee4\u5bf9\u9f50\u4e0a\u4e5f\u4e0b\u4e86\u4e0d\u5c11\u529f\u592b\uff0c\u7ecf\u8fc7\u4e00\u7cfb\u5217bge\u5411\u91cf\u5316+\u805a\u7c7b\u4ee5\u53ca\u4eba\u7c7b\u6807\u6ce8\u7684\u65b9\u5f0f\uff0c\u56e2\u961f\u5f97\u5230\u5b8c\u6574\u3001\u5168\u9762\u7684\u57fa\u4e8e\u4eba\u7c7b\u504f\u597d\u7684\u6392\u5e8f\u6570\u636e\u3002<\/p>\n

        \u7136\u540e\u53c8\u591a\u6b21\u5c1d\u8bd5PPO\u3001RRHF\u548cDPO\u5728\u5185\u7684\u4eba\u7c7b\u504f\u597d\u6392\u5e8f\u6570\u636e\u8bad\u7ec3\u7b56\u7565\uff0c\u6700\u7ec8\u9009\u62e9DPO\u8fdb\u884c\u8bad\u7ec3\uff0c\u5b9e\u73b0\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\uff0c\u7531\u6b64\u63d0\u5347\u6a21\u578b\u751f\u6210\u7b54\u6848\u7684\u5b89\u5168\u6027\u548c\u89c4\u8303\u6027\u3002<\/p>\n

        \u6700\u540e\uff0c\u5728\u5927\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u4e0a\uff0c\u4e2d\u56fd\u7535\u4fe1\u7814\u53d1\u56e2\u961f\u4e5f\u7ed9\u51fa\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u89e3\u51b3\u65b9\u6848\uff1a\u5305\u62ec\u5173\u952e\u4fe1\u606f\u6ce8\u610f\u529b\u589e\u5f3a\u6280\u672f\u3001\u591a\u8f6e\u77e5\u8bc6\u8bb0\u5fc6\u548c\u5f3a\u5316\u6280\u672f\u3001\u77e5\u8bc6\u56fe\u8c31\u5f3a\u5316\u6280\u672f\u4ee5\u53ca\u77e5\u8bc6\u6eaf\u6e90\uff0c\u6700\u7ec8\u5c06\u5927\u6a21\u578b\u5e7b\u89c9\u964d\u4f4e\u4e8640%\u3002<\/p>\n

        \"\u56fe\u7247\"<\/p>\n

        \u2014\u2014\u6280\u672f\u4e0a\u7684\u52aa\u529b\u8bf4\u4e86\u8fd9\u4e48\u591a\uff0c\u5728\u9020\u5927\u6a21\u578b\u8fd9\u4ef6\u4e8b\u4e0a\uff0c\u7535\u4fe1\u5230\u5e95\u6709\u54ea\u4e9b\u4f18\u52bf\u5462\uff1f<\/p>\n

        \u6700\u4e3a\u6838\u5fc3\u7684\u5c31\u662f\u6570\u636e<\/strong>\u3002<\/p>\n

        \u6570\u636e\u7684\u91cd\u8981\u6027\u5bf9\u4e8e\u5927\u6a21\u578b\u7684\u6027\u80fd\u4e0d\u8a00\u800c\u55bb\uff0c\u800c\u5f53\u4e0b\uff0c\u4e2d\u6587\u4e92\u8054\u7f51\u6570\u636e\u7531\u4e8e\u6570\u636e\u5b64\u5c9b\u3001AI\u751f\u6210\u6c61\u67d3\u7b49\u95ee\u9898\u5b58\u5728\u83b7\u53d6\u56f0\u96be\u3001\u8d28\u91cf\u582a\u5fe7\u7b49\u60c5\u51b5\u3002<\/p>\n

        \u5728\u6b64\uff0c\u7535\u4fe1\u9664\u4e86\u5927\u91cf\u6765\u81ea\u767e\u79d1\u3001\u4e66\u7c4d\u3001\u53f8\u6cd5\u3001\u533b\u836f\u7b49\u7ef4\u5ea6\u7684\u901a\u7528\u6570\u636e\uff0c\u4e5f\u51ed\u501f\u81ea\u8eab\u4e1a\u52a1\u79ef\u7d2f\u4e86\u4e0d\u5c11\u884c\u4e1a\u6570\u636e\u3002<\/p>\n

