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\u00a0 \u00a0 02<\/strong><\/p>\n

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\"\u56fe\u72471.png\"<\/div>\n

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\"\u56fe\u72472.png\"<\/div>\n

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\"\u56fe\u72473.png\"<\/div>\n

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1.\u00a0\u6743\u5a01\u91d1\u878d\u6570\u636e\u5e93\u63a5\u5165<\/strong>\uff1a\u63a5\u5165\u591a\u5bb6\u5168\u7403\u6743\u5a01\u91d1\u878d\u6570\u636e\u5e93<\/strong>\uff0c\u540c\u6b65\u6316\u6398\u4e2d\u56fd\u5883\u51855000\u591a\u4e0a\u5e02\u516c\u53f8\u548c\u7f8e\u56fd\u4e0a\u5e02\u5168\u90e8\u4e2d\u6982\u80a1\u7684\u5b98\u7f51\u3001\u4e13\u4e1a\u8d22\u7ecf\u7f51\u7ad9\u3001\u80a1\u7968\u8bba\u575b\uff0c\u7b2c\u4e00\u65f6\u95f4\u6536\u5f55\u516c\u53f8\u8d44\u8baf\u3001\u8d22\u62a5\u3001\u7814\u62a5\u7b49\u4e13\u4e1a\u6570\u636e\uff0c\u5173\u6ce8\u5404\u5927\u5238\u5546\u8d44\u6df1\u5206\u6790\u5e08\u7684\u62a5\u544a\uff0c\u5c06\u5929\u5de5\u6253\u9020\u6210\u6700\u4f18\u79c0\u7684\u91d1\u878d\u8d22\u7ecf\u52a9\u624b\u3002\u540c\u65f6\u8fd8\u5f15\u5165\u4e86\u4f01\u4e1a\u7684\u6536\u8d39\u6570\u636e<\/strong>\uff0c\u6bd4\u5982\u80a1\u7968\u7684\u5b9e\u65f6\u4fe1\u606f\uff0c\u8ba9\u4fe1\u606f\u66f4\u53ca\u65f6\uff0c\u66f4\u51c6\u786e\u3002<\/p>\n

2.\u00a0\u5168\u7f51\u7814\u62a5\u8d28\u91cf\u5206\u7ea7<\/strong>\uff1a\u641c\u96c6\u5e76\u6574\u7406\u4e86\u5168\u7f51\u7684\u4f18\u8d28\u91d1\u878d\u7814\u62a5\uff0c\u5e76\u6784\u5efa\u4e86\u5206\u7ea7\u7b97\u6cd5\uff0c\u5bf9\u62a5\u544a\u8d28\u91cf\u8fdb\u884c\u7ec6\u81f4\u5212\u5206\u3002\u51ed\u501f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u5185\u5bb9\u8d28\u91cf\u8bc4\u4f30\u6a21\u578b\uff0c\u80fd\u591f\u7b5b\u9009\u51fa\u9ad8\u8d28\u91cf\u7684\u4fe1\u606f\u8d44\u6e90\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u7814\u62a5\u5185\u5bb9\u3002<\/p>\n

3.\u00a0\u91d1\u878d\u95ee\u9898\u5206\u6790\u65b9\u6cd5\u5e93<\/strong>\uff1a\u5185\u7f6e\u4e86\u6db5\u76d6\u5404\u7c7b\u91d1\u878d\u95ee\u9898\u7684\u5206\u6790\u65b9\u6cd5\u5e93\uff0c\u5305\u62ec\u8d22\u52a1\u5206\u6790\u548c\u98ce\u9669\u8bc4\u4f30\u7b49\uff0c\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u548c\u4e13\u5bb6\u77e5\u8bc6\u4f53\u7cfb\uff0c\u53ef\u4ee5\u81ea\u52a8\u9002\u914d\u95ee\u9898\u60c5\u5883\uff0c\u7075\u6d3b\u8c03\u7528\u9002\u5408\u7684\u5206\u6790\u65b9\u6cd5\uff0c\u4e3a\u7528\u6237\u5e26\u6765\u6df1\u5165\u800c\u51c6\u786e\u7684\u89e3\u6790\u3002<\/p>\n

