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\n\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cDeepSeek-V3\u5c55\u73b0\u51fa\u4ee5\u4e0b\u4f18\u52bf\uff1a\u4e00\u662f\u591a\u6a21\u6001\u878d\u5408\u80fd\u529b\uff0c\u53ef\u540c\u65f6\u89e3\u6790\u6587\u672c\u578b\u533b\u5631\u548c\u56fe\u50cf\u578b\u4f24\u53e3\u7167\u7247\uff0c\u67d0\u8bd5\u70b9\u9879\u76ee\u663e\u793a\u5176\u7efc\u5408\u8bca\u65ad\u5efa\u8bae\u4e0e\u4e13\u5bb6\u59d4\u5458\u4f1a\u7684\u4e00\u81f4\u7387\u8fbe\u523089%\uff1b\u4e8c\u662f\u5c11\u6837\u672c\u5b66\u4e60\u7279\u6027\uff0c\u5f53\u65b0\u578b\u6d41\u611f\u7206\u53d1\u65f6\uff0c\u4ec5\u9700200\u4f8b\u65b0\u589e\u75c5\u4f8b\u5373\u53ef\u66f4\u65b0\u9884\u6d4b\u6a21\u578b\u3002\u4f46\u6311\u6218\u4ea6\u5b58\u5728\uff0c\u6a21\u578b\u5bf9\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u8001\u4eba\u8bed\u97f3\u62b1\u6028\uff09\u7684\u5904\u7406\u4ecd\u4f9d\u8d56\u989d\u5916ASR\u6a21\u5757\uff0c\u4e14\u9700\u8b66\u60d5\u7b97\u6cd5\u504f\u89c1\u2014\u2014\u6d4b\u8bd5\u53d1\u73b0\uff0c\u6a21\u578b\u5bf9\u9ad8\u9f84\u7537\u6027\u8dcc\u5012\u98ce\u9669\u7684\u9884\u6d4b\u7f6e\u4fe1\u5ea6\u666e\u904d\u504f\u9ad8\uff0c\u9700\u901a\u8fc7\u5bf9\u6297\u8bad\u7ec3\u4fee\u6b63\u3002
\n\u4e00\u4e2a\u7a81\u7834\u6027\u5e94\u7528\u662f\u7ed3\u5408LLM\u7684\u56e0\u679c\u63a8\u65ad\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u53cd\u4e8b\u5b9e\u5206\u6790\u53d1\u73b0\uff1a\u5c06\u6bcf\u65e5\u96c6\u4f53\u6d3b\u52a8\u65f6\u95f4\u4ece1\u5c0f\u65f6\u589e\u81f31.5\u5c0f\u65f6\uff0c\u53ef\u4f7f\u6291\u90c1\u75c7\u72b6\u53d1\u751f\u7387\u964d\u4f4e12%\uff08p<0.01\uff09\u3002\u8fd9\u79cd\u6d1e\u5bdf\u8fdc\u8d85\u4f20\u7edf\u56de\u5f52\u5206\u6790\u7684\u80fd\u529b\u8303\u56f4\u3002 \n<\/p>\n\u56db\u3001\u6570\u636e\u91c7\u96c6\u3001\u6e05\u6d17\u4e0e\u7279\u5f81\u5de5\u7a0b\u7684\u5173\u952e\u5b9e\u8df5<\/h2>\n
\n\u5728\u6570\u636e\u6e05\u6d17\u73af\u8282\uff0c\u9488\u5bf9\u4f20\u611f\u5668\u6570\u636e\u7f3a\u5931\u95ee\u9898\uff0c\u91c7\u7528\u57fa\u4e8eGAN\u7684\u586b\u5145\u7b97\u6cd5\uff08\u5982E-GAN\uff09\u6bd4\u4f20\u7edf\u63d2\u503c\u6cd5\u5c06RMSE\u964d\u4f4e23%\u3002\u7279\u5f81\u5de5\u7a0b\u65b9\u9762\uff0c\u9664\u4e86\u5e38\u89c4\u7684\u65f6\u5e8f\u7279\u5f81\uff08\u5982\u8fc7\u53bb24\u5c0f\u65f6\u5fc3\u7387\u53d8\u5f02\u7cfb\u6570\uff09\uff0c\u8fd8\u9700\u6784\u5efa\u9886\u57df\u7279\u5f02\u6027\u6307\u6807\uff1a\u4f8b\u5982”\u62a4\u7406\u5f3a\u5ea6\u6307\u6570”\uff0c\u5176\u8ba1\u7b97\u516c\u5f0f\u4e3a\uff08ADL\u8bc4\u5206\u00d70.3 + \u6162\u6027\u75c5\u6570\u91cf\u00d70.7\uff09\/ \u62a4\u7406\u4eba\u5458\u914d\u6bd4\u3002\u8be5\u6307\u6807\u5728\u5317\u4eac\u67d0\u517b\u8001\u9662\u7684\u8bd5\u70b9\u4e2d\uff0c\u6210\u529f\u9884\u6d4b\u4e8686%\u7684\u62a4\u60a3\u77db\u76fe\u4e8b\u4ef6\u3002
