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1. LMM\u5728\u57fa\u7840\u7b97\u6570\u6d4b\u8bd5\u4e0a\u4f5c\u5f0a\u4e86\uff1f<\/h3><\/div><\/div>[vc_column_text css=”.vc_custom_1719867436349{margin-bottom: 20px !important;}”]\u63d0\u9ad8\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b<\/strong>\u662f\u5f53\u524d\u7814\u7a76\u7684\u6700\u91cd\u8981\u65b9\u5411\u4e4b\u4e00\u3002\u8fd1\u671f\uff0c\u8bb8\u591a\u6a21\u578b\u5728\u6570\u5b66\u63a8\u7406\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u975e\u5e38\u4e0d\u9519\u7684\u6210\u7ee9\u3002\u4f46\u4e5f\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u7814\u7a76\u8005\u62c5\u5fc3\uff0c\u8fd9\u6216\u8bb8\u5e76\u4e0d\u610f\u5473\u7740\u6a21\u578b\u771f\u6b63\u7684\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\uff0c\u800c\u66f4\u53ef\u80fd\u662f\u7531\u4e8e\u6570\u636e\u96c6\u6c61\u67d3<\/strong>\uff08\u5373\u6d4b\u8bd5\u7528\u7684\u6570\u636e\u6cc4\u6f0f\u5230\u4e86\u8bad\u7ec3\u7528\u7684\u6570\u636e\u4e2d\uff09\u5bfc\u81f4\u7684\u3002\u5982\u679c\u8bad\u7ec3\u96c6\u4e2d\u5305\u542b\u4e0e\u6d4b\u8bd5\u96c6\u91cd\u590d\u6216\u76f8\u4f3c\u7684\u9898\u76ee\uff0cLLM\u4fbf\u53ef\u80fd\u5982\u540c\u6211\u4eec\u5728\u8003\u8bd5\u524d\u201c\u75af\u72c2\u201d\u8bb0\u5fc6\u7b54\u6848\u4ee5\u901a\u8fc7\u8003\u8bd5\u4e00\u6837\uff0c\u53ea\u662f\u7b80\u5355\u8bb0\u5fc6\u8bad\u7ec3\u96c6\u4e2d\u7684\u7b54\u6848\uff0c\u4ee5\u4e00\u79cd\u201c\u5077\u61d2\u201d\u7684\u65b9\u5f0f\u901a\u8fc7\u6d4b\u8bd5\uff0c\u800c\u6ca1\u6709\u771f\u6b63\u7406\u89e3\u5176\u4e2d\u7684\u6570\u5b66\u539f\u7406\u3002<\/p>\n

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\u56e0\u6b64\uff0c\u4e3a\u4e86\u4e25\u683c\u9a8c\u8bc1LLM\u5728\u5c0f\u5b66\u6570\u5b66\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u4e0a\u5347\u662f\u4e0d\u662f\u7531\u6570\u636e\u6c61\u67d3\u9020\u6210\u7684\uff0cScale AI \u7684\u7814\u7a76\u4eba\u5458\u59d4\u6258\u5236\u4f5c\u4e86Grade School Math 1000\uff08GSM1k\uff09\u3002\u8fd9\u662f\u4e00\u4e2a\u5305\u542b1250\u4e2a\u57fa\u7840\u7b97\u6570\u9898\u76ee\u7684\u6570\u636e\u96c6\uff0c\u5b8c\u5168\u7531\u4eba\u5de5\u6807\u6ce8\u751f\u6210\uff0c\u4e0e\u7ecf\u5178\u7684\u6d4b\u8bd5\u96c6GSM8k\u5728\u96be\u6613\u7a0b\u5ea6\u3001\u89e3\u9898\u6b65\u9aa4\u53ca\u4eba\u5de5\u89e3\u9898\u7387<\/strong>\u7b49\u591a\u4e2a\u6307\u6807\u4e0a\u9ad8\u5ea6\u76f8\u4f3c\uff0c\u4f46\u5185\u5bb9\u5b8c\u5168\u72ec\u7acb<\/strong>\u3002Scale AI\u901a\u8fc7\u6bd4\u8f83LLM\u6a21\u578b\u5728GSM1k\u4e0eGSM8k\u4e0a\u7684\u8868\u73b0\u5dee\u5f02\uff0c\u68c0\u6d4b\u6a21\u578b\u6f5c\u5728\u7684\u8fc7\u62df\u5408\u60c5\u51b5\u3002
\n[\/vc_column_text][vc_column_text css=”.vc_custom_1719867580621{margin-bottom: 20px !important;}”]GSM1k\u548cGSM8k\u4e2d\u6570\u636e\u7684\u5177\u4f53\u6837\u4f8b<\/strong><\/p>\n\n\n\n\n\n
\u6570\u636e\u96c6<\/td>\n\u4f8b\u5b50<\/td>\n<\/tr>\n
GSM8k<\/td>\nJames\u6bcf\u5468\u4f1a\u7ed9\u4e24\u4e2a\u4e0d\u540c\u7684\u670b\u53cb\u5404\u5199\u4e00\u5c01\u4e09\u9875\u957f\u7684\u4fe1\uff0c\u4ed6\u4e00\u5e74\u603b\u5171\u4f1a\u5199\u591a\u5c11\u9875\u7684\u4fe1\u5462\uff1f<\/td>\n<\/tr>\n
GSM1k<\/td>\nLee \u4ee5\u6bcf\u80a140\u7f8e\u5143\u7684\u4ef7\u683c\u8d2d\u4e70\u4e866\u80a1D\u80a1\u7968\u3002\u5982\u679c\u4ed6\u5e0c\u671b\u5728\u8fd9\u7b14\u4ea4\u6613\u4e2d\u8d5a24\u7f8e\u5143\uff0c\u90a3\u4ed6\u5e94\u8be5\u5728D\u80a1\u7968\u6bcf\u80a1\u591a\u5c11\u7684\u65f6\u5019\u5356\u51fa\uff1f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