4.\u00a0\u667a\u80fd\u9009\u62e9\u4fe1\u606f\u6765\u6e90&\u4f18\u8d28\u5185\u5bb9\u8bc6\u522b<\/strong>\uff1a\u5177\u5907\u667a\u80fd\u4fe1\u606f\u51b3\u7b56\u673a\u5236\uff0c\u80fd\u591f\u6839\u636e\u7528\u6237\u7684\u67e5\u8be2\u9700\u6c42\uff0c\u5728\u89e3\u51b3\u95ee\u9898\u8fc7\u7a0b\u4e2d\u7cbe\u51c6\u9009\u62e9\u5408\u9002\u7684\u5185\u5bb9\u548c\u6570\u636e\u6765\u6e90\uff08\u7f51\u9875\u3001\u6587\u6863\u6216\u6570\u636e\u5e93\uff09\uff0c\u5e76\u5bf9\u5185\u5bb9\u8d28\u91cf\u8fdb\u884c\u5224\u522b\u3002\u901a\u8fc7\u5185\u5bb9\u5206\u6790\u7b97\u6cd5\uff0c\u81ea\u52a8\u8fc7\u6ee4\u6cdb\u6cdb\u4fe1\u606f\uff0c\u786e\u4fdd\u63d0\u4f9b\u5185\u5bb9\u5177\u6709\u6df1\u5ea6\u548c\u4e13\u4e1a\u6027\uff0c\u4f7f\u7528\u6237\u5728\u590d\u6742\u91d1\u878d\u95ee\u9898\u4e2d\u83b7\u5f97\u771f\u6b63\u6709\u4ef7\u503c\u7684\u89e3\u7b54\u3002<\/p>\n

\u00a003<\/strong><\/p>\n

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\u4e3a\u4fdd\u969c\u5b66\u672f\u4fe1\u6e90\u641c\u7d22\u786e\u4fdd\u9ad8\u51c6\u786e\u6027\uff0c\u7cbe\u9009\u6765\u81eaarXiv<\/strong>\u7b49\u6743\u5a01\u8bba\u6587\u7f51\u7ad9\u7684\u6570\u636e\u91cd\u70b9\u53d1\u529b\u82f1\u6587\u8bba\u6587\u7684\u722c\u53d6\uff0c\u6536\u5f55\u82f1\u6587\u8bba\u6587\u91cf\u4e24\u4ebf\u591a\u7bc7<\/strong>\uff0c\u5168\u5b66\u79d1\u7684\u5b66\u672f\u8bba\u6587PDF\u7248\u672c\u57fa\u672c\u5168\u8986\u76d6\u3002\u57fa\u4e8e\u5929\u5de5\u5168\u81ea\u7814\u7684\u7f51\u9875\u8c03\u5ea6\u7cfb\u7edf\uff0c\u76d1\u63a7\u5168\u7403\u5b66\u672f\u7f51\u7ad9\uff0c\u5206\u949f\u7ea7\u53d1\u73b0\u5e76\u6293\u53d6\u6700\u65b0\u8bba\u6587\u7684PDF\u7248\u672c\uff0c\u4e3a\u4e86\u52a0\u5f3a\u8bba\u6587\u7684\u5168\u65b9\u4f4d\u89e3\u8bfb\u548c\u5206\u6790\uff0c\u4e5f\u6536\u5f55\u4e86X\u3001substack\u7b49\u6d3b\u8dc3\u5b66\u672f\u8ba8\u8bba\u89c2\u70b9\u3002<\/p>\n

\"\u56fe\u72474.png\"<\/div>\n

\u641c\u7d22\u201c\u5927\u6a21\u578b\u5bf9\u9f50\u6280\u672f\u201d\uff0c\u6620\u5165\u773c\u5e18\u7684\u662f\u5341\u591a\u7bc7\u6765\u81eaarXiv<\/strong>\u7684\u8bba\u6587\uff0c\u5929\u5de5AI\u4e0d\u4ec5\u5e2e\u7528\u6237\u76f4\u63a5\u5206\u6790\u4e86\u8fd9\u4e9b\u8bba\u6587\uff0c\u8fd8\u5c06PDF\u539f\u6587\u4e00\u4e00\u5bf9\u5e94\u5230\u76f8\u5e94\u7684\u8bba\u70b9\u4e2d\u53bb\uff0c\u7528\u6237\u80fd\u76f4\u63a5\u6eaf\u6e90\u70b9\u51fb\u67e5\u770b\u539f\u8bba\u6587\u3002<\/p>\n