        \u8fd9\u4f7f\u5f97\u7535\u4fe1\u5927\u6a21\u578b\u7684\u4e2d\u6587\u8bad\u7ec3\u6570\u636e\u8d85\u8fc725TB<\/strong>\uff0c\u4e2d\u6587\u603btoken\u91cf\u8d858\u4e07\u4ebf\u3002<\/p>\n

        \u7ecf\u8fc7Knesey-Ney\u6280\u672f\u8fc7\u6ee4\u3001Minihash+Jaccard\u6392\u91cd\uff0c\u4ee5\u53ca\u51e0\u767e\u4eba\u4e13\u4e1a\u6807\u6ce8\u56e2\u961f\u7684\u4eba\u5de5\u6807\u6ce8\uff0c\u8fd9\u6279\u6570\u636e\u5316\u4e3a\u975e\u5e38\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u96c6\uff0c\u4e3a\u661f\u8fb0AI\u5927\u6a21\u578b\u7b97\u6cd5\u8bad\u7ec3\u6253\u4e0b\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n

        \"\u56fe\u7247\"<\/p>\n

        \uff08\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u7535\u4fe1\u4e5f\u5c06\u5f00\u6e90\u5176\u4e2d\u5927\u90e8\u5206\u6570\u636e\uff0c\u503c\u5f97\u5927\u4f19\u671f\u5f85\u4e00\u6ce2\u3002\uff09<\/p>\n

        \u6570\u636e\u96c6\u6709\u4e86\uff0c\u5176\u6b21\uff0c\u7b97\u529b<\/strong>\u4e5f\u4e0d\u7f3a\uff1a<\/p>\n

        \u5bf9\u4e8e\u5927\u6a21\u578b\u8bad\u7ec3\u6240\u9700\u7684\u6781\u5927\u7b97\u529b\u9700\u6c42\uff0c\u4e2d\u56fd\u7535\u4fe1\u901a\u8fc7\u201c2+31\u201d\u5929\u7ffc\u4e91\u5e03\u5c40\u57fa\u7840\uff0c\u6784\u5efa\u4e86\u5168\u56fd\u56db\u7ea7\u8d85\u5927\u7b97\u529b\u5e95\u5ea7\u6765\u6ee1\u8db3\u3002<\/p>\n

        \u7b80\u5355\u6765\u8bf4\u5c31\u662f\u6765\u81ea\u96c6\u56e2\u76842\u5927\u6838\u5fc3\u7b97\u529b\u96c6\u7fa4\uff08\u5305\u542b\u8fd1\u4e07\u53f0GPU\uff09\u4e0e31\u4e2a\u7701\u7ea7\u7b97\u529b\u96c6\u7fa4\uff08\u540c\u6837\u8fd1\u4e07\u53f0GPU\uff09\u8fdb\u884c\u4e91\u8fb9\u7aef\u534f\u540c\uff0c\u5b9e\u73b0\u7b97\u529b\u8d44\u6e90\u5168\u56fd\u7edf\u7b79\u8c03\u5ea6\u7ba1\u7406\uff0cAI\u80fd\u529b\u4e00\u952e\u4e0b\u53d1\uff0c\u591a\u4e2a\u5927\u6a21\u578b\u8fdb\u884c\u540c\u65f6\u8bad\u7ec3\u4e5f\u53ef\u6ee1\u8db3\u3002<\/p>\n

        \u6700\u540e\uff0c\u518d\u52a0\u4e0a\u524d\u9762\u6240\u8bb2\u7684\u4e00\u7cfb\u5217\u6838\u5fc3\u7b97\u6cd5\u81ea\u7814\u548c\u4f18\u5316\uff0c\u7535\u4fe1\u51ed\u201c\u6570\u7b97\u6cd5\u201d<\/strong>\u4e09\u5927\u5f3a\u529b\u540e\u76fe\uff0c\u7529\u51fa\u4e86\u661f\u8fb0\u5927\u6a21\u578b\u8fd9\u4efd\u6210\u7ee9\u5355\u3002<\/p>\n