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\u8fdb\u4e00\u6b65\u5206\u6790\u8868\u660e\uff0c\u8fc7\u62df\u5408\u7684\u90e8\u5206\u539f\u56e0\u7684\u786e\u662f\u6a21\u578b\u8bb0\u4f4f\u4e86GSM8k\u4e2d\u7684\u6837\u672c\u3002[\/vc_column_text][vc_single_image image=”10051″ img_size=”full” css=”.vc_custom_1719867616705{margin-bottom: 20px !important;}”][vc_column_text css=”.vc_custom_1719867627196{margin-bottom: 20px !important;}”]\u6b64\u5916\uff0cScale AI\u8fd8\u6307\u51fa\uff0c\u8fc7\u62df\u5408\u7684\u5b58\u5728\u5e76\u4e0d\u610f\u5473\u7740\u6a21\u578b\u5b8c\u5168\u5931\u53bb\u4e86\u63a8\u7406\u80fd\u529b<\/strong>\uff0c\u8fd9\u53ea\u662f\u610f\u5473\u7740\u5b83\u4eec\u7684\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u50cf\u5b83\u4eec\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u5f97\u90a3\u6837\u597d\u3002<\/p>\n

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2. DenseAV<\/h2><\/div><\/div>[vc_column_text css=”.vc_custom_1719867648971{margin-bottom: 20px !important;}”]MIT\u7684\u7814\u7a76\u56e2\u961f\u8fd1\u671f\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3aDenseAV\u7684\u65b0\u7b97\u6cd5\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u548c\u6587\u672c\u8f93\u5165\uff0c\u4fbf\u53ef\u4ee5\u901a\u8fc7\u89c2\u770b\u89c6\u9891\u5b66\u4e60\u8bed\u8a00\u7684\u542b\u4e49<\/strong>\u3002<\/p>\n

\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u535a\u58eb\u751f\u9a6c\u514b\u00b7\u6c49\u5bc6\u5c14\u987f\u662f\u5728\u89c2\u770b\u7535\u5f71\u300a\u5e1d\u4f01\u9e45\u65e5\u8bb0\u300b\u65f6\u60f3\u5230\u7684\u8fd9\u4e2a\u901a\u8fc7\u97f3\u9891\u548c\u89c6\u9891\u5bf9\u6bd4\u8fdb\u884c\u8bed\u8a00\u5b66\u4e60\u7684\u65b9\u6cd5\u7684\u3002\u5728\u8fd9\u4e2a\u7535\u5f71\u4e2d\uff0c\u6709\u4e00\u4e2a\u573a\u666f\u662f\u4e00\u53ea\u4f01\u9e45\u6454\u5012\u5e76\u53d1\u51fa\u547b\u541f\u58f0\uff0c\u800c\u6c49\u5bc6\u5c14\u987f\u7684\u7075\u611f\u4e5f\u6b63\u6765\u6e90\u4e8e\u6b64\uff1a\u201c\u5f53\u4f60\u89c2\u770b\u5b83\u65f6\uff0c\u51e0\u4e4e\u53ef\u4ee5\u80af\u5b9a\u8fd9\u547b\u541f\u58f0\u4ee3\u8868\u4e86\u4e00\u4e2a\u56db\u4e2a\u5b57\u6bcd\u7684\u5355\u8bcd\uff08\u7b14\u8005\u731c\u6d4b\u53ef\u80fd\u662f”ouch”\u6216\u8005\u201cfxxk\u201d ^^\uff09\u3002\u90a3\u4e00\u523b\u6211\u4eec\u60f3\u5230\uff0c\u4e5f\u8bb8\u6211\u4eec\u9700\u8981\u4f7f\u7528\u97f3\u9891\u548c\u89c6\u9891\u6765\u5b66\u4e60\u8bed\u8a00\u3002\u201d<\/p>\n

