{"id":76947,"date":"2026-02-23T16:34:21","date_gmt":"2026-02-23T08:34:21","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/76947.html"},"modified":"2026-02-23T16:34:21","modified_gmt":"2026-02-23T08:34:21","slug":"%e5%a4%9a%e6%a8%a1%e6%80%81-ai-%e9%a9%b1%e5%8a%a8%e5%8a%9e%e5%85%ac%e6%99%ba%e8%83%bd%e5%8c%96%e5%8f%98%e9%9d%a9%ef%bc%9adeepseek-%e8%b5%8b%e8%83%bd%e5%9b%be%e6%96%87%e8%bd%ac%e5%86%99%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/76947.html","title":{"rendered":"\u591a\u6a21\u6001 AI \u9a71\u52a8\u529e\u516c\u667a\u80fd\u5316\u53d8\u9769\uff1aDeepSeek \u8d4b\u80fd\u56fe\u6587\u8f6c\u5199\u4e0e\u89c6\u9891\u6458\u8981\u7684\u9ad8\u6548\u5b9e\u8df5"},"content":{"rendered":"<\/p>\n<hr \/>\n<p>\u591a\u6a21\u6001 AI \u9a71\u52a8\u529e\u516c\u667a\u80fd\u5316\u53d8\u9769&#xff1a;DeepSeek \u8d4b\u80fd\u56fe\u6587\u8f6c\u5199\u4e0e\u89c6\u9891\u6458\u8981\u7684\u9ad8\u6548\u5b9e\u8df5<\/p>\n<p>\u6458\u8981&#xff1a; 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\u5408\u540c\u4e2d\u63d0\u53d6\u5173\u952e\u6761\u6b3e\u9700\u8981\u4eba\u5de5\u9010\u5b57\u6838\u5bf9&#xff1b;\u4ece\u4e00\u573a\u5197\u957f\u7684\u4f1a\u8bae\u5f55\u50cf\u4e2d\u63d0\u70bc\u6838\u5fc3\u7ed3\u8bba\u8017\u65f6\u8d39\u529b\u3002<\/li>\n<li>\u5904\u7406\u6548\u7387\u74f6\u9888&#xff1a; \u5927\u91cf\u91cd\u590d\u6027\u3001\u4f4e\u4ef7\u503c\u7684\u4fe1\u606f\u5f55\u5165\u3001\u6574\u7406\u3001\u6458\u8981\u5de5\u4f5c\u6d88\u8017\u5927\u91cf\u4eba\u529b\u6210\u672c\u548c\u65f6\u95f4&#xff0c;\u4e14\u6613\u51fa\u9519\u3002<\/li>\n<li>\u51b3\u7b56\u4fe1\u606f\u6ede\u540e&#xff1a; \u7531\u4e8e\u4fe1\u606f\u5904\u7406\u901f\u5ea6\u6162&#xff0c;\u51b3\u7b56\u8005\u96be\u4ee5\u83b7\u53d6\u53ca\u65f6\u3001\u5168\u9762\u7684\u6d1e\u5bdf\u3002<\/li>\n<p>\u5355\u6a21\u6001 AI&#xff08;\u5982\u4ec5\u5904\u7406\u6587\u672c\u6216\u4ec5\u8bc6\u522b\u56fe\u50cf&#xff09;\u867d\u80fd\u5728\u7279\u5b9a\u73af\u8282\u63d0\u5347\u6548\u7387&#xff0c;\u4f46\u9762\u5bf9\u4e0a\u8ff0\u590d\u6742\u6df7\u5408\u4fe1\u606f\u573a\u666f\u65f6&#xff0c;\u5176\u5c40\u9650\u6027\u663e\u9732\u65e0\u9057\u3002\u591a\u6a21\u6001 AI \u7684\u51fa\u73b0&#xff0c;\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u75db\u70b9\u3002 \u5b83\u901a\u8fc7\u6784\u5efa\u7edf\u4e00\u7684\u8de8\u6a21\u6001\u7406\u89e3\u6846\u67b6&#xff0c;\u80fd\u591f&#xff1a;<\/p>\n<ul>\n<li>\u8054\u5408\u7406\u89e3 (Joint Understanding)&#xff1a; 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\u7b49\u5927\u578b\u8bed\u8a00\u6a21\u578b&#xff0c;\u901a\u8fc7\u5728\u6d77\u91cf\u591a\u6a21\u6001\u6570\u636e&#xff08;\u56fe\u6587\u5bf9\u3001\u89c6\u9891-\u6587\u672c\u5bf9\u7b49&#xff09;\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3&#xff0c;\u5e76\u7ed3\u5408\u5148\u8fdb\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784&#xff08;\u5982 Transformer&#xff09;&#xff0c;\u5177\u5907\u4e86\u5f3a\u5927\u7684\u8de8\u6a21\u6001\u8868\u793a\u5b66\u4e60\u548c\u751f\u6210\u80fd\u529b\u3002\u5c06\u5176\u5f15\u5165\u529e\u516c\u573a\u666f&#xff0c;\u80fd\u591f\u663e\u8457\u63d0\u5347\u4fe1\u606f\u5904\u7406\u81ea\u52a8\u5316\u6c34\u5e73\u548c\u77e5\u8bc6\u63d0\u53d6\u6548\u7387\u3002<\/p>\n<hr \/>\n<p>\u4e8c\u3001 \u591a\u6a21\u6001 AI \u8d4b\u80fd\u529e\u516c\u7684\u6838\u5fc3\u573a\u666f\u4e0e DeepSeek \u7684\u4f18\u52bf<\/p>\n<p>DeepSeek \u5728\u591a\u6a21\u6001\u529e\u516c\u573a\u666f\u4e2d\u7684\u6838\u5fc3\u4ef7\u503c\u4f53\u73b0\u5728\u5176\u5f3a\u5927\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3001\u4e0a\u4e0b\u6587\u5efa\u6a21\u80fd\u529b\u548c\u53ef\u63a7\u6587\u672c\u751f\u6210\u80fd\u529b\u3002\u4ee5\u4e0b\u805a\u7126\u4e24\u5927\u6700\u5177\u4ee3\u8868\u6027\u7684\u5e94\u7528\u573a\u666f&#xff1a;<\/p>\n<p>\u573a\u666f\u4e00&#xff1a;\u56fe\u6587\u8f6c\u5199 &#8211; \u4ece\u56fe\u50cf\/PDF \u5230\u7ed3\u6784\u5316\u6587\u672c<\/p>\n<ul>\n<li>\u4efb\u52a1\u5b9a\u4e49&#xff1a; \u5c06\u5305\u542b\u6587\u5b57\u7684\u56fe\u50cf&#xff08;\u5982\u626b\u63cf\u6587\u6863\u3001\u7167\u7247\u3001\u622a\u56fe&#xff09;\u6216 PDF \u6587\u4ef6\u4e2d\u7684\u5185\u5bb9&#xff0c;\u51c6\u786e\u3001\u9ad8\u6548\u5730\u8bc6\u522b\u5e76\u63d0\u53d6\u51fa\u6765&#xff0c;\u8f6c\u5316\u4e3a\u53ef\u7f16\u8f91\u3001\u53ef\u641c\u7d22\u3001\u53ef\u5206\u6790\u7684\u7ed3\u6784\u5316\u6587\u672c&#xff08;\u5982 Word, Markdown, JSON \u7b49&#xff09;\u3002\u8fd9\u8d85\u8d8a\u4e86\u7b80\u5355\u7684\u5149\u5b66\u5b57\u7b26\u8bc6\u522b&#xff08;OCR&#xff09;\u3002<\/li>\n<li>\u4f20\u7edf\u75db\u70b9&#xff1a;\n<ul>\n<li>OCR \u7cbe\u5ea6\u95ee\u9898&#xff1a;\u590d\u6742\u6392\u7248\u3001\u6a21\u7cca\u56fe\u50cf\u3001\u624b\u5199\u4f53\u3001\u7279\u6b8a\u7b26\u53f7\u8bc6\u522b\u56f0\u96be\u3002<\/li>\n<li>\u7f3a\u4e4f\u8bed\u4e49\u7406\u89e3&#xff1a;OCR \u8f93\u51fa\u7684\u662f\u201c\u5b57\u7b26\u5e8f\u5217\u201d&#xff0c;\u800c\u975e\u201c\u6709\u610f\u4e49\u7684\u6587\u672c\u5757\u201d\u3002\u8868\u683c\u3001\u5217\u8868\u7b49\u7ed3\u6784\u5316\u4fe1\u606f\u96be\u4ee5\u4fdd\u7559\u3002<\/li>\n<li>\u540e\u5904\u7406\u7e41\u7410&#xff1a;\u9700\u8981\u4eba\u5de5\u6821\u5bf9\u3001\u5206\u6bb5\u3001\u683c\u5f0f\u8c03\u6574\u3002<\/li>\n<\/ul>\n<\/li>\n<li>DeepSeek \u7684\u8d4b\u80fd&#xff1a;\n<ul>\n<li>\u5f3a\u5927\u7684 OCR \u540e\u5904\u7406\u4e0e\u8bed\u4e49\u7406\u89e3&#xff1a; DeepSeek \u53ef\u4ee5\u63a5\u6536 OCR \u5f15\u64ce&#xff08;\u5982 Tesseract, PaddleOCR&#xff09;\u7684\u521d\u6b65\u8bc6\u522b\u7ed3\u679c&#xff0c;\u5229\u7528\u5176\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u7ea0\u9519\u3001\u8bed\u4e49\u6d88\u6b67\u3001\u53e5\u5b50\u91cd\u7ec4\u3002\u4f8b\u5982&#xff0c;\u5b83\u80fd\u5224\u65ad\u201c1 