        \"\u56fe\u7247\"<\/p>\n

        \u73b0\u5728\uff0c\u66f4\u662f\u5c06\u5b83\u8c6a\u6c14\u5f00\u6e90\uff0c\u548c\u4e13\u4e1a\u9009\u624b\u4e00\u8d77\uff0c\u6562\u4e8e\u76f4\u63a5\u4ea4\u7ed9\u516c\u4f17\u6765\u68c0\u9a8c\u3002<\/p>\n

        \u90a3\u4e48\uff0c\u95ee\u9898\u6765\u4e86\u2014\u2014<\/p>\n

        \u4e3a\u4ec0\u4e48\u80fd\u505a\u5230\u592e\u4f01\u4e2d\u7b2c\u4e00\u4e2a\u53d1\u5e03\u5927\u6a21\u578b\uff1f<\/h2>\n

        \u9996\u5148\uff0c\u662f\u6001\u5ea6\u4e0a\u91cd\u89c6\u3002<\/strong><\/p>\n

        \u5728\u5927\u6a21\u578b\u548cAI\u6280\u672f\u4e0a\uff0c\u4e2d\u56fd\u7535\u4fe1\u6709\u57fa\u7840\u6709\u5e03\u5c40\u3002<\/p>\n

        \u9664\u4e86\u661f\u8fb0AI\u5927\u6a21\u578b\uff0c\u5728\u53bb\u5e7411\u6708\u4e3e\u529e\u7684\u6570\u5b57\u79d1\u6280\u751f\u6001\u5927\u4f1a\u4e0a\u7535\u4fe1\u8fd8\u53d1\u5e03\u4e8612\u4e2a\u884c\u4e1a\u5927\u6a21\u578b\uff0c\u5e76\u63a8\u51fa\u201c\u661f\u8fb0MaaS\u751f\u6001\u670d\u52a1\u5e73\u53f0\u201d\uff0c\u5b9e\u73b0\u5b9a\u5236\u5316\u670d\u52a1\u3002<\/p>\n

        \u4ee5\u53ca\u53ef\u5f00\u7bb1\u5373\u7528\u7684\u5927\u6a21\u578b\u751f\u4ea7\u5e94\u7528\u6d41\u6c34\u7ebf\u4ea7\u54c1\u201c\u6167\u805a\u201d<\/strong>\uff0c\u5b83\u9884\u7f6e\u591a\u79cd\u57fa\u7840\u5927\u6a21\u578b\u3001\u5f00\u53d1\u73af\u5883\u3001\u6570\u636e\u8bad\u7ec3\u5de5\u5177\u7b49\uff0c\u4f7f\u5f97\u7535\u4fe1\u4e0d\u4ec5\u81ea\u5df1\u751f\u4ea7\u5927\u6a21\u578b\uff0c\u8fd8\u63d0\u4f9b\u80fd\u529b\u5e2e\u5176\u4ed6\u4f01\u4e1a\u5f00\u53d1\u5927\u6a21\u578b\u3002<\/p>\n

        \u800c\u8fd9\u4e00\u5207\uff0c\u57fa\u4e8e\u7684\u662f\u7535\u4fe1\u5df2\u5386\u7ecf10\u5e74\u7684AI\u80fd\u529b\u5efa\u8bbe<\/strong>\u3002<\/p>\n

        \"\u56fe\u7247\"<\/p>\n

        \u5728\u8f6f\u4ef6\u7b97\u6cd5\u9886\u57df\uff0c\u4e2d\u56fd\u7535\u4fe1\u7684\u4eba\u8138\u8bc6\u522b\u3001\u52a8\u4f5c\u68c0\u6d4b\u3001\u5bf9\u8c61\u8ddf\u8e2a\u68c0\u6d4b\u7b49\u591a\u9879\u6280\u672f\u65a9\u83b7\u4e16\u754c\u5927\u5956\uff0c\u6570\u5b57\u4eba\u6280\u672f\u6240\u652f\u6491\u7684\u667a\u80fd\u5ba2\u670d\u4ea7\u54c1\u4e5f\u5728\u56fd\u9645\u8d5b\u4e8bDCASE2023 task-A\u8d5b\u9053\u4e2d\u83b7\u5f97\u5b63\u519b\uff0c\u6b64\u5916\u8fd8\u4e0e\u534e\u4e3a\u8054\u5408\u53d1\u5e03\u4e86AI\u9ad8\u6027\u80fd\u63a8\u7406\u6846\u67b6UniStream\u3002<\/p>\n