\u4ed6\u7684\u76ee\u6807\u662f\u8ba9\u6a21\u578b\u901a\u8fc7\u9884\u6d4b\u5b83\u6240\u770b\u5230\u7684\u5185\u5bb9\u6765\u5b66\u4e60\u8bed\u8a00\u3002<\/strong>\u56e0\u4e3a\u5982\u679c\u4f60\u542c\u5230\u6709\u4eba\u8bf4\u201c\u62ff\u8d77\u90a3\u628a\u5409\u4ed6\uff0c\u5f00\u59cb\u5f39\u594f\u5427\u201d\uff0c\u4f60\u4f1a\u5f88\u81ea\u7136\u7684\u671f\u671b\u80fd\u5728\u753b\u9762\u4e2d\u770b\u5230\u5409\u4ed6\u6216\u5409\u4ed6\u4e50\u624b\u3002\u8fd9\u79cd\u5c06\u97f3\u9891\u4e0e\u89c6\u9891\u76f8\u5339\u914d\u7684\u8bad\u7ec3\u4f1a\u5728\u5927\u91cf\u89c6\u9891\u4e2d\u53cd\u590d\u5730\u8fdb\u884c\u3002[\/vc_column_text][vc_single_image image=”10050″ img_size=”full” css=”.vc_custom_1719867660606{margin-bottom: 20px !important;}”][vc_column_text css=”.vc_custom_1719867665577{margin-bottom: 20px !important;}”]\u5728\u4e4b\u540e\u7684\u8bad\u7ec3\u4e2d\uff0c\u7814\u7a76\u8005\u4f1a\u7279\u522b\u5173\u6ce8DenseAV\u5728\u542c\u5230\u67d0\u4e2a\u58f0\u97f3\u65f6\uff0c\u7b97\u6cd5\u6ce8\u610f\u7684\u50cf\u7d20\u4e0a\u3002\u4f8b\u5982\uff0c\u5f53\u542c\u5230\u201c\u72d7\u201d\u8fd9\u4e2a\u8bcd\u65f6\uff0cDenseAV\u4f1a\u5b9a\u4f4d\u5230\u89c6\u9891\u4e2d\u7684\u72d7\u72d7\uff0c\u56e0\u6b64\uff0c\u67e5\u770b\u7b97\u6cd5\u9009\u62e9\u54ea\u4e9b\u50cf\u7d20\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u53d1\u73b0\u5b83\u8ba4\u4e3a\u7684\u5355\u8bcd\u7684\u542b\u4e49\u3002[\/vc_column_text][vc_single_image image=”10060″ img_size=”full” css=”.vc_custom_1719867962979{margin-bottom: 20px !important;}”][vc_column_text css=”.vc_custom_1719867693696{margin-bottom: 20px !important;}”]\uff08\u5982\u56fe\u4e2d\uff0cDenseAV\u4f1a\u5728\u542c\u5230\u58f0\u97f3\u540e\u628a\u5b83\u8ba4\u4e3a\u4e0e\u58f0\u97f3\u5173\u8054\u7684\u56fe\u50cf\u90e8\u5206\u6807\u7ea2\uff09<\/em><\/span>[\/vc_column_text][vc_column_text css=”.vc_custom_1719867703394{margin-bottom: 20px !important;}”]\u4f46\u662f\uff0c\u4e0d\u8bba\u662f\u542c\u5230\u6709\u4eba\u8bf4\u201c\u72d7\u201d\u8fd9\u4e2a\u5355\u8bcd\uff0c\u6216\u8005\u542c\u5230\u72d7\u6c6a\u6c6a\u6c6a\u7684\u53eb\u58f0\uff0cDenseAV\u00a0\u53ef\u80fd\u90fd\u4f1a\u5728\u955c\u5934\u4e2d\u5b9a\u4f4d\u5230\u72d7\u7684\u56fe\u50cf\u3002\u90a3\u4e48\uff0c\u8fd9\u662f\u5426\u610f\u5473\u7740DenseAV\u8ba4\u4e3a\u201c\u72d7\u201d\u548c\u201c\u6c6a\u6c6a\u201d\u7684\u72d7\u53eb\u58f0\u662f\u4e00\u56de\u4e8b\u5462\uff1f<\/p>\n