O\u201d\u662f\u201c10\u201d\u8fd8\u662f\u201cIO\u201d&#xff0c;\u7406\u89e3\u201cFig. 1\u201d\u4ee3\u8868\u56fe\u8868\u6807\u9898\u3002<\/li>\n<li>\u7ed3\u6784\u5316\u4fe1\u606f\u63d0\u53d6&#xff1a; DeepSeek \u80fd\u8bc6\u522b\u6587\u6863\u7684\u903b\u8f91\u7ed3\u6784&#xff08;\u6807\u9898\u3001\u6b63\u6587\u3001\u5217\u8868\u3001\u8868\u683c&#xff09;&#xff0c;\u7406\u89e3\u8868\u683c\u7684\u884c\u5217\u5173\u7cfb&#xff0c;\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a Markdown \u8868\u683c\u6216\u7ed3\u6784\u5316\u6570\u636e&#xff08;\u5982 JSON&#xff09;\u3002\u4f8b\u5982&#xff1a;\n<p>{<br \/>\n  &#034;title&#034;: &#034;2024\u5e74Q1\u9500\u552e\u62a5\u544a&#034;,<br \/>\n  &#034;author&#034;: &#034;\u9500\u552e\u90e8&#034;,<br \/>\n  &#034;date&#034;: &#034;2024-04-10&#034;,<br \/>\n  &#034;tables&#034;: [<br \/>\n    {<br \/>\n      &#034;caption&#034;: &#034;\u533a\u57df\u9500\u552e\u989d\u7edf\u8ba1&#034;,<br \/>\n      &#034;headers&#034;: [&#034;\u533a\u57df&#034;, &#034;\u9500\u552e\u989d(\u4e07\u5143)&#034;, &#034;\u540c\u6bd4\u589e\u957f&#034;],<br \/>\n      &#034;rows&#034;: [<br \/>\n        [&#034;\u534e\u4e1c&#034;, &#034;1200&#034;, &#034;15%&#034;],<br \/>\n        [&#034;\u534e\u5317&#034;, &#034;980&#034;, &#034;8%&#034;],<br \/>\n        [&#034;\u534e\u5357&#034;, &#034;1500&#034;, &#034;22%&#034;]<br \/>\n      ]<br \/>\n    }<br \/>\n  ]<br \/>\n}<\/p>\n<\/li>\n<li>\u590d\u6742\u6587\u6863\u5904\u7406&#xff1a; \u5904\u7406\u5305\u542b\u6df7\u5408\u6587\u5b57\u3001\u516c\u5f0f\u3001\u56fe\u8868\u7684\u6587\u6863\u3002DeepSeek \u53ef\u8bc6\u522b LaTeX \u683c\u5f0f\u7684\u6570\u5b66\u516c\u5f0f&#xff08;\u5982\u8bc6\u522b\u56fe\u50cf\u4e2d\u7684 $E &#061; mc^2$ \u5e76\u6b63\u786e\u8f93\u51fa\u4e3a LaTeX \u4ee3\u7801&#xff09;&#xff0c;\u6216\u63cf\u8ff0\u56fe\u8868\u5185\u5bb9\u3002<\/li>\n<li>\u5185\u5bb9\u603b\u7ed3\u4e0e\u63d0\u70bc&#xff1a; \u5728\u8f6c\u5199\u7684\u540c\u65f6&#xff0c;\u53ef\u8981\u6c42 DeepSeek \u5bf9\u63d0\u53d6\u7684\u5185\u5bb9\u8fdb\u884c\u6458\u8981&#xff0c;\u5feb\u901f\u6293\u4f4f\u91cd\u70b9\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u573a\u666f\u4e8c&#xff1a;\u89c6\u9891\u6458\u8981\u751f\u6210 &#8211; \u4ece\u5197\u957f\u89c6\u9891\u5230\u7cbe\u534e\u6458\u8981<\/p>\n<ul>\n<li>\u4efb\u52a1\u5b9a\u4e49&#xff1a; \u81ea\u52a8\u5206\u6790\u89c6\u9891\u5185\u5bb9&#xff08;\u5305\u542b\u89c6\u89c9\u753b\u9762\u548c\u97f3\u9891\/\u8bed\u97f3&#xff09;&#xff0c;\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u3001\u4e8b\u4ef6\u3001\u8bba\u70b9\u6216\u60c5\u611f&#xff0c;\u751f\u6210\u4e00\u6bb5\u7b80\u6d01\u3001\u8fde\u8d2f\u3001\u8986\u76d6\u6838\u5fc3\u5185\u5bb9\u7684\u6587\u672c\u6458\u8981\u3002<\/li>\n<li>\u4f20\u7edf\u75db\u70b9&#xff1a;\n<ul>\n<li>\u89c2\u770b\u8017\u65f6&#xff1a;\u957f\u89c6\u9891\u9700\u8981\u5927\u91cf\u65f6\u95f4\u89c2\u770b\u3002<\/li>\n<li>\u4fe1\u606f\u5bc6\u5ea6\u4f4e&#xff1a;\u89c6\u9891\u5305\u542b\u5197\u4f59\u4fe1\u606f\u3001\u505c\u987f\u3001\u65e0\u5173\u955c\u5934\u3002<\/li>\n<li>\u624b\u52a8\u6458\u8981\u56f0\u96be&#xff1a;\u4eba\u5de5\u63d0\u70bc\u8d39\u65f6\u8d39\u529b&#xff0c;\u4e3b\u89c2\u6027\u5f3a&#xff0c;\u6613\u9057\u6f0f\u91cd\u70b9\u3002<\/li>\n<\/ul>\n<\/li>\n<li>DeepSeek \u7684\u8d4b\u80fd&#xff1a;\n<ul>\n<li>\u591a\u6a21\u6001\u878d\u5408\u7406\u89e3&#xff1a; DeepSeek \u53ef\u4ee5\u5904\u7406\u89c6\u9891\u7684\u8f6c\u5f55\u6587\u672c&#xff08;\u7531\u8bed\u97f3\u8bc6\u522b ASR \u751f\u6210&#xff09;\u548c\u5173\u952e\u89c6\u89c9\u4fe1\u606f&#xff08;\u7531\u89c6\u89c9\u6a21\u578b\u63d0\u53d6\u7684\u573a\u666f\u63cf\u8ff0\u3001\u7269\u4f53\u8bc6\u522b\u3001\u4eba\u7269\u52a8\u4f5c\u3001\u6587\u5b57\u4fe1\u606f\u7b49&#xff09;\u3002\u5b83\u878d\u5408\u8fd9\u4e24\u79cd\u6a21\u6001\u7684\u4fe1\u606f&#xff0c;\u7406\u89e3\u753b\u9762\u4e0e\u8bed\u97f3\u7684\u5bf9\u5e94\u5173\u7cfb&#xff08;\u5982\u201c\u6f14\u793a\u8005\u6307\u5411\u5c4f\u5e55\u4e0a\u7684\u56fe\u8868\u201d&#xff09;\u3002<\/li>\n<li>\u5185\u5bb9\u91cd\u8981\u6027\u8bc4\u4f30&#xff1a; \u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u7406\u89e3&#xff0c;DeepSeek \u80fd\u5224\u65ad\u54ea\u4e9b\u7247\u6bb5\u5305\u542b\u6838\u5fc3\u8bba\u70b9\u3001\u5173\u952e\u6570\u636e\u3001\u91cd\u8981\u7ed3\u8bba\u6216\u60c5\u611f\u8f6c\u6298\u70b9\u3002\u4f8b\u5982&#xff0c;\u8bc6\u522b\u51fa\u201c\u63a5\u4e0b\u6765\u6211\u4eec\u5ba3\u5e03\u5b63\u5ea6\u4e1a\u7ee9\u201d\u6bd4\u201c\u4eca\u5929\u5929\u6c14\u4e0d\u9519\u201d\u66f4\u91cd\u8981\u3002<\/li>\n<li>\u8fde\u8d2f\u6458\u8981\u751f\u6210&#xff1a; \u57fa\u4e8e\u7b5b\u9009\u51fa\u7684\u5173\u952e\u4fe1\u606f\u70b9&#xff0c;DeepSeek \u5229\u7528\u5176\u5f3a\u5927\u7684\u6587\u672c\u751f\u6210\u80fd\u529b&#xff0c;\u7ec4\u7ec7\u8bed\u8a00&#xff0c;\u751f\u6210\u4e00\u6bb5\u903b\u8f91\u6e05\u6670\u3001\u8bed\u8a00\u6d41\u7545\u3001\u8986\u76d6\u4e3b\u8981\u5185\u5bb9\u7684\u6458\u8981\u3002\u6458\u8981\u53ef\u4ee5\u662f\u6307\u4ee4\u6027\u7684&#xff08;\u201c\u4f1a\u8bae\u51b3\u5b9a\u2026\u201d&#xff09;\u3001\u63cf\u8ff0\u6027\u7684&#xff08;\u201c\u6f14\u793a\u8005\u4ecb\u7ecd\u4e86\u2026\u201d&#xff09;\u6216\u95ee\u7b54\u5f0f\u7684&#xff08;\u201cQ: \u672c\u5b63\u5ea6\u76ee\u6807&#xff1f;A: \u589e\u957f15%\u201d&#xff09;\u3002<\/li>\n<li>\u652f\u6301\u591a\u79cd\u683c\u5f0f&#xff1a; \u53ef\u751f\u6210\u7eaf\u6587\u672c\u6458\u8981\u3001\u5e26\u65f6\u95f4\u6233\u7684\u8981\u70b9\u5217\u8868\u3001\u4f1a\u8bae\u7eaa\u8981\u6a21\u677f\u3001Q&amp;A \u5bf9\u7b49\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>DeepSeek \u7684\u6838\u5fc3\u4f18\u52bf&#xff1a;<\/p>\n<li>\u8bed\u8a00\u80fd\u529b\u5353\u8d8a&#xff1a; \u4f5c\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b&#xff0c;\u5728\u6587\u672c\u7406\u89e3\u3001\u751f\u6210\u3001\u7ea0\u9519\u3001\u6da6\u8272\u65b9\u9762\u8868\u73b0\u4f18\u5f02&#xff0c;\u8fd9\u662f\u9ad8\u8d28\u91cf\u8f6c\u5199\u548c\u6458\u8981\u7684\u57fa\u7840\u3002<\/li>\n<li>\u77e5\u8bc6\u4e30\u5bcc&#xff1a; \u9884\u8bad\u7ec3\u5305\u542b\u6d77\u91cf\u77e5\u8bc6&#xff0c;\u6709\u52a9\u4e8e\u7406\u89e3\u6587\u6863\u4e2d\u7684\u4e13\u4e1a\u672f\u8bed\u3001\u80cc\u666f\u4fe1\u606f\u3002<\/li>\n<li>\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u5f3a&#xff1a; \u53ef\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4&#xff08;Prompt&#xff09;\u7cbe\u786e\u63a7\u5236\u8f93\u51fa\u683c\u5f0f\u3001\u98ce\u683c\u3001\u4fa7\u91cd\u70b9&#xff08;\u5982\u201c\u53ea\u63d0\u53d6\u7532\u65b9\u4e49\u52a1\u6761\u6b3e\u201d&#xff0c;\u201c\u6458\u8981\u4e0d\u8d85\u8fc7 5 \u53e5\u8bdd&#xff0c;\u7a81\u51fa\u4e89\u8bae\u70b9\u201d&#xff09;\u3002<\/li>\n<li>\u53ef\u96c6\u6210\u6027\u4e0e\u6269\u5c55\u6027&#xff1a; DeepSeek \u53ef\u901a\u8fc7 API \u6216\u7279\u5b9a\u63a5\u53e3\u4e0e OCR\u3001ASR\u3001\u8ba1\u7b97\u673a\u89c6\u89c9&#xff08;CV&#xff09;\u6a21\u5757\u96c6\u6210&#xff0c;\u6784\u5efa\u7aef\u5230\u7aef\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6a21\u578b\u4e5f\u53ef\u5728\u7279\u5b9a\u9886\u57df\u6570\u636e\u4e0a\u8fdb\u4e00\u6b65\u5fae\u8c03&#xff08;Fine-tuning&#xff09;&#xff0c;\u63d0\u5347\u4e13\u4e1a\u573a\u666f\u8868\u73b0\u3002<\/li>\n<hr \/>\n<p>\u4e09\u3001 DeepSeek \u56fe\u6587\u8f6c\u5199\u9ad8\u6548\u5b9e\u8df5\u6280\u5de7<\/p>\n<p>\u9ad8\u6548\u3001\u9ad8\u7cbe\u5ea6\u5730\u5229\u7528 DeepSeek \u8fdb\u884c\u56fe\u6587\u8f6c\u5199&#xff0c;\u9700\u8981\u7ed3\u5408\u6280\u672f\u5de5\u5177\u548c\u7b56\u7565\u65b9\u6cd5&#xff1a;<\/p>\n<p>\u6280\u5de7\u4e00&#xff1a;\u4f18\u5316\u8f93\u5165\u8d28\u91cf&#xff08;\u9884\u5904\u7406\u662f\u5173\u952e&#xff09;<\/p>\n<ul>\n<li>\u56fe\u50cf\u6e05\u6670\u5ea6&#xff1a; \u786e\u4fdd\u63d0\u4f9b\u7ed9 OCR \u5f15\u64ce\u7684\u56fe\u50cf\u8db3\u591f\u6e05\u6670\u3002\u5bf9\u4e8e\u6a21\u7cca\u6216\u4f4e\u5206\u8fa8\u7387\u626b\u63cf\u4ef6&#xff0c;\u4f7f\u7528\u56fe\u50cf\u5904\u7406\u5de5\u5177&#xff08;\u5982 OpenCV, PIL&#xff09;\u8fdb\u884c\u9884\u5904\u7406&#xff1a;\n<p>from PIL import Image, ImageEnhance<br \/>\n# \u793a\u4f8b&#xff1a;\u8c03\u6574\u5bf9\u6bd4\u5ea6\u548c\u9510\u5ea6<br \/>\nimage &#061; Image.open(&#039;scanned_doc.jpg&#039;)<br \/>\nenhancer &#061; ImageEnhance.Contrast(image)<br \/>\nimage_enhanced &#061; enhancer.enhance(2.0)  # \u589e\u52a0\u5bf9\u6bd4\u5ea6<br \/>\nenhancer &#061; ImageEnhance.Sharpness(image_enhanced)<br \/>\nimage_final &#061; enhancer.enhance(2.0)  # \u589e\u52a0\u9510\u5ea6<br \/>\nimage_final.save(&#039;preprocessed_doc.jpg&#039;)<\/p>\n<\/li>\n<li>OCR \u5f15\u64ce\u9009\u62e9\u4e0e\u8c03\u4f18&#xff1a; \u9009\u62e9\u9ad8\u6027\u80fd OCR \u5f15\u64ce&#xff08;\u5982 PaddleOCR \u5bf9\u4e2d\u6587\u652f\u6301\u597d&#xff0c;Tesseract \u5bf9\u82f1\u6587\u652f\u6301\u597d&#xff09;\u3002\u6839\u636e\u6587\u6863\u7c7b\u578b\u8c03\u6574\u53c2\u6570&#xff1a;\n<p># \u4f7f\u7528 PaddleOCR<br \/>\nfrom paddleocr import PaddleOCR<br \/>\nocr &#061; PaddleOCR(use_angle_cls&#061;True, lang&#061;&#039;ch&#039;, use_gpu&#061;False)  # \u542f\u7528\u65b9\u5411\u5206\u7c7b&#xff0c;\u4e2d\u6587&#xff0c;\u4e0d\u4f7f\u7528GPU<br \/>\nresult &#061; ocr.ocr(&#039;preprocessed_doc.jpg&#039;, cls&#061;True)<br \/>\n# \u83b7\u53d6\u8bc6\u522b\u6587\u672c\u548c\u5750\u6807<br \/>\ntext_blocks &#061; []<br \/>\nfor line in result:<br \/>\n    for word_info in line:<br \/>\n        text &#061; word_info[1][0]<br \/>\n        confidence &#061; word_info[1][1]<br \/>\n        points &#061; word_info[0]  # \u56db\u8fb9\u5f62\u5750\u6807\u70b9<br \/>\n        if confidence &gt; 0.8:  # \u7f6e\u4fe1\u5ea6\u9608\u503c<br \/>\n            text_blocks.append({&#039;text&#039;: text, &#039;points&#039;: points})<\/p>\n<\/li>\n<li>\u7ed3\u6784\u5316 OCR \u8f93\u51fa&#xff1a; \u5c06 OCR \u7ed3\u679c\u6309\u6587\u672c\u5757&#xff08;\u57fa\u4e8e\u5750\u6807&#xff09;\u7ec4\u7ec7&#xff0c;\u4fdd\u7559\u4f4d\u7f6e\u4fe1\u606f\u3002\u8fd9\u5bf9\u4e8e DeepSeek \u7406\u89e3\u6587\u6863\u7ed3\u6784\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<\/ul>\n<p>\u6280\u5de7\u4e8c&#xff1a;\u7cbe\u5fc3\u8bbe\u8ba1 Prompt \u5f15\u5bfc DeepSeek<\/p>\n<p>Prompt \u662f\u4e0e DeepSeek \u6c9f\u901a\u7684\u6865\u6881&#xff0c;\u76f4\u63a5\u5f71\u54cd\u8f93\u51fa\u8d28\u91cf\u3002\u9488\u5bf9\u56fe\u6587\u8f6c\u5199&#xff1a;<\/p>\n<ul>\n<li>\u660e\u786e\u4efb\u52a1&#xff1a; \u201c\u8bf7\u5c06\u4ee5\u4e0b OCR \u8bc6\u522b\u7684\u6587\u672c\u5757\u8f6c\u6362\u4e3a\u7ed3\u6784\u6e05\u6670\u7684 Markdown \u6587\u6863\u3002\u6587\u672c\u5757\u5305\u542b\u4f4d\u7f6e\u4fe1\u606f\u3002\u201d<\/li>\n<li>\u6307\u5b9a\u683c\u5f0f&#xff1a; \u201c\u8bc6\u522b\u6807\u9898&#xff08;\u901a\u5e38\u5b57\u4f53\u8f83\u5927\u6216\u5728\u9876\u90e8&#xff09;\u3001\u6b63\u6587\u6bb5\u843d\u3001\u9879\u76ee\u7b26\u53f7\u5217\u8868&#xff08;\u4ee5 \u2018-\u2019 \u6216\u6570\u5b57\u5f00\u5934&#xff09;\u3001\u8868\u683c&#xff08;\u884c\u5217\u5bf9\u9f50\u7684\u6587\u5b57&#xff09;\u3002\u5c06\u6807\u9898\u8f6c\u6362\u4e3a # \u7ea7\u522b&#xff0c;\u5217\u8868\u7528 -&#xff0c;\u8868\u683c\u7528 Markdown \u8868\u683c\u8bed\u6cd5\u3002\u201d<\/li>\n<li>\u5904\u7406\u7279\u5b9a\u5143\u7d20&#xff1a;\n<ul>\n<li>\u516c\u5f0f&#xff1a;\u201c\u5982\u9047\u5230\u7c7b\u4f3c $E &#061; mc^2$ \u7684\u6587\u672c&#xff0c;\u4fdd\u7559\u5176\u4f5c\u4e3a LaTeX \u5185\u8054\u516c\u5f0f\u3002\u201d<\/li>\n<li>\u56fe\u8868&#xff1a;\u201c\u5bf9\u6587\u672c\u4e2d\u63d0\u53ca\u7684\u56fe\u8868&#xff08;\u5982 \u2018\u5982\u56fe 1 \u6240\u793a\u2019&#xff09;&#xff0c;\u5728\u76f8\u5e94\u4f4d\u7f6e\u63d2\u5165 ![Fig 1] \u5360\u4f4d\u7b26\u3002\u201d<\/li>\n<li>\u6a21\u7cca\u8bc6\u522b&#xff1a;\u201c\u5982\u679c\u67d0\u4e9b\u5355\u8bcd\u8bc6\u522b\u7f6e\u4fe1\u5ea6\u4f4e&#xff0c;\u5728\u5176\u540e\u6807\u6ce8 [?]