\n\u9690\u79c1\u4fdd\u62a4\u65b9\u9762\uff0c\u5dee\u5206\u9690\u79c1\uff08DP\uff09\u4e0e\u540c\u6001\u52a0\u5bc6\uff08HE\uff09\u7ed3\u5408\u4f7f\u7528\u3002\u6d4b\u8bd5\u8868\u660e\uff0c\u5bf9\u5e74\u9f84\u3001\u75c5\u53f2\u7b49\u5b57\u6bb5\u6dfb\u52a0\u03b5=0.5\u7684\u62c9\u666e\u62c9\u65af\u566a\u58f0\u540e\uff0cK-\u533f\u540d\u6027\u4ecd\u80fd\u4fdd\u6301\uff0c\u800c\u903b\u8f91\u56de\u5f52\u6a21\u578b\u7684AUC\u4ec5\u4e0b\u964d0.02\u3002\u503c\u5f97\u5173\u6ce8\u7684\u65b0\u8d8b\u52bf\u662f\u5408\u6210\u6570\u636e\u7684\u4f7f\u7528\uff0cNVIDIA Clara\u5e73\u53f0\u751f\u6210\u7684\u865a\u62df\u8001\u4eba\u6d3b\u52a8\u8f68\u8ff9\uff0c\u5728\u4fdd\u62a4\u771f\u5b9e\u6570\u636e\u7684\u540c\u65f6\u6ee1\u8db3\u4e86\u7b97\u6cd5\u8bad\u7ec3\u9700\u6c42\u3002\n<\/p>\n\u4e94\u3001\u7cfb\u7edf\u843d\u5730\u6848\u4f8b\u4e0e\u672a\u6765\u53d1\u5c55\u8d8b\u52bf<\/h2>\n
\n\u672a\u6765\u6280\u672f\u6f14\u8fdb\u5c06\u805a\u7126\u4e09\u4e2a\u65b9\u5411\uff1a\u9996\u5148\u662f\u5177\u8eab\u667a\u80fd\u7684\u5e94\u7528\uff0c\u4f8b\u5982\u79fb\u52a8\u62a4\u7406\u673a\u5668\u4eba\u901a\u8fc7\u5b9e\u65f6\u5206\u6790\u8001\u4eba\u7684\u6b65\u6001\u6570\u636e\u63d0\u4f9b\u6400\u6276\u670d\u52a1\uff1b\u5176\u6b21\u662f\u8de8\u673a\u6784\u8054\u90a6\u5b66\u4e60\uff0c\u76ee\u524d\u4e2d\u56fd\u8001\u9f84\u534f\u4f1a\u6b63\u63a8\u52a8\u5efa\u7acb\u5168\u56fd\u517b\u8001\u6570\u636e\u8054\u76df\uff0c\u5df2\u6709137\u5bb6\u673a\u6784\u53c2\u4e0e\u6a21\u578b\u5171\u5efa\uff1b\u6700\u540e\u662f\u751f\u6210\u5f0fAI\u7684\u6df1\u5ea6\u6574\u5408\uff0c\u5b9e\u9a8c\u8bc1\u660e\uff0c\u7528Stable Diffusion\u751f\u6210\u7684\u865a\u62df\u573a\u666f\u53ef\u8f85\u52a9\u75f4\u5446\u8001\u4eba\u8fdb\u884c\u8bb0\u5fc6\u8bad\u7ec3\uff0c\u5176\u6548\u679c\u8f83\u4f20\u7edf\u65b9\u6cd5\u63d0\u534728%\uff08MMSE\u91cf\u8868\u8bc4\u5206\uff09\u3002
\n\u653f\u7b56\u5c42\u9762\u4ea6\u9700\u8ddf\u8fdb\uff0c\u5efa\u8bae\u53c2\u8003\u65b0\u52a0\u5761IMDA\u5236\u5b9a\u7684\u300a\u667a\u6167\u517b\u8001\u6570\u636e\u6807\u51c6\u300b\uff0c\u5efa\u7acb\u7edf\u4e00\u7684\u5143\u6570\u636e\u89c4\u8303\u3002\u540c\u65f6\uff0c\u4f26\u7406\u5ba1\u67e5\u59d4\u5458\u4f1a\u5e94\u4ecb\u5165\u7cfb\u7edf\u5f00\u53d1\u5168\u6d41\u7a0b\uff0c\u786e\u4fdd\u7b97\u6cd5\u51b3\u7b56\u7684\u900f\u660e\u6027\u2014\u2014\u4f8b\u5982\u5f53\u7cfb\u7edf\u5efa\u8bae\u8c03\u6574\u62a4\u7406\u7b49\u7ea7\u65f6\uff0c\u5fc5\u987b\u63d0\u4f9b\u53ef\u89e3\u91ca\u7684\u7279\u5f81\u8d21\u732e\u5ea6\u5206\u6790\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"