\u4e8b\u5b9e\u4e0a\uff0cDenseAV\u4e0d\u4ec5\u80fd\u591f\u8bc6\u522b\u8bed\u8a00\u4e2d\u7684\u5355\u8bcd\u542b\u4e49\uff0c\u8fd8\u80fd\u591f\u533a\u5206\u4e0d\u540c\u7684\u58f0\u97f3\u6765\u6e90\u3002\u5728\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u4e3a DenseAV \u690d\u5165\u4e86\u201c\u53cc\u9762\u5927\u8111\u201d\u6765\u8fdb\u884c\u63a2\u7d22\u3002\u4ed6\u4eec\u53d1\u73b0\u5927\u8111\u7684\u4e00\u4fa7\u4e13\u6ce8\u4e8e\u8bed\u8a00\uff0c\u800c\u53e6\u4e00\u4fa7\u4e13\u6ce8\u4e8e\u6c6a\u6c6a\u53eb\u4e4b\u7c7b\u7684\u58f0\u97f3\u3002DenseAI \u786e\u5b9e\u5728\u6ca1\u6709\u4efb\u4f55\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u5b66\u4f1a\u4e86\u8fd9\u4e24\u79cd\u58f0\u97f3\u7684\u4e0d\u540c\u610f\u4e49\uff0c\u4ee5\u53ca\u5b83\u4eec\u95f4\u7684\u5173\u8054\u3002[\/vc_column_text][vc_single_image image=”10062″ img_size=”full” css=”.vc_custom_1719868038251{margin-bottom: 20px !important;}”][vc_column_text css=”.vc_custom_1719867735000{margin-bottom: 20px !important;}”]\uff08\u5982\u56fe\u4e2d\uff0cDenseAV\u7684\u4e00\u4fa7\u4f1a\u4e13\u6ce8\u4e8e\u8bed\u8a00\uff0c\u53e6\u4e00\u4fa7\u4f1a\u4e13\u6ce8\u4e8e\u7c7b\u4f3c\u6c6a\u6c6a\u53eb\u7684\u58f0\u97f3\uff09<\/em><\/span>[\/vc_column_text][vc_column_text css=”.vc_custom_1719867986641{margin-bottom: 20px !important;}”]\u8fd9\u4e00\u7814\u7a76\u7684\u5e94\u7528\u524d\u666f\u975e\u5e38\u5e7f\u6cdb\u3002\u6700\u4ee4\u7b14\u8005\u5174\u594b\u7684\u662f\u5b83\u6216\u8bb8\u53ef\u4ee5\u4ece\u5927\u91cf\u89c6\u9891\u4e2d\u5b66\u4e60\u732b\u732b\u72d7\u72d7\u6216\u8005\u6d77\u8c5a\u548c\u9cb8\u9c7c\u7684\u4ea4\u6d41\u65b9\u5f0f\uff0c\u8fd9\u4e0d\u4ec5\u5728\u5b66\u672f\u4e0a\u975e\u5e38\u6709\u5e94\u7528\u4ef7\u503c\uff0c\u4e5f\u80fd\u771f\u7684\u8ba9\u201c\u94f2\u5c4e\u5b98\u201d\u7406\u89e3\u81ea\u5bb6\u5d3d\u5728\u8bf4\u4e9b\u4ec0\u4e48\u3002\u6b64\u5916\uff0cDenseAV\u8fd8\u53ef\u4ee5\u7528\u4e8e\u53d1\u73b0\u5176\u4ed6\u4fe1\u53f7\u4e4b\u95f4\u7684\u6a21\u5f0f\u5173\u8054\uff0c\u5982\u5730\u7403\u53d1\u51fa\u7684\u5730\u9707\u58f0\u548c\u5730\u8d28\u60c5\u51b5\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u5730\u65b9\u5728\u4e8e\uff0cDenseAV \u5229\u7528\u4e86\u89c6\u9891\u548c\u58f0\u97f3\u4e24\u79cd\u7ef4\u5ea6\u7684\u4fe1\u606f\uff0c\u800c\u5b83\u51fa\u8272\u7684\u8868\u73b0\u4e5f\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5370\u8bc1\u4e86\u672c\u671f\u4e0b\u4e00\u7bc7\u6587\u7ae0\u4e2d\u7684\u7ed3\u8bba\u3002[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=”vc_default” content_placement=”top” css=”.vc_custom_1659563821075{padding-bottom: 40px !important;}”][vc_column]