\u3002\u201d<\/li>\n<\/ul>\n<\/li>\n<li>\u8bbe\u5b9a\u98ce\u683c&#xff1a; \u201c\u4fdd\u6301\u539f\u6587\u98ce\u683c&#xff0c;\u6b63\u5f0f\/\u975e\u6b63\u5f0f\u3002\u4e0d\u6dfb\u52a0\u989d\u5916\u89e3\u91ca\u3002\u201d<\/li>\n<li>\u793a\u4f8b (Few-shot Learning)&#xff1a; \u5728 Prompt \u4e2d\u63d0\u4f9b\u5c11\u91cf\u8f93\u5165\u8f93\u51fa\u793a\u4f8b&#xff0c;\u80fd\u663e\u8457\u63d0\u5347\u6a21\u578b\u8868\u73b0\u3002\n<p>[\u8f93\u5165\u6587\u672c\u5757 1] (\u4f4d\u7f6e: \u9876\u90e8): &#039;2024\u5e74\u5ea6\u9879\u76ee\u8ba1\u5212\u4e66&#039;<br \/>\n[\u8f93\u5165\u6587\u672c\u5757 2] (\u4f4d\u7f6e: \u5de6\u4e0a): &#039;1. \u9879\u76ee\u76ee\u6807&#039;<br \/>\n[\u8f93\u5165\u6587\u672c\u5757 3] (\u4f4d\u7f6e: \u5de6\u4e0b): &#039;\u63d0\u5347\u5e02\u573a\u4efd\u989d\u81f325%&#039;<br \/>\n&#8230;<br \/>\n[\u671f\u671b\u8f93\u51fa]:<br \/>\n# 2024\u5e74\u5ea6\u9879\u76ee\u8ba1\u5212\u4e66<br \/>\n## 1. \u9879\u76ee\u76ee\u6807<br \/>\n* \u63d0\u5347\u5e02\u573a\u4efd\u989d\u81f325%<br \/>\n&#8230;<\/p>\n<\/li>\n<\/ul>\n<p>\u6280\u5de7\u4e09&#xff1a;\u5206\u9636\u6bb5\u5904\u7406\u4e0e\u8fed\u4ee3\u4f18\u5316<\/p>\n<li>\u521d\u6b65\u8f6c\u5199&#xff1a; \u5c06\u9884\u5904\u7406\u540e\u7684 OCR \u6587\u672c\u5757&#xff08;\u5e26\u5750\u6807&#xff09;\u8f93\u5165 DeepSeek&#xff0c;\u4f7f\u7528\u57fa\u7840 Prompt \u83b7\u53d6\u521d\u6b65\u7ed3\u6784\u5316\u6587\u672c\u3002<\/li>\n<li>\u4eba\u5de5\u5ba1\u6838\u4e0e\u6807\u6ce8&#xff1a; \u5feb\u901f\u6d4f\u89c8\u521d\u6b65\u7ed3\u679c&#xff0c;\u6807\u8bb0\u9519\u8bef\u533a\u57df&#xff08;\u5982\u516c\u5f0f\u8bc6\u522b\u9519\u8bef\u3001\u8868\u683c\u9519\u4e71&#xff09;\u3002\u8bb0\u5f55\u9519\u8bef\u7c7b\u578b\u3002<\/li>\n<li>Prompt \u8fed\u4ee3&#xff1a; \u6839\u636e\u9519\u8bef\u7c7b\u578b\u8c03\u6574 Prompt\u3002\u4f8b\u5982&#xff0c;\u589e\u52a0\u5bf9\u7279\u5b9a\u7c7b\u578b\u8868\u683c\u7684\u8bf4\u660e&#xff1a;\u201c\u6ce8\u610f&#xff1a;\u6587\u672c\u5757 A1: \u59d3\u540d, A2: \u5f20\u4e09, B1: \u5e74\u9f84, B2: 30 \u5e94\u8f6c\u5316\u4e3a | \u59d3\u540d | \u5e74\u9f84 | \\\\n | &#8212; | &#8212; | \\\\n | \u5f20\u4e09 | 30 |\u201d\u3002<\/li>\n<li>\u6a21\u578b\u5fae\u8c03 (\u53ef\u9009)&#xff1a; \u5982\u679c\u5b58\u5728\u5927\u91cf\u7279\u5b9a\u683c\u5f0f\u6587\u6863&#xff08;\u5982\u67d0\u79cd\u53d1\u7968\u3001\u62a5\u544a&#xff09;&#xff0c;\u6536\u96c6\u4e00\u6279 OCR \u6587\u672c\u5757\u548c\u5bf9\u5e94\u7684\u5b8c\u7f8e\u7ed3\u6784\u5316\u6587\u672c&#xff0c;\u5728 DeepSeek \u4e0a\u8fdb\u884c\u5fae\u8c03&#xff0c;\u83b7\u5f97\u9488\u5bf9\u8be5\u9886\u57df\u7684\u4e13\u7528\u6a21\u578b\u3002<\/li>\n<li>\u96c6\u6210\u6821\u9a8c\u89c4\u5219&#xff1a; \u5728\u8f93\u51fa\u540e\u52a0\u5165\u81ea\u52a8\u6821\u9a8c\u6b65\u9aa4&#xff0c;\u5982\u68c0\u67e5\u5173\u952e\u5b57\u6bb5\u662f\u5426\u5b58\u5728&#xff08;\u5408\u540c\u4e2d\u7684\u201c\u91d1\u989d\u201d\u3001\u201c\u65e5\u671f\u201d&#xff09;\u3001\u6570\u5b57\u683c\u5f0f\u662f\u5426\u6b63\u786e\u3002<\/li>\n<p>\u6280\u5de7\u56db&#xff1a;\u5904\u7406\u590d\u6742\u6587\u6863<\/p>\n<ul>\n<li>\u5206\u533a\u57df\u5904\u7406&#xff1a; \u5bf9\u4e8e\u7248\u9762\u590d\u6742\u7684\u6587\u6863&#xff08;\u5982\u6742\u5fd7&#xff09;&#xff0c;\u53ef\u5148\u4f7f\u7528\u7248\u9762\u5206\u6790\u6a21\u578b&#xff08;\u5982 LayoutLM, PaddleOCR \u7684\u7248\u9762\u5206\u6790\u529f\u80fd&#xff09;\u5c06\u6587\u6863\u5206\u5272\u6210\u6807\u9898\u533a\u3001\u6b63\u6587\u533a\u3001\u8868\u683c\u533a\u3001\u56fe\u7247\u533a\u7b49\u3002\u7136\u540e\u5bf9\u4e0d\u540c\u533a\u57df\u5206\u522b\u5e94\u7528 OCR \u548c DeepSeek \u5904\u7406\u7b56\u7565\u3002<\/li>\n<li>\u516c\u5f0f\u4e0e\u7279\u6b8a\u7b26\u53f7&#xff1a; \u4f7f\u7528\u4e13\u95e8\u7684\u6570\u5b66 OCR \u5de5\u5177&#xff08;\u5982 Mathpix&#xff09;\u5904\u7406\u516c\u5f0f\u533a\u57df&#xff0c;\u5c06\u5f97\u5230\u7684 LaTeX \u4ee3\u7801\u4f5c\u4e3a\u7279\u6b8a\u6587\u672c\u5757\u8f93\u5165 DeepSeek&#xff0c;\u5e76\u5728 Prompt \u4e2d\u8bf4\u660e\u201c$$&#8230;$$ \u5305\u88f9\u7684\u5185\u5bb9\u4e3a LaTeX \u516c\u5f0f&#xff0c;\u8bf7\u4fdd\u7559\u539f\u6837\u201d\u3002<\/li>\n<li>\u624b\u5199\u4f53&#xff1a; \u5f53\u524d\u624b\u5199\u4f53 OCR \u4ecd\u662f\u6311\u6218\u3002\u53ef\u5c1d\u8bd5\u4e13\u7528\u624b\u5199\u4f53\u8bc6\u522b\u6a21\u578b&#xff0c;\u6216\u63d0\u793a DeepSeek \u201c\u4ee5\u4e0b\u6587\u672c\u5757\u6765\u81ea\u624b\u5199\u4f53\u8bc6\u522b&#xff0c;\u53ef\u80fd\u5b58\u5728\u8f83\u591a\u9519\u8bef&#xff0c;\u8bf7\u5c1d\u8bd5\u7ed3\u5408\u4e0a\u4e0b\u6587\u8fdb\u884c\u8bed\u4e49\u7ea0\u9519\u201d\u3002<\/li>\n<\/ul>\n<p>\u6280\u5de7\u4e94&#xff1a;\u81ea\u52a8\u5316\u4e0e\u96c6\u6210<\/p>\n<ul>\n<li>\u6279\u5904\u7406\u811a\u672c&#xff1a; \u7f16\u5199\u811a\u672c\u81ea\u52a8\u5316\u6267\u884c\u9884\u5904\u7406 -&gt; OCR -&gt; DeepSeek \u8f6c\u5199 -&gt; \u540e\u5904\u7406\u6d41\u7a0b\u3002<\/li>\n<li>\u6587\u6863\u7ba1\u7406\u7cfb\u7edf\u96c6\u6210&#xff1a; \u5c06\u81ea\u52a8\u5316\u8f6c\u5199\u6d41\u7a0b\u96c6\u6210\u5230\u4f01\u4e1a\u6587\u6863\u7ba1\u7406\u7cfb\u7edf&#xff08;DMS&#xff09;\u6216\u77e5\u8bc6\u5e93\u5e73\u53f0\u4e2d&#xff0c;\u8bbe\u7f6e\u89e6\u53d1\u89c4\u5219&#xff08;\u5982\u65b0\u4e0a\u4f20\u626b\u63cf\u4ef6\u81ea\u52a8\u89e6\u53d1\u8f6c\u5199&#xff09;\u3002<\/li>\n<li>\u4e91\u670d\u52a1 API&#xff1a; \u5229\u7528 DeepSeek \u7684 API \u670d\u52a1&#xff0c;\u6784\u5efa\u53ef\u6269\u5c55\u7684\u4e91\u5904\u7406\u5e73\u53f0\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>\u56db\u3001 