        \u8fd9\u65e0\u6bd4\u4f53\u73b0\u7740\u4e2d\u56fd\u7535\u4fe1\u624e\u5b9e\u7684AI\u57fa\u7840\u5b9e\u529b\u3002<\/p>\n

        \u5176\u6b21\uff0c\u6709\u4eba\u624d\u6709\u5927\u725b\u3002<\/strong><\/p>\n

        \u5982\u524d\u6587\u4ecb\u7ecd\uff0c\u4e3a\u4e86\u642d\u661f\u8fb0AI\u5927\u6a21\u578b\uff0c\u4e2d\u56fd\u7535\u4fe1\u5feb\u901f\u7ec4\u5efa\u4e86\u4e00\u652f\u8fd1800\u4eba\u7684\u7814\u53d1\u56e2\u961f\uff0c\u6210\u5458\u6765\u81ea\u56fd\u5185\u5916\u9876\u5c16\u9ad8\u6821\uff0c\u5982\u6e05\u534e\u3001\u5317\u5927\u3001\u65af\u5766\u798f\u548c\u54e5\u4f26\u6bd4\u4e9a\u7b49\uff0c\u5e73\u5747\u5e74\u9f8431.79\u5c81\u3002<\/p>\n

        \u5176\u4e2d\u7eaf\u6280\u672f\u4eba\u5458\u5360\u6bd475%\uff0c\u7855\u535a\u5360\u6bd4\u8d8554.9%\uff0c\u8fd9\u6ce2\u4eba\u624d\u5e2e\u52a9\u7535\u4fe1\u5728\u5bf9\u5185\u5bf9\u5916\u4e1a\u52a1\u4e2d\u53d6\u4ee3\u5916\u90e8\u7b97\u6cd5\u80fd\u529b\uff0c\u5b9e\u73b0\u6838\u5fc3\u7b97\u6cd5\u80fd\u529b\u81ea\u4e3b\u53ef\u63a7\u3002<\/p>\n

        \u5728\u5e7f\u7eb3\u57fa\u7840\u4eba\u624d\u4e4b\u5916\uff0c\u7535\u4fe1\u4e5f\u5750\u62e5\u4e00\u6279\u5927\u725b\uff0c\u5176\u4e2d\u5305\u62ec\u53bb\u5e74\u5e74\u5e95\u5168\u804c\u52a0\u76df\u4e2d\u56fd\u7535\u4fe1\u62c5\u4efbCTO\u4ee5\u53ca\u9996\u5e2d\u79d1\u5b66\u5bb6\u7684\u674e\u5b66\u9f99<\/strong>\u3002<\/p>\n

        \u4f5c\u4e3aAI\u9886\u57dfFellow\u5927\u6ee1\u8d2f\u9009\u624b\u3001\u201c\u591a\u6a21\u6001\u8ba4\u77e5\u8ba1\u7b97\u201d\u7684\u63d0\u51fa\u8005\uff0c\u4ed6\u5c06\u5e26\u9886\u7535\u4fe1\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\uff0c\u7ee7\u7eed\u5f00\u5c55\u57fa\u7840\u3001\u524d\u6cbf\u7814\u7a76\u3002<\/p>\n

        \u6700\u540e\uff0c\u6211\u4eec\u4e86\u89e3\u5230\uff0c\u5176\u5b9e\u4e0d\u6b62\u4e8eAI\u548c\u5927\u6a21\u578b\uff0c\u4e2d\u56fd\u7535\u4fe1\u5728\u5f88\u591a\u6280\u672f\u4e0a\u90fd\u8fdb\u884c\u4e86\u6295\u5165\uff0c\u5e76\u4e14\u4e5f\u53d6\u5f97\u4e86\u540c\u884c\u4f18\u52bf\u3002<\/p>\n