<\/div>

3. \u67cf\u62c9\u56fe\u8868\u5f81\u5047\u8bf4<\/h2><\/div><\/div>[vc_column_text css=”.vc_custom_1719868058336{margin-bottom: 20px !important;}”]\u67cf\u62c9\u56fe\u5728\u300a\u7406\u60f3\u56fd\u300b\u4e2d\uff0c\u4ee5\u6d1e\u7a74\u7684\u6bd4\u55bb\u6765\u63cf\u8ff0\u4eba\u7c7b\u77e5\u8bc6\u7684\u672c\u8d28\u3002\u4e00\u7fa4\u56da\u5f92\u81ea\u51fa\u751f\u8d77\u5c31\u88ab\u9501\u5728\u6d1e\u7a74\u91cc\uff0c\u53ea\u80fd\u770b\u5230\u9762\u524d\u7684\u5899\u58c1\u548c\u5899\u58c1\u4e0a\u88ab\u7684\u706b\u5149\u6295\u5c04\u51fa\u7684\u5f71\u5b50\u3002\u4ed6\u4eec\u8bef\u4ee5\u4e3a\u5f71\u5b50\u5c31\u662f\u4e16\u754c\uff0c\u76f4\u5230\u5176\u4e2d\u4e00\u4eba\u9003\u8131\uff0c\u770b\u5230\u5916\u754c\u7684\u771f\u5b9e\u5e76\u56de\u5230\u6d1e\u7a74\u544a\u77e5\u5176\u4ed6\u56da\u5f92\u3002<\/p>\n

\u5728\u8fd9\u4e2a\u6bd4\u55bb\u4e2d\uff0c\u6d1e\u7a74\u4ee3\u8868\u7684\u662f\u4eba\u7c7b\u7684\u611f\u5b98\u4e16\u754c<\/strong>\u3002\u4eba\u7c7b\u662f\u901a\u8fc7\u73b0\u5b9e\u4e16\u754c\u5728\u4eba\u7c7b\u611f\u5b98\u4e0a\u7684\u6295\u5f71\u6765\u8ba4\u77e5\u4e16\u754c\u7684\u3002\u540c\u4e00\u4e2a\u73b0\u5b9e\u4e16\u754c\uff0c\u5728\u4e0d\u540c\u4eba\u7684\u4e0d\u540c\u7684\u611f\u5b98\u4e16\u754c\u4e0b\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u5f62\u6001\uff0c\u4f46\u4eba\u4eec\u53ef\u4ee5\u901a\u8fc7\u63a8\u7406\u8ba4\u77e5\u8fd9\u4e2a\u4e16\u754c\u7684\u672c\u8d28\u3002\u4f8b\u5982\u4e00\u4e2a\u76f2\u4eba\u3001\u4e00\u4e2a\u804b\u54d1\u4eba\u3001\u4e00\u4e2a\u6b63\u5e38\u4eba\uff0c\u4ed6\u4eec\u5bf9\u4e8e\u73b0\u5b9e\u4e16\u754c\u7684\u8ba4\u77e5\u65b9\u5f0f\u5b8c\u5168\u4e0d\u540c\uff0c\u4f46\u662f\u6700\u7ec8\u4ed6\u4eec\u5bf9\u4e8e\u73b0\u5b9e\u4e16\u754c\u7684\u8ba4\u8bc6\u8fd8\u662f\u4f1a\u8d8b\u4e8e\u4e00\u81f4\u3002<\/strong><\/p>\n

\u800c\u6211\u4eec\u4e5f\u53ef\u4ee5\u7528\u4eba\u7c7b\u8ba4\u77e5\u4e16\u754c\u7684\u65b9\u5f0f\u6765\u7c7b\u6bd4AI\u6a21\u578b\u7684\u5b66\u4e60\u8fc7\u7a0b\u3002<\/p>\n