DeepSeek \u89c6\u9891\u6458\u8981\u751f\u6210\u9ad8\u6548\u5b9e\u8df5\u6280\u5de7<\/p>\n<p>\u9ad8\u6548\u751f\u6210\u9ad8\u8d28\u91cf\u89c6\u9891\u6458\u8981&#xff0c;\u9700\u8981\u878d\u5408\u8bed\u97f3\u8bc6\u522b\u3001\u89c6\u89c9\u7406\u89e3\u548c\u6587\u672c\u751f\u6210\u6280\u672f&#xff1a;<\/p>\n<p>\u6280\u5de7\u4e00&#xff1a;\u9ad8\u8d28\u91cf\u8bed\u97f3\u8f6c\u5f55 (ASR) \u662f\u57fa\u77f3<\/p>\n<ul>\n<li>\u9009\u62e9\u5408\u9002 ASR \u5f15\u64ce&#xff1a; \u6839\u636e\u89c6\u9891\u8bed\u8a00\u3001\u53e3\u97f3\u3001\u80cc\u666f\u566a\u97f3\u9009\u62e9\u3002\u5982 DeepSeek \u81ea\u8eab\u53ef\u80fd\u63d0\u4f9b ASR&#xff0c;\u6216\u96c6\u6210 Whisper&#xff08;\u5f00\u6e90&#xff0c;\u591a\u8bed\u8a00\u652f\u6301\u597d&#xff09;\u3001\u963f\u91cc\u4e91\/\u817e\u8baf\u4e91 ASR \u670d\u52a1\u3002<\/li>\n<li>\u5e26\u65f6\u95f4\u6233\u7684\u8f6c\u5f55&#xff1a; \u786e\u4fdd ASR \u8f93\u51fa\u5305\u542b\u6bcf\u4e2a\u5355\u8bcd\u6216\u53e5\u5b50\u7684\u8d77\u6b62\u65f6\u95f4\u6233\u3002\u8fd9\u662f\u5b9a\u4f4d\u5173\u952e\u7247\u6bb5\u7684\u57fa\u7840\u3002\n<p># \u4f7f\u7528 Whisper \u793a\u4f8b (\u7b80\u5316)<br \/>\nimport whisper<br \/>\nmodel &#061; whisper.load_model(&#034;medium&#034;)<br \/>\nresult &#061; model.transcribe(&#034;meeting_video.mp4&#034;)<br \/>\nfor segment in result[&#039;segments&#039;]:<br \/>\n    start &#061; segment[&#039;start&#039;]<br \/>\n    end &#061; segment[&#039;end&#039;]<br \/>\n    text &#061; segment[&#039;text&#039;]<br \/>\n    print(f&#034;[{start:.2f}s &#8211; {end:.2f}s] {text}&#034;)<\/p>\n<\/li>\n<li>\u8bf4\u8bdd\u4eba\u5206\u79bb (Diarization)&#xff1a; \u8bc6\u522b\u5e76\u533a\u5206\u4e0d\u540c\u7684\u8bf4\u8bdd\u4eba&#xff08;\u5982\u201cSpeaker 1: \u2026\u201d, \u201cSpeaker 2: \u2026\u201d&#xff09;\u3002\u8fd9\u5bf9\u7406\u89e3\u5bf9\u8bdd\u548c\u5f52\u5c5e\u89c2\u70b9\u5f88\u91cd\u8981\u3002\u53ef\u4f7f\u7528 pyannote.audio \u7b49\u5de5\u5177\u3002<\/li>\n<li>\u8f6c\u5f55\u540e\u5904\u7406&#xff1a; \u5bf9 ASR \u539f\u59cb\u6587\u672c\u8fdb\u884c\u521d\u6b65\u6e05\u6d17&#xff08;\u53bb\u9664\u586b\u5145\u8bcd\u5982\u201c\u5443\u201d\u3001\u201c\u554a\u201d&#xff09;&#xff0c;\u4f46\u4fdd\u7559\u5b8c\u6574\u8bed\u4e49\u3002DeepSeek \u4e5f\u53ef\u7528\u4e8e ASR \u6587\u672c\u7684\u7ea0\u9519\u548c\u6da6\u8272\u3002<\/li>\n<\/ul>\n<p>\u6280\u5de7\u4e8c&#xff1a;\u89c6\u89c9\u4fe1\u606f\u63d0\u53d6\u8f85\u52a9\u7406\u89e3<\/p>\n<p>\u867d\u7136 DeepSeek \u4e3b\u8981\u5904\u7406\u6587\u672c&#xff0c;\u4f46\u53ef\u7ed3\u5408\u89c6\u89c9\u6a21\u578b\u63d0\u53d6\u7684\u5173\u952e\u4fe1\u606f\u4f5c\u4e3a\u8865\u5145&#xff1a;<\/p>\n<ul>\n<li>\u573a\u666f\u5206\u7c7b\/\u63cf\u8ff0&#xff1a; \u4f7f\u7528\u56fe\u50cf\u5206\u7c7b\u6216\u63cf\u8ff0\u6a21\u578b&#xff08;\u5982 CLIP, BLIP&#xff09;\u5bf9\u5173\u952e\u5e27\u6216\u5747\u5300\u91c7\u6837\u7684\u5e27\u8fdb\u884c\u5206\u6790&#xff0c;\u751f\u6210\u7b80\u77ed\u63cf\u8ff0&#xff08;\u5982\u201c\u4f1a\u8bae\u5ba4\u573a\u666f\u201d\u3001\u201c\u767d\u677f\u8ba8\u8bba\u201d\u3001\u201c\u4ea7\u54c1\u6f14\u793a\u5e7b\u706f\u7247\u201d&#xff09;\u3002<\/li>\n<li>\u5c4f\u5e55\u5185\u5bb9\u8bc6\u522b&#xff1a; \u5bf9\u6f14\u793a\u7c7b\u89c6\u9891&#xff0c;\u4f7f\u7528 OCR \u8bc6\u522b\u5c4f\u5e55\u5171\u4eab\u533a\u57df\u4e2d\u7684\u6587\u5b57&#xff08;\u5e7b\u706f\u7247\u6807\u9898\u3001\u8981\u70b9\u3001\u56fe\u8868\u6807\u7b7e&#xff09;\u3002<\/li>\n<li>\u4eba\u8138\u4e0e\u8868\u60c5\u8bc6\u522b (\u8c28\u614e\u4f7f\u7528)&#xff1a; \u53ef\u8bc6\u522b\u4e3b\u8981\u53d1\u8a00\u4eba&#xff0c;\u6216\u5728\u5408\u89c4\u524d\u63d0\u4e0b\u5206\u6790\u5927\u81f4\u60c5\u7eea&#xff08;\u79ef\u6781\/\u4e2d\u6027\/\u6d88\u6781&#xff09;&#xff0c;\u4f5c\u4e3a\u7406\u89e3\u8bed\u6c14\u7684\u8f85\u52a9\u53c2\u8003\u3002<\/li>\n<li>\u52a8\u4f5c\u8bc6\u522b&#xff1a; \u7b80\u5355\u52a8\u4f5c\u63cf\u8ff0&#xff08;\u5982\u201c\u4e3e\u624b\u201d\u3001\u201c\u6307\u5411\u5c4f\u5e55\u201d&#xff09;\u53ef\u80fd\u6709\u52a9\u4e8e\u7406\u89e3\u4e92\u52a8\u3002<\/li>\n<\/ul>\n<p>\u6280\u5de7\u4e09&#xff1a;Prompt \u8bbe\u8ba1\u9a71\u52a8\u9ad8\u8d28\u91cf\u6458\u8981<\/p>\n<p>Prompt \u662f\u5f15\u5bfc DeepSeek \u751f\u6210\u7406\u60f3\u6458\u8981\u7684\u6838\u5fc3&#xff1a;<\/p>\n<ul>\n<li>\u660e\u786e\u6458\u8981\u76ee\u6807&#xff1a; \u201c\u8bf7\u6839\u636e\u63d0\u4f9b\u7684\u89c6\u9891\u8f6c\u5f55\u6587\u672c&#xff08;\u5e26\u65f6\u95f4\u6233&#xff09;\u548c\u89c6\u89c9\u573a\u666f\u63cf\u8ff0&#xff0c;\u751f\u6210\u4e00\u4efd\u7cbe\u7b80\u7684\u4f1a\u8bae\u5185\u5bb9\u6458\u8981\u3002\u201d<\/li>\n<li>\u5b9a\u4e49\u6458\u8981\u7c7b\u578b&#xff1a;\n<ul>\n<li>\u8981\u70b9\u5f0f&#xff1a;\u201c\u751f\u6210 5-7 \u4e2a\u5173\u952e\u8981\u70b9&#xff0c;\u6bcf\u4e2a\u8981\u70b9 1-2 \u53e5\u8bdd\u3002\u201d<\/li>\n<li>\u6bb5\u843d\u5f0f&#xff1a;\u201c\u751f\u6210\u4e00\u6bb5\u8fde\u8d2f\u7684\u603b\u7ed3\u6027\u6587\u5b57&#xff0c;\u4e0d\u8d85\u8fc7 200 \u5b57\u3002\u201d<\/li>\n<li>\u95ee\u7b54\u5f0f&#xff1a;\u201c\u6839\u636e\u5185\u5bb9\u751f\u6210 3-5 \u4e2a\u91cd\u8981\u95ee\u9898\u53ca\u5176\u7b54\u6848 (Q&amp;A)\u3002\u201d<\/li>\n<li>\u884c\u52a8\u9879\u5bfc\u5411&#xff1a;\u201c\u91cd\u70b9\u63d0\u53d6\u4f1a\u8bae\u4e2d\u660e\u786e\u7684\u51b3\u7b56\u548c\u5f85\u529e\u4e8b\u9879&#xff08;Action Items&#xff09;&#xff0c;\u5305\u62ec\u8d1f\u8d23\u4eba\u548c\u622a\u6b62\u65f6\u95f4&#xff08;\u5982\u6709\u63d0\u53ca&#xff09;\u3002\u201d<\/li>\n<\/ul>\n<\/li>\n<li>\u6307\u5b9a\u5185\u5bb9\u4fa7\u91cd\u70b9&#xff1a; \u201c\u6458\u8981\u5e94\u6db5\u76d6&#xff1a;\u4e3b\u8981\u8ba8\u8bba\u8bae\u9898\u3001\u5404\u65b9\u6838\u5fc3\u89c2\u70b9\u3001\u8fbe\u6210\u7684\u5171\u8bc6\u6216\u51b3\u7b56\u3001\u5b58\u5728\u7684\u5206\u6b67\u3001\u4e0b\u4e00\u6b65\u884c\u52a8\u8ba1\u5212\u3002\u907f\u514d\u8bb0\u5f55\u95f2\u804a\u548c\u65e0\u5173\u7ec6\u8282\u3002\u201d<\/li>\n<li>\u5229\u7528\u65f6\u95f4\u6233\u5b9a\u4f4d&#xff1a; \u201c\u5173\u6ce8\u5728 [00:05:21 &#8211; 00:07:30] \u65f6\u95f4\u6bb5\u5185\u8ba8\u8bba\u7684\u9884\u7b97\u8bae\u9898\u3002\u201d \u6216 \u201c\u53d1\u8a00\u4eba A \u5728 [00:15:40] \u5de6\u53f3\u63d0\u51fa\u7684\u98ce\u9669\u70b9\u9700\u8981\u5305\u542b\u3002\u201d<\/li>\n<li>\u7ed3\u5408\u89c6\u89c9\u4fe1\u606f&#xff1a; \u201c\u5f53\u89c6\u89c9\u63cf\u8ff0\u63d0\u5230\u2018\u5c55\u793a\u9500\u552e\u8d8b\u52bf\u56fe\u2019\u65f6&#xff0c;\u5bf9\u5e94\u7684\u8ba8\u8bba\u5185\u5bb9\u5e94\u5305\u542b\u56fe\u8868\u53cd\u6620\u7684\u5173\u952e\u6570\u636e\u7ed3\u8bba\u3002\u201d<\/li>\n<li>\u8bbe\u5b9a\u8bed\u8a00\u98ce\u683c&#xff1a; \u201c\u4f7f\u7528\u6b63\u5f0f\u3001\u5ba2\u89c2\u7684\u5546\u52a1\u8bed\u8a00\u3002\u201d \u6216 \u201c\u6458\u8981\u4f9b\u5185\u90e8\u5feb\u901f\u53c2\u8003&#xff0c;\u8bed\u8a00\u53ef\u7a0d\u53e3\u8bed\u5316\u3002\u201d<\/li>\n<li>\u7ed3\u6784\u5316\u8f93\u51fa&#xff1a; \u201c\u4f7f\u7528 Markdown \u683c\u5f0f&#xff1a;## \u4e3b\u8981\u8bae\u9898 \\\\n \u2026 \\\\n ## \u5173\u952e\u51b3\u7b56 \\\\n \u2026 \\\\n ## \u884c\u52a8\u9879 \\\\n \u2026\u201d<\/li>\n<li>\u63d0\u4f9b\u793a\u4f8b (Few-shot Learning)&#xff1a; \u540c\u6837\u6709\u6548\u3002<\/li>\n<\/ul>\n<p>\u6280\u5de7\u56db&#xff1a;\u5206\u9636\u6bb5\u6458\u8981\u4e0e\u4fe1\u606f\u878d\u5408\u7b56\u7565<\/p>\n<li>\u521d\u6b65\u7247\u6bb5\u7b5b\u9009&#xff1a;\n<ul>\n<li>\u57fa\u4e8e\u6587\u672c&#xff1a; \u5229\u7528 DeepSeek \u7684\u6587\u672c\u7406\u89e3\u80fd\u529b&#xff0c;\u5feb\u901f\u626b\u63cf\u8f6c\u5f55\u6587\u672c&#xff0c;\u8bc6\u522b\u6f5c\u5728\u91cd\u8981\u6bb5\u843d&#xff08;\u5982\u5305\u542b\u201c\u603b\u7ed3\u201d\u3001\u201c\u51b3\u5b9a\u201d\u3001\u201c\u98ce\u9669\u201d\u3001\u201c\u76ee\u6807\u201d\u7b49\u5173\u952e\u8bcd&#xff0c;\u6216\u53d1\u8a00\u5bc6\u5ea6\u9ad8\u7684\u533a\u57df&#xff09;\u3002\u53ef\u8ba9 DeepSeek \u5148\u8f93\u51fa\u4e00\u4e2a\u201c\u6f5c\u5728\u91cd\u8981\u65f6\u95f4\u6233\u5217\u8868\u201d\u3002<\/li>\n<li>\u57fa\u4e8e\u89c6\u89c9&#xff08;\u53ef\u9009&#xff09;&#xff1a; \u7ed3\u5408\u89c6\u89c9\u63cf\u8ff0\u7684\u53d8\u5316&#xff08;\u5982\u5207\u6362\u5e7b\u706f\u7247\u3001\u51fa\u73b0\u767d\u677f\u4e66\u5199&#xff09;\u5b9a\u4f4d\u53ef\u80fd\u7684\u91cd\u8981\u7247\u6bb5\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u5173\u952e\u4fe1\u606f\u63d0\u53d6&#xff1a; \u5bf9\u7b5b\u9009\u51fa\u7684\u65f6\u95f4\u7247\u6bb5&#xff0c;\u63d0\u4f9b\u5176\u5bf9\u5e94\u7684\u8be6\u7ec6\u8f6c\u5f55\u6587\u672c\u548c\u89c6\u89c9\u63cf\u8ff0\u7ed9 DeepSeek&#xff0c;\u8981\u6c42\u5176\u63d0\u53d6\u8be5\u7247\u6bb5\u7684\u6838\u5fc3\u4fe1\u606f\u70b9&#xff08;\u5982\u201c\u8ba8\u8bba\u4e3b\u9898\u201d\u3001\u201c\u4e3b\u8981\u8bba\u70b9\u201d\u3001\u201c\u5177\u4f53\u6570\u636e\u201d\u3001\u201c\u7ed3\u8bba\u201d&#xff09;\u3002<\/li>\n<li>\u6458\u8981\u7efc\u5408\u751f\u6210&#xff1a; \u5c06\u6240\u6709\u63d0\u53d6\u7684\u5173\u952e\u4fe1\u606f\u70b9\u6c47\u603b&#xff0c;\u518d\u6b21\u8f93\u5165 DeepSeek&#xff0c;\u8981\u6c42\u5176\u7efc\u5408\u8fd9\u4e9b\u70b9&#xff0c;\u751f\u6210\u4e00\u4efd\u8fde\u8d2f\u3001\u5168\u9762\u3001\u4e0d\u91cd\u590d\u7684\u6700\u7ec8\u6458\u8981\u3002Prompt \u5982&#xff1a;\u201c\u8bf7\u57fa\u4e8e\u4ee5\u4e0b\u5206\u6563\u7684\u4fe1\u606f\u70b9&#xff0c;\u6574\u5408\u6210\u4e00\u4efd\u7ed3\u6784\u6e05\u6670\u3001\u8bed\u8a00\u6d41\u7545\u7684\u4f1a\u8bae\u6458\u8981&#xff1a; [\u4fe1\u606f\u70b9 1] &#8230; [\u4fe1\u606f\u70b9 N]\u201d\u3002<\/li>\n<li>\u8fed\u4ee3\u4fee\u6b63&#xff1a; \u5982\u679c\u751f\u6210\u7684\u6458\u8981\u9057\u6f0f\u91cd\u70b9\u6216\u5197\u4f59&#xff0c;\u8c03\u6574 Prompt \u6216\u91cd\u65b0\u7b5b\u9009\u4fe1\u606f\u70b9\u3002<\/li>\n<p>\u6280\u5de7\u4e94&#xff1a;\u5143\u6570\u636e\u4e0e\u77e5\u8bc6\u5e93\u6574\u5408<\/p>\n<ul>\n<li>\u5173\u8054\u4f1a\u8bae\u4fe1\u606f&#xff1a; \u5c06\u751f\u6210\u7684\u6458\u8981\u4e0e\u4f1a\u8bae\u65e5\u5386\u4e8b\u4ef6\u3001\u53c2\u4f1a\u4eba\u5217\u8868\u3001\u76f8\u5173\u6587\u6863&#xff08;\u8bae\u7a0b\u3001\u9884\u8bfb\u6750\u6599&#xff09;\u5173\u8054&#xff0c;\u5b58\u5165\u77e5\u8bc6\u5e93\u3002<\/li>\n<li>\u7ed3\u6784\u5316\u5b58\u50a8&#xff1a; \u5c06\u6458\u8981\u4e2d\u7684\u5173\u952e\u8981\u7d20&#xff08;\u8bae\u9898\u3001\u51b3\u7b56\u3001\u884c\u52a8\u9879&#xff09;\u62bd\u53d6\u51fa\u6765&#xff0c;\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e&#xff0c;\u4fbf\u4e8e\u641c\u7d22\u548c\u5206\u6790\u3002<\/li>\n<li>\u65f6\u95f4\u7ebf\u6807\u6ce8&#xff1a; \u5728\u6458\u8981\u4e2d\u5d4c\u5165\u5173\u952e\u70b9\u5bf9\u5e94\u7684\u65f6\u95f4\u6233&#xff08;\u5982 \u201c[00:12:15] \u51b3\u5b9a&#xff1a;&#8230;\u201d&#xff09;&#xff0c;\u65b9\u4fbf\u7528\u6237\u56de\u770b\u539f\u89c6\u9891\u7ec6\u8282\u3002<\/li>\n<\/ul>\n<p>\u6280\u5de7\u516d&#xff1a;\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/p>\n<ul>\n<li>\u89c6\u9891\u4e0a\u4f20\u89e6\u53d1&#xff1a; \u8bbe\u7f6e\u89c4\u5219&#xff0c;\u65b0\u89c6\u9891\u4e0a\u4f20\u5230\u7279\u5b9a\u5e73\u53f0&#xff08;\u5982 Teams, Zoom Cloud, \u5185\u90e8\u670d\u52a1\u5668&#xff09;\u540e\u81ea\u52a8\u89e6\u53d1\u5904\u7406\u6d41\u7a0b\u3002<\/li>\n<li>\u6d41\u7a0b\u4e32\u8054&#xff1a; \u81ea\u52a8\u5316\u6267\u884c&#xff1a;\u89c6\u9891 -&gt; ASR (\u5e26\u65f6\u95f4\u6233) -&gt; \u89c6\u89c9\u5206\u6790 (\u53ef\u9009) -&gt; DeepSeek \u6458\u8981\u751f\u6210 -&gt; \u6458\u8981\u5b58\u50a8\/\u5206\u53d1 (\u90ae\u4ef6\u3001\u77e5\u8bc6\u5e93\u3001\u804a\u5929\u673a\u5668\u4eba)\u3002<\/li>\n<li>\u901a\u77e5\u4e0e\u5206\u53d1&#xff1a; \u81ea\u52a8\u5c06\u751f\u6210\u7684\u6458\u8981\u901a\u8fc7\u90ae\u4ef6\u53d1\u9001\u7ed9\u53c2\u4f1a\u8005\u6216\u76f8\u5173\u56e2\u961f&#xff0c;\u6216\u63a8\u9001\u5230\u534f\u4f5c\u5e73\u53f0&#xff08;\u5982 Slack, Teams&#xff09;\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>\u4e94\u3001 \u6548\u80fd\u63d0\u5347\u4e0e\u4f18\u5316\u7b56\u7565<\/p>\n<p>\u9664\u4e86\u5177\u4f53\u6280\u5de7&#xff0c;\u8fd8\u9700\u8003\u8651\u4ee5\u4e0b\u7b56\u7565\u4ee5\u6700\u5927\u5316\u6548\u80fd&#xff1a;<\/p>\n<li>\u6210\u672c\u6548\u76ca\u5206\u6790&#xff1a;\n<ul>\n<li>\u8ba1\u7b97 ROI&#xff1a; \u5bf9\u6bd4\u4f7f\u7528 DeepSeek \u81ea\u52a8\u5316\u5904\u7406&#xff08;\u542b\u8ba1\u7b97\u8d44\u6e90\u3001API \u8c03\u7528\u6210\u672c&#xff09;\u4e0e\u539f\u6709\u624b\u52a8\u5904\u7406\u7684\u4eba\u529b\u6210\u672c\u548c\u65f6\u95f4\u6210\u672c\u3002\u901a\u5e38\u81ea\u52a8\u5316\u5728\u89c4\u6a21\u6548\u5e94\u4e0b\u4f18\u52bf\u660e\u663e\u3002<\/li>\n<li>\u4efb\u52a1\u5206\u7ea7&#xff1a; \u5bf9\u6587\u6863\u548c\u89c6\u9891\u8fdb\u884c\u5206\u7ea7&#xff08;\u91cd\u8981\u6027\u3001\u590d\u6742\u5ea6&#xff09;&#xff0c;\u5bf9\u9ad8\u4ef7\u503c\u6216\u9ad8\u9891\u7387\u4efb\u52a1\u4f18\u5148\u90e8\u7f72\u81ea\u52a8\u5316&#xff0c;\u5bf9\u4f4e\u4ef7\u503c\u4efb\u52a1\u53ef\u90e8\u5206\u81ea\u52a8\u5316\u6216\u6682\u7f13\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168&#xff1a;\n<ul>\n<li>\u672c\u5730\u5316\u90e8\u7f72&#xff1a; \u5bf9\u654f\u611f\u6570\u636e&#xff08;\u5408\u540c\u3001\u5185\u90e8\u4f1a\u8bae&#xff09;&#xff0c;\u8003\u8651 DeepSeek \u7684\u672c\u5730\u5316\u90e8\u7f72\u65b9\u6848&#xff0c;\u907f\u514d\u6570\u636e\u4e0a\u4e91\u3002<\/li>\n<li>\u6570\u636e\u8131\u654f&#xff1a; \u5728\u8c03\u7528 API \u524d&#xff0c;\u5bf9\u654f\u611f\u4fe1\u606f&#xff08;\u8eab\u4efd\u8bc1\u53f7\u3001\u91d1\u989d\u3001\u4eba\u540d&#xff09;\u8fdb\u884c\u906e\u853d\u6216\u66ff\u6362\u3002<\/li>\n<li>\u5408\u89c4\u6027\u5ba1\u67e5&#xff1a; \u786e\u4fdd\u5904\u7406\u6d41\u7a0b\u7b26\u5408 GDPR\u3001HIPAA\u3001\u4e2d\u56fd\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u7b49\u6cd5\u89c4\u8981\u6c42\u3002\u660e\u786e\u6570\u636e\u5b58\u50a8\u3001\u8bbf\u95ee\u63a7\u5236\u3001\u5ba1\u8ba1\u65e5\u5fd7\u7b56\u7565\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6a21\u578b\u9009\u62e9\u4e0e\u8c03\u4f18&#xff1a;\n<ul>\n<li>\u57fa\u7840\u6a21\u578b vs \u5fae\u8c03\u6a21\u578b&#xff1a; \u8bc4\u4f30\u662f\u5426\u9700\u8981\u4f7f\u7528\u9886\u57df\u7279\u5b9a\u6570\u636e\u5bf9 DeepSeek \u8fdb\u884c\u5fae\u8c03&#xff0c;\u4ee5\u63d0\u5347\u5728\u4e13\u4e1a\u672f\u8bed\u3001\u884c\u4e1a\u6587\u6863\u7ed3\u6784\u7406\u89e3\u4e0a\u7684\u8868\u73b0\u3002<\/li>\n<li>\u6a21\u578b\u5927\u5c0f\u6743\u8861&#xff1a; \u5728\u6548\u679c\u3001\u901f\u5ea6\u548c\u6210\u672c\u4e4b\u95f4\u6743\u8861\u3002\u5927\u578b\u6a21\u578b\u6548\u679c\u66f4\u597d\u4f46\u66f4\u8d35\u66f4\u6162&#xff0c;\u5c0f\u578b\u6a21\u578b\u53cd\u4e4b\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u4eba\u673a\u534f\u540c&#xff1a;\n<ul>\n<li>AI \u4f5c\u4e3a\u52a9\u624b&#xff1a; \u5b9a\u4f4d AI \u4e3a\u63d0\u5347\u6548\u7387\u7684\u5de5\u5177&#xff0c;\u800c\u975e\u5b8c\u5168\u66ff\u4ee3\u4eba\u7c7b\u3002\u6458\u8981\u548c\u8f6c\u5199\u7ed3\u679c\u9700\u4eba\u5de5\u590d\u6838&#xff0c;\u5c24\u5176\u662f\u5173\u952e\u51b3\u7b56\u548c\u6cd5\u5f8b\u6587\u4ef6\u3002<\/li>\n<li>\u53cd\u9988\u95ed\u73af&#xff1a; \u5efa\u7acb\u673a\u5236\u8ba9\u7528\u6237\u5bf9 AI \u751f\u6210\u7ed3\u679c\u8fdb\u884c\u7ea0\u9519\u548c\u8bc4\u5206&#xff0c;\u7528\u4e8e\u6301\u7eed\u6539\u8fdb Prompt \u6216\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6301\u7eed\u76d1\u63a7\u4e0e\u6539\u8fdb&#xff1a;\n<ul>\n<li>\u8bbe\u7f6e KPI&#xff1a; \u8ddf\u8e2a\u5e73\u5747\u5904\u7406\u65f6\u95f4\u3001\u51c6\u786e\u7387&#xff08;\u4e0e\u4eba\u5de5\u6821\u5bf9\u5bf9\u6bd4&#xff09;\u3001\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/li>\n<li>\u5b9a\u671f\u8bc4\u4f30&#xff1a; \u968f\u7740 DeepSeek \u6a21\u578b\u66f4\u65b0\u548c\u65b0\u6280\u672f\u51fa\u73b0&#xff0c;\u5b9a\u671f\u8bc4\u4f30\u73b0\u6709\u65b9\u6848&#xff0c;\u63a2\u7d22\u8fdb\u4e00\u6b65\u4f18\u5316\u7a7a\u95f4\u3002<\/li>\n<\/ul>\n<\/li>\n<hr \/>\n<p>\u516d\u3001 \u884c\u4e1a\u5e94\u7528\u6848\u4f8b\u4e0e\u4ef7\u503c<\/p>\n<p>\u6848\u4f8b\u4e00&#xff1a;\u6cd5\u5f8b\u4e0e\u5408\u89c4\u90e8\u95e8<\/p>\n<ul>\n<li>\u573a\u666f&#xff1a; \u6d77\u91cf\u5408\u540c\u3001\u6cd5\u89c4\u6587\u4ef6\u5ba1\u67e5\u3002<\/li>\n<li>\u5e94\u7528&#xff1a; DeepSeek \u56fe\u6587\u8f6c\u5199\u63d0\u53d6\u5408\u540c\u5173\u952e\u6761\u6b3e&#xff08;\u5982\u4ed8\u6b3e\u6761\u4ef6\u3001\u8fdd\u7ea6\u8d23\u4efb\u3001\u4fdd\u5bc6\u6761\u6b3e&#xff09;&#xff0c;\u5e76\u81ea\u52a8\u5bf9\u6bd4\u4e0d\u540c\u7248\u672c\u5dee\u5f02\u3002\u89c6\u9891\u6458\u8981\u7528\u4e8e\u5feb\u901f\u56de\u987e\u5197\u957f\u7684\u5408\u89c4\u57f9\u8bad\u5f55\u50cf\u6216\u76d1\u7ba1\u673a\u6784\u8bf4\u660e\u4f1a\u3002<\/li>\n<li>\u4ef7\u503c&#xff1a; \u52a0\u901f\u5408\u540c\u5ba1\u67e5\u6d41\u7a0b 