        \u4f8b\u5982\u91cf\u5b50\u901a\u4fe1\uff0c\u4e2d\u56fd\u7535\u4fe1\u4e0d\u4e45\u524d\u53d1\u5e03\u4e86\u5177\u5907\u201c\u91cf\u5b50\u4f18\u8d8a\u6027\u201d\u80fd\u529b\u7684\u201c\u5929\u884d\u201d\u91cf\u5b50\u8ba1\u7b97\u4e91\u5e73\u53f0\uff0c\u6b64\u524d\u8fd8\u5f00\u901a\u4e86\u56fd\u5185\u89c4\u6a21\u6700\u5927\u3001\u7528\u6237\u6700\u591a\u3001\u5e94\u7528\u6700\u5168\u7684\u91cf\u5b50\u4fdd\u5bc6\u901a\u4fe1\u57ce\u57df\u7f51\uff0c\u5e76\u4e3b\u5bfc\u5236\u5b9a\u4e86\u4e2d\u592e\u4f01\u4e1a\u7b2c\u4e00\u7275\u5934\u7acb\u9879\u76847\u9879\u91cf\u5b50\u901a\u4fe1\u884c\u4e1a\u6807\u51c6\uff08\u542b\u56e2\u6807\uff09\u4e2d\u76845\u9879\u3002<\/p>\n

        \u518d\u4f8b\u5982\u5728\u65b0\u4e00\u4ee3\u4fe1\u606f\u901a\u4fe1\u6280\u672f\u4e0a\uff0c\u4e2d\u56fd\u7535\u4fe1\u53d1\u5e03\u4e86\u5168\u7403\u9996\u4e2a\u652f\u6301\u6d88\u8d39\u7ea75G\u7ec8\u7aef\u53cc\u5411\u8bed\u97f3\u548c\u77ed\u4fe1\u7684\u8fd0\u8425\u7ea7\u4ea7\u54c1\u3002<\/p>\n

        \u53ef\u4ee5\u770b\u51fa\uff0c\u4e2d\u56fd\u7535\u4fe1\u867d\u4e3a\u4f20\u7edf\u8fd0\u8425\u5546\uff0c\u4f46\u5728\u6280\u672f\u4e0a\u4e00\u8d2f\u90fd\u5f88\u91cd\u89c6\uff0c\u5e76\u4e14\u5728\u5176\u4e2d\u7684\u6295\u5165\u53ef\u80fd\u6bd4\u6211\u4eec\u60f3\u8c61\u5f97\u8fd8\u8981\u6df1<\/strong>\u3002<\/p>\n

        \u56e0\u6b64\uff0c\u5bf9\u4e8e\u672c\u6bb5\u63d0\u51fa\u7684\u95ee\u9898\uff1a<\/p>\n

        \u4e3a\u4ec0\u4e48\u4e2d\u56fd\u7535\u4fe1\u80fd\u505a\u5230\u592e\u4f01\u4e2d\u7b2c\u4e00\u4e2a\u53d1\u5e03\u5927\u6a21\u578b\uff1f<\/p>\n

        \u7b54\u6848\u4e5f\u5c31\u60c5\u7406\u4e4b\u4e2d\u4e86\u3002<\/p>\n

        \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

        <\/div>\n

        <\/g><\/svg><\/i> \"Loading\"<\/p>\n

        <\/div>\n","protected":false},"excerpt":{"rendered":"

        \u73b0\u5728\uff0c\u968f\u7740\u5176\u4ee3\u7801\u548c\u6a21\u578b\u5728Github\u3001Gitee\u3001HuggingFace\u4e09\u4e2a\u5e73\u53f0\u4e00\u5e76\u53ef\u83b7\u53d6\u4f7f\u7528\uff0c\u4e2d\u56fd\u7535\u4fe1\u4e5f\u987a\u52bf […]<\/p>\n

        <\/div>\n

        <\/g><\/svg><\/i> \"Loading\"<\/p>\n

        <\/div>\n","protected":false},"author":56,"featured_media":17690,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,80],"tags":[124,820],"class_list":["post-17689","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-80","tag-ai","tag-820"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/17689","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=17689"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/17689\/revisions"}],"predecessor-version":[{"id":17703,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/17689\/revisions\/17703"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/17690"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=17689"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=17689"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=17689"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}