\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5047\u8bbe\u73b0\u5b9e\u4e16\u754cZ\u4e2d\u5b58\u5728\u4e00\u4e2a\u5706\u9525\u548c\u4e00\u4e2a\u7403\u4f53\uff0c\u4f5c\u4e3a\u4eba\u7c7b\uff0c\u6211\u4eec\u5bf9\u8fd9\u4e2a\u4e8b\u5b9e\u7684\u8ba4\u77e5\u662f\u901a\u8fc7\u5b83\u5728\u4e0d\u540c\u7684\u611f\u77e5\u7a7a\u95f4\u4e0a\u7684\u6295\u5f71\u6765\u5b9e\u73b0\u7684\uff0c\u6bd4\u5982\u8bf4\u56fe\u50cf\u7a7a\u95f4X\u548c\u6587\u672c\u8868\u8ff0\u7a7a\u95f4Y\u3002\u800cAI\u6a21\u578b\uff0c\u662f\u5c06\u4e8b\u5b9e\u5728\u4eba\u7c7b\u7684\u67d0\u4e2a\u611f\u77e5\u7a7a\u95f4\u4e0a\u7684\u6295\u5f71\u4f5c\u4e3a\u6570\u636e\u8f93\u5165<\/strong>\uff08\u6bd4\u5982\u56fe\u50cf\uff0c\u8bed\u97f3\u7b49\uff09\uff0c\u5e76\u4ece\u4e2d\u5b66\u4e60\u5411\u91cf\u5d4c\u5165(vector embedding)\u7684\u6a21\u5f0f\u3002\u5411\u91cf\u7a7a\u95f4\u5c31\u662fAI\u6a21\u578b\u7684\u611f\u77e5\u7a7a\u95f4\uff0cAI\u6a21\u578b\u548c\u4eba\u7c7b\u4e00\u6837\uff0c\u4e5f\u662f\u6839\u636e\u5b83\u7684\u611f\u77e5\u7a7a\u95f4\u6765\u7406\u89e3\u8fd9\u4e2a\u73b0\u5b9e\u4e16\u754c\u7684\u3002[\/vc_column_text][vc_single_image image=”10053″ img_size=”full” css=”.vc_custom_1719868073872{margin-bottom: 20px !important;}”][vc_column_text css=”.vc_custom_1719868079789{margin-bottom: 20px !important;}”]\u800c\u4eba\u7c7b\u5728\u4e0d\u540c\u611f\u77e5\u7a7a\u95f4\u4e0a\u7684\u8ba4\u77e5\u4f1a\u6709\u4e00\u5b9a\u7684\u5173\u8054\u6027\uff0c\u4f8b\u5982\u6211\u4eec\u770b\u5230\u72d7\u7684\u7167\u7247\u6216\u8005\u542c\u5230\u72d7\u7684\u53eb\u58f0\uff0c\u6211\u4eec\u90fd\u4f1a\u8054\u7cfb\u5230\u72d7\u8fd9\u4e00\u5b9e\u7269\u3002\u7531\u6b64\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u201c\u67cf\u62c9\u56fe\u8868\u5f81\u5047\u8bf4<\/strong>\u201d\uff1a\u5728\u4e0d\u540c\u7684\u6570\u636e\u548c\u6a21\u5f0f\u4e0a\u8bad\u7ec3\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u4f1a\u5728\u5176\u5404\u81ea\u7684\u8868\u5f81\u7a7a\u95f4\u4e2d\u6536\u655b\u5411\u4e00\u4e2a\u5171\u540c\u7684\u73b0\u5b9e\u7edf\u8ba1\u6a21\u578b\u3002<\/strong><\/p>\n

\u7814\u7a76\u8005\u4e5f\u91c7\u7528\u4e86\u591a\u79cd\u65b9\u6cd5\u6765\u9a8c\u8bc1\u8fd9\u4e00\u5047\u8bf4\uff0c\u5176\u4e2d\u6211\u4eec\u4f1a\u8be6\u7ec6\u4ecb\u7ecd\u4e92\u76f8\u90bb\u5c45\u5206\u6790<\/strong>(Mutual Nearest Neighbor Analysis\uff09\u8fd9\u4e00\u65b9\u6cd5\u3002<\/p>\n

\u5728\u8fd9\u4e00\u65b9\u6cd5\u4e2d\uff0c\u7814\u7a76\u8005\u4f1a\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u5728\u540c\u4e00\u6570\u636e\u70b9\u4e0a\u7684\u6700\u8fd1\u90bb\u5c45\uff0c\u8ba1\u7b97\u51fa\u4e0d\u540c\u6a21\u578b\u5728\u5171\u540c\u6570\u636e\u4e0a\u7684\u8868\u5f81\u76f8\u4f3c\u6027\u3002\u4f8b\u5982\u4ece\u7ef4\u57fa\u767e\u79d1\u6807\u9898\u6570\u636e\u96c6\uff08\u4ee5\u7ef4\u57fa\u767e\u79d1\u7684\u56fe\u7247\u548c\u5bf9\u5e94\u7684\u6807\u9898\u4f5c\u4e3a\u4e00\u7ec4\u6570\u636e\uff09\u53d6\u51fa\u4e00\u4e2a\uff08\u56fe\u7247\uff0c\u6807\u9898\uff09\u6570\u636e\uff0c\u5206\u522b\u4f5c\u4e3a\u89c6\u89c9\u6a21\u578b\u548c\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\uff0c\u4ece\u8fd9\u4e24\u4e2a\u6a21\u578b\u4e2d\u5206\u522b\u83b7\u53d6\u6570\u636e\u70b9\u5728\u89c6\u89c9\u548c\u6587\u672c\u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u4e0a\u7684\u6700\u8fd1\u90bb\uff0c\u5e76\u7531\u6700\u8fd1\u90bb\u7684\u5339\u914d\u7a0b\u5ea6\u8ba1\u7b97\u8be5\u89c6\u89c9\u6a21\u578b\u548c\u8bed\u8a00\u6a21\u578b\u7684\u4e00\u81f4\u6027\u3002\u6700\u7ec8\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\u6027\u80fd\u8d8a\u597d\uff0c\u90a3\u4e48\u5b83\u548c\u4e00\u4e2a\u89c6\u89c9\u6a21\u578b\u7684\u4e00\u81f4\u6027\u5c31\u8d8a\u9ad8\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002<\/strong><\/p>\n