\u4e0d\u4ec5\u5728\u4fe1\u6e90\u7684\u8d28\u548c\u91cf\u4e0a\u6709\u5347\u7ea7\uff0c\u5929\u5de5AI\u5bf9\u79d1\u7814\u5b66\u672f\u9886\u57df\u7684\u95ee\u9898\u62c6\u89e3\u548c\u5206\u6790\uff0c\u4e5f\u505a\u5230\u4e86\u6709\u5e7f\u5ea6\u3001\u6709\u6df1\u5ea6\u3002<\/p>\n

\"\u56fe\u72475.png\"<\/div>\n

\u8ba9\u5929\u5de5AI\u201c\u8bc4\u4ef7Transformer\u6a21\u578b\u7684\u672a\u6765\u53d1\u5c55\u8d8b\u52bf\u201d\uff0c\u5b83\u4e0d\u4ec5\u5206\u6790\u4e86\u51e0\u5341\u7bc7\u4e2d\u82f1\u6587\u8bba\u6587\uff0c\u8fd8\u5c06\u56fe\u7247\u548c\u6280\u672f\u672f\u8bed\u8fdb\u884c\u8be6\u89e3\uff0c\u4ece\u6280\u672f\u7ec6\u8282\u3001\u6700\u65b0\u8fdb\u5c55\u3001\u5e94\u7528\u73b0\u72b6\u5206\u6790\u4e86\u4e13\u4e1aAI\u9886\u57df\u7684\u95ee\u9898\u3002<\/p>\n

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\"\u56fe\u72476.png\"<\/div>\n

\u6211\u4eec\u53ea\u9700\u8981\u5411\u5929\u5de5AI\u63d0\u95ee\u201c\u6700\u65b0LLM\u8bba\u6587\u201d\uff0c\u5b83\u5c31\u53ef\u4ee5\u5f00\u59cb\u4f9d\u6b21\u68c0\u7d222024\u5e74\u30012023\u5e74\u7684\u6700\u65b0\u76f8\u5173\u8bba\u6587\uff0c\u5e76\u5c06\u6bcf\u7bc7\u8bba\u6587\u7684\u53d1\u5e03\u65f6\u95f4\u3001\u6765\u6e90\u3001\u6838\u5fc3\u5185\u5bb9\u7b49\u63d0\u70bc\u51fa\u6765\u3002<\/p>\n

\u5b9a\u4f4d\u8bba\u6587\u4e4b\u540e\uff0c\u8fd8\u6709\u4ee5\u4e0b\u5347\u7ea7\u4eae\u70b9\u503c\u5f97\u63a2\u7d22\uff1a<\/strong><\/p>\n

\u2022\u00a0\u6309\u7167\u7814\u7a76\u80cc\u666f\u3001\u7814\u7a76\u65b9\u6cd5\u3001\u5b9e\u9a8c\u5206\u6790\u3001\u7ed3\u679c\u5206\u6790\u3001\u603b\u4f53\u7ed3\u8bba\u62c6\u89e3\u8bba\u6587\uff0c\u8be6\u7565\u5f97\u5f53\u7684\u603b\u7ed3\u8bba\u6587\u5173\u952e\u4fe1\u606f<\/p>\n

\u2022\u00a0\u89e3\u8bfb\u8bba\u6587\u4e2d\u6666\u6da9\u96be\u61c2\u7684\u516c\u5f0f\uff0c\u5e76\u8f85\u4ee5\u6587\u5b57\u89e3\u91ca\uff1b\u652f\u6301LaTex\u8bed\u6cd5\u5bfc\u51fa\uff0c\u4e00\u952e\u63d0\u53d6\u590d\u6742\u516c\u5f0f<\/p>\n

\u66f4\u5f3a\u7684\u8868\u683c\u7406\u89e3\u80fd\u529b\uff0c\u56fe\u6587\u5e76\u8302\u7684\u91cd\u70b9\u89e3\u8bfb\u5206\u6790\u7814\u7a76\u65b9\u6cd5\u3001\u5b9e\u9a8c\u7ed3\u679c\u7b49\u8bba\u6587\u6838\u5fc3\u5185\u5bb9<\/p>\n