\u6b64\u5916\uff0c\u7814\u7a76\u8005\u4eec\u8fd8\u4f7f\u7528\u4e86\u6a21\u578b\u62fc\u63a5\u3001UMAP\u53ef\u89c6\u5316\u7b49\u65b9\u6cd5\u8fdb\u884c\u9a8c\u8bc1\uff0c\u8fd9\u91cc\u4e0d\u518d\u5c55\u5f00\u3002<\/p>\n

\u5173\u4e8e\u201c\u67cf\u62c9\u56fe\u8868\u5f81\u5047\u8bf4\u201d\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4ee5\u4e0b\u4e09\u70b9\u53ef\u80fd\u7684\u89e3\u91ca\uff1a<\/p>\n

1.\u00a0\u4efb\u52a1\u666e\u9002\u6027<\/strong><\/p>\n

\u591a\u4efb\u52a1\u76ee\u6807\u7684\u8bad\u7ec3\u7ed9\u6a21\u578b\u6dfb\u52a0\u4e86\u66f4\u591a\u7ea6\u675f\uff0c\u4ece\u800c\u4fc3\u4f7f\u6a21\u578b\u53bb\u5b66\u4e60\u5c3d\u53ef\u80fd\u89e3\u51b3\u6240\u6709\u4efb\u52a1\u7684\u8868\u5f81\u3002\u5373\u6a21\u578b\u9700\u8981\u5c3d\u53ef\u80fd\u7684\u6ee1\u8db3\u5927\u91cf\u6570\u636e\u7684\u7ea6\u675f\uff0c\u56e0\u6b64\u5b83\u4e5f\u4f1a\u66f4\u8d34\u8fd1\u6570\u636e\u7684\u56fa\u6709\u89c4\u5f8b\u3002<\/p>\n

2.\u00a0\u6a21\u578b\u5bb9\u91cf<\/strong><\/p>\n

\u6a21\u578b\u8d8a\u5927\uff0c\u8d8a\u5bb9\u6613\u903c\u8fd1\u5168\u5c40\u6700\u4f18\u8868\u5f81\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u9ec4\u8272\u548c\u7eff\u8272\u533a\u57df\u5206\u522b\u4ee3\u8868\u4e24\u4e2aAI\u6a21\u578b\u7684\u8868\u5f81\u7a7a\u95f4\u3002\u540c\u5fc3\u5706\u53ef\u4ee5\u770b\u505a\u6a21\u578bloss\u7684\u7b49\u9ad8\u7ebf\uff0c\u5706\u5fc3\u5904\u5219\u4ee3\u8868loss\u6700\u4f4e\u7684\u5168\u5c40\u6700\u4f18\u89e3\u3002\u5728\u5de6\u56fe\u4e2d\uff0c\u4e24\u4e2a\u6a21\u578b\u8f83\u5c0f\uff0c\u56e0\u6b64\u53ea\u4f1a\u6536\u655b\u5230\u5404\u81ea\u7684\u5c40\u90e8\u6700\u4f18\u89e3\uff0c\u4f46\u662f\u5728\u53f3\u56fe\u4e2d\uff0c\u6a21\u578b\u8f83\u5927\u7684\u60c5\u51b5\u4e0b\uff0c\u4e24\u4e2a\u6a21\u578b\u90fd\u80fd\u627e\u5230\u4e00\u4e2a\u5171\u540c\u7684\u5168\u5c40\u6700\u4f18\u89e3\u3002[\/vc_column_text][vc_single_image image=”10054″ img_size=”full” css=”.vc_custom_1719868094922{margin-bottom: 20px !important;}”][vc_column_text css=”.vc_custom_1719868099839{margin-bottom: 20px !important;}”]3.\u00a0\u7b80\u5355\u6027\u504f\u89c1<\/strong><\/p>\n

\u6df1\u5ea6\u7f51\u7edc\u4f1a\u81ea\u7136\u5730\u9075\u5faa\u5965\u5361\u59c6\u5243\u5200\u539f\u5219\uff0c\u56e0\u6b64\uff0c\u5c3d\u7ba1\u66f4\u5927\u7684\u6a21\u578b\u8986\u76d6\u4e86\u6240\u6709\u53ef\u80fd\u7684\u65b9\u6cd5\u6765\u62df\u5408\u76f8\u540c\u7684\u6570\u636e\uff0c\u6df1\u5ea6\u7f51\u7edc\u8fd8\u662f\u4f1a\u9009\u62e9\u6240\u6709\u53ef\u884c\u89e3\u4e2d\u6700\u7b80\u5355\u7684\u3002[\/vc_column_text][vc_single_image image=”10055″ img_size=”full” css=”.vc_custom_1719868113705{margin-bottom: 20px !important;}”][vc_column_text css=”.vc_custom_1719868127287{margin-bottom: 20px !important;}”]\uff08\u5c3d\u7ba1\u5927\u6a21\u578b\u6709\u66f4\u591a\u7684\u53ef\u4ee5\u62df\u5408\u540c\u7b49\u89c4\u6a21\u7684\u6570\u636e\u7684\u65b9\u5f0f\uff0c\u4f46\u662f\u56e0\u4e3a\u7b80\u5355\u6027\u504f\u89c1\uff0c\u5b83\u4eec\u4f1a\u503e\u5411\u4e8e\u9009\u62e9\u8fd9\u4e9b\u53ef\u884c\u89e3\u4e2d\u6700\u7b80\u5355\u7684\uff09<\/em><\/span>[\/vc_column_text][vc_column_text css=”.vc_custom_1719868137772{margin-bottom: 20px !important;}”]\u67cf\u62c9\u56fe\u8868\u5f81\u5047\u8bf4\u5e26\u6765\u4e86\u4e00\u4e2a\u5f88\u6709\u8da3\u7684\u7ed3\u8bba\uff0c\u5728\u8bad\u7ec3\u67d0\u7c7b\u6a21\u578b\u65f6\uff0c\u52a0\u5165\u4e0d\u540c\u6a21\u6001\u7684\u8bad\u7ec3\u6570\u636e\u4e5f\u4f1a\u4f7f\u5f97\u8bad\u7ec3\u6548\u679c\u66f4\u597d\u3002\u6b63\u5982\u524d\u9762\u63d0\u5230\u7684\u76f2\u4eba\u3001\u804b\u54d1\u4eba\u548c\u6b63\u5e38\u4eba\uff0c\u5c3d\u7ba1\u4ed6\u4eec\u5bf9\u4e8e\u73b0\u5b9e\u4e16\u754c\u7684\u8ba4\u8bc6\u4f1a\u8d8b\u4e8e\u4e00\u81f4\uff1b\u4f46\u5f88\u663e\u7136\uff0c\u6b63\u5e38\u4eba\u5bf9\u4e8e\u73b0\u5b9e\u4e16\u754c\u7684\u8ba4\u8bc6\u80fd\u529b\u8981\u9ad8\u4e8e\u5176\u4ed6\u4e24\u4f4d\u3002<\/strong>\u4ee5\u6b64\u7c7b\u63a8\uff0c\u662f\u5426\u610f\u5473\u7740\u7528\u6765\u8bad\u7ec3\u6a21\u578b\u7684\u6570\u636e\u6a21\u6001\u8d8a\u591a\uff0c\u6a21\u578b\u8868\u5f81\u5411\u5168\u5c40\u6700\u4f18\u89e3\u6536\u655b\u7684\u901f\u5ea6\u4e5f\u4f1a\u8d8a\u5feb\uff1f\u6216\u8bb8\uff0c\u8de8\u6a21\u6001\u6a21\u578b\u7684\u534f\u4f5c\u548c\u96c6\u6210\u5c31\u662fAI\u9053\u8def\u4e0a\u7684\u65b0\u4e00\u6b65\uff0c\u6b63\u5982DenseAV\u5df2\u7ecf\u8fc8\u51fa\u7684\u90a3\u6837\u3002[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=”vc_default” content_placement=”top” css=”.vc_custom_1659563821075{padding-bottom: 40px !important;}”][vc_column][vc_column_text css=”.vc_custom_1719868174772{margin-bottom: 20px !important;}”]1. https:\/\/tinyurl.com\/2mfnhzub<\/em><\/span><\/p>\n

2. https:\/\/arxiv.org\/pdf\/2405.00332<\/em><\/span><\/p>\n

3. https:\/\/tinyurl.com\/4mj3cbrf<\/em><\/span><\/p>\n

4. https:\/\/tinyurl.com\/4v8t7v78<\/em><\/span><\/p>\n

5. https:\/\/tinyurl.com\/y9n5pep9<\/em><\/span><\/p>\n

6. https:\/\/tinyurl.com\/38rf3356<\/em><\/span><\/p>\n

7. https:\/\/arxiv.org\/pdf\/2405.07987<\/em><\/span><\/p>\n

8. https:\/\/tinyurl.com\/2cjhnptx<\/em><\/span><\/p>\n

9. https:\/\/tinyurl.com\/36xe26zr<\/em><\/span>[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"

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