\"\u56fe\u72477.png\"<\/div>\n

\u6b63\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u641c\u7d22\u201c\u5927\u6a21\u578b\u5bf9\u9f50\u6280\u672f\u201d\uff0c\u5929\u5de5AI\u9664\u4e86\u5bf9\u6587\u5b57\u4e0a\u7684\u51c6\u786e\u89e3\u8bfb\uff0c\u66f4\u80fd\u591f\u7cbe\u51c6\u7406\u89e3\u8bba\u6587\u4e2d\u7684\u591a\u6a21\u6001\u5185\u5bb9\uff0c\u53ef\u4ee5\u505a\u5230\u76f4\u63a5\u5c06\u8bba\u6587\u4e2d\u7684\u6570\u5b66\u516c\u5f0f\u63d0\u53d6\u51fa\u6765\uff0c\u8ba9\u79d1\u7814\u7528\u6237\u4f7f\u7528\u8d77\u6765\u66f4\u9ad8\u6548\u3002<\/p>\n

\u00a0 \u00a0 04<\/strong><\/p>\n

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\u5929\u5de5AI\u9ad8\u7ea7\u641c\u7d22\u5728\u6587\u6863AI\u9605\u8bfb\u5206\u6790\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u4e0d\u4ec5\u80fd\u591f\u5728\u6587\u5b57\u7406\u89e3\u4e0a\u7cbe\u51c6\u5f52\u7eb3\u548c\u5206\u6790\u590d\u6742\u7684\u8d22\u62a5\u3001\u7814\u62a5\u3001\u8bba\u6587\u7b49\u5404\u7c7b\u6587\u6863\uff0c\u8fd8\u5177\u5907\u8d85\u5f3a\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\uff0c\u652f\u6301\u5904\u7406\u8d85\u8fc7500K\u5b57\u7684\u8d85\u957f\u6587\u672c<\/strong>\u3002<\/p>\n

\u5929\u5de5\u642d\u5efa\u4e13\u4e1a\u56e2\u961f\u82b1\u4e86\u4e00\u5e74\u591a\u7684\u65f6\u95f4\u81ea\u7814\u4e86PDF\u6587\u6863\u89e3\u6790\u5f15\u64ce\u3001\u5f00\u53d1\u6587\u6863\u89e3\u6790\u5927\u6a21\u578b<\/strong>\uff0c\u5728\u6807\u9898\u3001\u4f5c\u8005\u3001\u6458\u8981\u3001\u5f15\u7528\u3001\u56fe\u7247\u3001\u8868\u683c\u3001\u516c\u5f0f\u3001\u5b50\u6807\u9898\u7b49\u5168\u90e8\u6307\u6807\u4e0a\u8fbe\u5230SOTA\uff0c\u7279\u522b\u662f\u5728\u591a\u5217\u6587\u6863\u3001\u5206\u9875\u6362\u884c\u4e0a\u7cbe\u8c03\u4e86\u8bc6\u522b\u5927\u6a21\u578b\uff0c\u8d85\u8d8a\u5f53\u524d\u6240\u6709\u6a21\u578b\uff0c\u5728\u5e95\u5c42\u6280\u672f\u4e0a\u7684\u5927\u529b\u6295\u5165\u8868\u660e\u4e86\u6211\u4eec\u5728AI\u8d5b\u9053\u4e0a\u7684\u51b3\u5fc3\u3002<\/p>\n

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\u4f8b\u5982PDF\u6d6e\u7a97\u529f\u80fd\uff1a\u5c06\u9f20\u6807\u653e\u7f6e\u5728PDF\u5f15\u7528\u4fe1\u6e90\u5904\uff0c\u5373\u53ef\u5c55\u793a\u5b66\u672f\u8bba\u6587\u7684\u57fa\u7840\u4fe1\u606f\uff0c\u5305\u62ec\u5b66\u672f\u8bba\u6587\u7684\u6807\u9898\u3001\u4f5c\u8005\u3001\u671f\u520a\u3001\u5f15\u7528\u6b21\u6570\u3001\u53d1\u5e03\u65f6\u95f4\u7b49\u4fe1\u606f\uff0c\u53ef\u4ee5\u76f4\u89c2\u770b\u5230AI\u89e3\u7b54\u7684\u5185\u5bb9\u5177\u4f53\u6765\u81ea\u4e8e\u54ea\u4e00\u7bc7\u5b66\u672f\u8bba\u6587\u6216\u8d22\u62a5\u3002<\/p>\n

\"\u56fe\u72478.png\"<\/div>\n

\u5176\u6b21\uff0c\u300c\u5929\u5de5AI\u9605\u8bfb\u300d\u65b0\u589e\u4e86\u9488\u5bf9\u5b66\u672f\u8bba\u6587\u3001\u516c\u53f8\u8d22\u62a5\u3001\u5238\u5546\u7814\u62a5\u7b49\u573a\u666f\u7684\u6df1\u5ea6\u89e3\u6790\u6a21\u5f0f\uff0c<\/strong>\u70b9\u51fb\u6587\u6863\u6df1\u5ea6\u89e3\u6790\u540e\u53ef\u76f4\u8fbe\u6587\u6863AI\u89e3\u8bfb<\/strong>\u548cAI\u5bf9\u8bdd<\/strong>\u529f\u80fd\uff0c\u53ef\u4ee5\u5bf9\u5b8c\u6574\u7684\u6587\u6863\u8fdb\u884c\u7cbe\u8bfb\uff0c\u5e76\u4e14\u4ea7\u751f\u56fe\u6587\u5e76\u8302\u7684AI\u89e3\u8bfb\u3002<\/p>\n

\"\u56fe\u72479.png\"<\/div>\n

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\u540c\u65f6\uff0c\u8fd8\u53ef\u4ee5\u63d0\u4f9b\u8bba\u6587\u70b9\u8bc4\u3001\u8bba\u6587\u5341\u95ee\u3001\u8111\u56fe\u529f\u80fd\uff08\u5982\u4e0b\u56fe\u6240\u793a\uff09\uff0c\u6765\u5e2e\u52a9\u9605\u8bfb\u8005\u66f4\u597d\u7684\u89e3\u6790\u8bba\u6587\u3002<\/p>\n

\"\u56fe\u724710.png\"<\/div>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5929\u5de5AI\u5728\u6587\u5b57\u89e3\u8bfb\u7684\u57fa\u7840\u4e0a\uff0c\u5c06\u539f\u59cb\u6750\u6599\u4e2d\u7684\u5173\u952e\u4fe1\u606f\uff08\u5982\u6570\u636e\u3001\u8868\u683c\u3001\u516c\u5f0f\u3001\u56fe\u3001\u56fe\u7247\u7b49\uff09\u4ee5\u591a\u6a21\u6001\u65b9\u5f0f\u8f93\u51fa\uff0c\u5e2e\u52a9\u7528\u6237\u5168\u65b9\u4f4d\u5730\u7406\u89e3\u548c\u89e3\u8bfb\u6587\u6863\u4e2d\u7684\u91cd\u8981\u5185\u5bb9\u548c\u6570\u636e\u3002<\/p>\n

\"\u56fe\u724711.png\"<\/div>\n

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\u8fd9\u4e00\u529f\u80fd\u8ba9\u7528\u6237\u5f97\u4ee5\u4f53\u9a8c\u8fdc\u8d85\u4f20\u7edf\u5927\u6a21\u578b\u6587\u6863\u7406\u89e3\u7684\u7cbe\u51c6\u6027\u4e0e\u6df1\u5ea6\u5206\u6790\uff0c\u663e\u8457\u63d0\u9ad8\u4fe1\u606f\u83b7\u53d6\u7684\u6548\u7387\u4e0e\u51c6\u786e\u6027\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u5927\u91cf\u590d\u6742\u8d44\u6599\u65f6\uff0c\u5929\u5de5AI\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u9ad8\u6548\u6587\u6863\u5206\u6790\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\u5982\u4f55\u4f7f\u7528\uff1f<\/strong><\/p>\n

\u4e24\u79cd\u65b9\u6cd5\uff1a1\uff09\u70b9\u51fb\u641c\u7d22\u7ed3\u679c\u4e2dPDF\u60ac\u6d6e\u7a97\u7684\u6df1\u5ea6\u89e3\u6790\u5165\u53e3\uff0c2\uff09\u5728AI\u6587\u6863-\u97f3\u89c6\u9891\u5206\u6790Agent\u4e2d\u76f4\u63a5\u4e0a\u4f20PDF\u3002<\/strong><\/p>\n

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