60%&#xff0c;\u964d\u4f4e\u6f0f\u68c0\u98ce\u9669&#xff0c;\u786e\u4fdd\u5408\u89c4\u8981\u6c42\u88ab\u53ca\u65f6\u638c\u63e1\u3002<\/li>\n<\/ul>\n<p>\u6848\u4f8b\u4e8c&#xff1a;\u91d1\u878d\u670d\u52a1<\/p>\n<ul>\n<li>\u573a\u666f&#xff1a; \u5904\u7406\u8d22\u62a5\u3001\u7814\u62a5\u3001\u8def\u6f14\u89c6\u9891\u3001\u5ba2\u6237\u4f1a\u8bae\u8bb0\u5f55\u3002<\/li>\n<li>\u5e94\u7528&#xff1a; \u8f6c\u5199\u8d22\u62a5\u4e2d\u7684\u8d22\u52a1\u6570\u636e\u8868\u683c\u7528\u4e8e\u5206\u6790&#xff1b;\u6458\u8981\u8def\u6f14\u89c6\u9891\u6838\u5fc3\u89c2\u70b9\u4f9b\u6295\u8d44\u51b3\u7b56&#xff1b;\u63d0\u70bc\u5ba2\u6237\u4f1a\u8bae\u8bb0\u5f55\u4e2d\u7684\u9700\u6c42\u4e0e\u98ce\u9669\u70b9\u3002<\/li>\n<li>\u4ef7\u503c&#xff1a; \u7f29\u77ed\u4fe1\u606f\u83b7\u53d6\u65f6\u95f4&#xff0c;\u63d0\u5347\u6295\u7814\u6548\u7387\u548c\u5ba2\u6237\u54cd\u5e94\u901f\u5ea6&#xff0c;\u8f85\u52a9\u98ce\u9669\u8bc6\u522b\u3002<\/li>\n<\/ul>\n<p>\u6848\u4f8b\u4e09&#xff1a;\u533b\u7597\u5065\u5eb7<\/p>\n<ul>\n<li>\u573a\u666f&#xff1a; \u5904\u7406\u75c5\u5386&#xff08;\u626b\u63cf\u4ef6&#xff09;\u3001\u533b\u5b66\u5f71\u50cf\u62a5\u544a\u3001\u5b66\u672f\u4f1a\u8bae\u89c6\u9891\u3002<\/li>\n<li>\u5e94\u7528&#xff1a; \u8f6c\u5199\u624b\u5199\u6216\u626b\u63cf\u7684\u75c5\u5386\u4e3a\u7ed3\u6784\u5316\u7535\u5b50\u75c5\u5386&#xff1b;\u6458\u8981\u533b\u5b66\u4f1a\u8bae\u4e2d\u6700\u65b0\u7814\u7a76\u6210\u679c\u548c\u6cbb\u7597\u65b9\u6848\u3002<\/li>\n<li>\u4ef7\u503c&#xff1a; \u6539\u5584\u75c5\u5386\u7ba1\u7406\u6548\u7387&#xff0c;\u4fc3\u8fdb\u77e5\u8bc6\u5feb\u901f\u4f20\u64ad\u4e0e\u5e94\u7528&#xff0c;\u8f85\u52a9\u4e34\u5e8a\u51b3\u7b56\u3002&#xff08;\u6ce8&#xff1a;\u9700\u4e25\u683c\u9075\u5b88\u533b\u7597\u6570\u636e\u9690\u79c1\u6cd5\u89c4&#xff09;<\/li>\n<\/ul>\n<p>\u6848\u4f8b\u56db&#xff1a;\u6559\u80b2\u4e0e\u57f9\u8bad<\/p>\n<ul>\n<li>\u573a\u666f&#xff1a; \u8bb2\u4e49\u8d44\u6599\u6570\u5b57\u5316\u3001\u5f55\u64ad\u8bfe\u7a0b\u6458\u8981\u3002<\/li>\n<li>\u5e94\u7528&#xff1a; \u8f6c\u5199\u626b\u63cf\u8bb2\u4e49\u4e3a\u53ef\u7f16\u8f91\u6587\u6863&#xff1b;\u751f\u6210\u957f\u89c6\u9891\u8bfe\u7a0b\u7684\u7ae0\u8282\u6458\u8981\u6216\u77e5\u8bc6\u8981\u70b9\u5361\u7247\u3002<\/li>\n<li>\u4ef7\u503c&#xff1a; \u65b9\u4fbf\u5b66\u5458\u590d\u4e60\u68c0\u7d22&#xff0c;\u63d0\u5347\u5b66\u4e60\u6548\u7387&#xff1b;\u51cf\u8f7b\u6559\u5e08\u5185\u5bb9\u6574\u7406\u8d1f\u62c5\u3002<\/li>\n<\/ul>\n<p>\u6848\u4f8b\u4e94&#xff1a;\u5236\u9020\u4e1a\u4e0e\u4f9b\u5e94\u94fe<\/p>\n<ul>\n<li>\u573a\u666f&#xff1a; \u5904\u7406\u8d28\u68c0\u62a5\u544a\u3001\u8bbe\u5907\u624b\u518c\u3001\u4f9b\u5e94\u5546\u6c9f\u901a\u8bb0\u5f55&#xff08;\u90ae\u4ef6\/\u89c6\u9891\u4f1a\u8bae&#xff09;\u3002<\/li>\n<li>\u5e94\u7528&#xff1a; \u8f6c\u5199\u7eb8\u8d28\u8d28\u68c0\u62a5\u544a\u6570\u636e\u7528\u4e8e\u5206\u6790&#xff1b;\u6458\u8981\u4f9b\u5e94\u5546\u4f1a\u8bae\u4e2d\u7684\u4ea4\u8d27\u627f\u8bfa\u548c\u95ee\u9898\u53cd\u9988\u3002<\/li>\n<li>\u4ef7\u503c&#xff1a; \u52a0\u901f\u8d28\u91cf\u95ee\u9898\u8ffd\u6eaf&#xff0c;\u786e\u4fdd\u4f9b\u5e94\u94fe\u4fe1\u606f\u7545\u901a&#xff0c;\u4f18\u5316\u91c7\u8d2d\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<p>\u901a\u7528\u4ef7\u503c\u603b\u7ed3&#xff1a;<\/p>\n<ul>\n<li>\u6548\u7387\u63d0\u5347&#xff1a; \u81ea\u52a8\u5316\u4f4e\u4ef7\u503c\u4fe1\u606f\u5904\u7406\u4efb\u52a1&#xff0c;\u91ca\u653e\u4eba\u529b\u4e13\u6ce8\u4e8e\u9ad8\u4ef7\u503c\u5de5\u4f5c\u3002<\/li>\n<li>\u77e5\u8bc6\u6c89\u6dc0&#xff1a; \u5c06\u975e\u7ed3\u6784\u5316\u4fe1\u606f&#xff08;\u56fe\u50cf\u3001\u89c6\u9891&#xff09;\u8f6c\u5316\u4e3a\u53ef\u641c\u7d22\u3001\u53ef\u5206\u6790\u7684\u7ed3\u6784\u5316\u77e5\u8bc6&#xff0c;\u6784\u5efa\u4f01\u4e1a\u77e5\u8bc6\u5e93\u3002<\/li>\n<li>\u51b3\u7b56\u52a0\u901f&#xff1a; \u5feb\u901f\u83b7\u53d6\u5173\u952e\u4fe1\u606f\u6d1e\u5bdf&#xff0c;\u7f29\u77ed\u51b3\u7b56\u5468\u671f\u3002<\/li>\n<li>\u6210\u672c\u8282\u7ea6&#xff1a; \u51cf\u5c11\u4eba\u5de5\u5f55\u5165\u3001\u6574\u7406\u3001\u67e5\u770b\u7684\u65f6\u95f4\u6210\u672c\u548c\u4eba\u529b\u6210\u672c\u3002<\/li>\n<li>\u4f53\u9a8c\u6539\u5584&#xff1a; \u5458\u5de5\u4ece\u7e41\u7410\u5de5\u4f5c\u4e2d\u89e3\u8131&#xff0c;\u5ba2\u6237\u83b7\u5f97\u66f4\u5feb\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>\u4e03\u3001 \u6311\u6218\u3001\u98ce\u9669\u4e0e\u672a\u6765\u5c55\u671b<\/p>\n<p>\u6311\u6218\u4e0e\u98ce\u9669&#xff1a;<\/p>\n<li>\u7cbe\u5ea6\u5929\u82b1\u677f&#xff1a; \u5f53\u524d\u6280\u672f\u5728\u5904\u7406\u6781\u7aef\u60c5\u51b5&#xff08;\u4e25\u91cd\u6a21\u7cca\u56fe\u50cf\u3001\u5f3a\u53e3\u97f3\/\u566a\u97f3\u8bed\u97f3\u3001\u590d\u6742\u903b\u8f91\u63a8\u7406&#xff09;\u65f6\u4ecd\u6709\u5c40\u9650&#xff0c;\u9700\u8981\u4eba\u5de5\u590d\u6838\u3002<\/li>\n<li>\u4e0a\u4e0b\u6587\u7406\u89e3\u6df1\u5ea6&#xff1a; \u5bf9\u6587\u6863\u6216\u89c6\u9891\u4e2d\u6df1\u5c42\u542b\u4e49\u3001\u9690\u542b\u5047\u8bbe\u3001\u5fae\u5999\u8bed\u6c14\u7684\u7406\u89e3\u53ef\u80fd\u4e0d\u5982\u4eba\u7c7b\u4e13\u5bb6\u3002<\/li>\n<li>\u5e7b\u89c9 (Hallucination)&#xff1a; \u5927\u578b\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u751f\u6210\u770b\u4f3c\u5408\u7406\u4f46\u4e0d\u51c6\u786e\u6216\u7f16\u9020\u7684\u5185\u5bb9&#xff08;\u5c24\u5176\u5728\u4fe1\u606f\u7f3a\u5931\u65f6&#xff09;\u3002\u9700\u8981\u8bbe\u8ba1\u6821\u9a8c\u673a\u5236\u3002<\/li>\n<li>\u504f\u89c1\u4e0e\u516c\u5e73\u6027&#xff1a; \u6a21\u578b\u8bad\u7ec3\u6570\u636e\u53ef\u80fd\u5305\u542b\u504f\u89c1&#xff0c;\u9700\u8b66\u60d5\u5728\u6458\u8981\u6216\u8f6c\u5199\u4e2d\u65e0\u610f\u653e\u5927\u504f\u89c1\u3002<\/li>\n<li>\u5b89\u5168\u4e0e\u5408\u89c4&#xff1a; \u5982\u524d\u6240\u8ff0&#xff0c;\u6570\u636e\u9690\u79c1\u3001\u654f\u611f\u4fe1\u606f\u5904\u7406\u662f\u91cd\u4e2d\u4e4b\u91cd\u3002<\/li>\n<li>\u6280\u672f\u4f9d\u8d56&#xff1a; \u8fc7\u5ea6\u4f9d\u8d56\u53ef\u80fd\u5bfc\u81f4\u7279\u5b9a\u6280\u80fd\u9000\u5316\u3002<\/li>\n<p>\u5e94\u5bf9\u7b56\u7565&#xff1a;<\/p>\n<ul>\n<li>\u4eba\u673a\u5171\u5ba1&#xff1a; \u5173\u952e\u8f93\u51fa\u5fc5\u987b\u6709\u4eba\u5de5\u5ba1\u6838\u73af\u8282\u3002<\/li>\n<li>\u6eaf\u6e90\u80fd\u529b&#xff1a; \u6458\u8981\u5e94\u80fd\u5173\u8054\u56de\u539f\u59cb\u89c6\u9891\u7247\u6bb5\u6216\u6587\u6863\u4f4d\u7f6e\u3002<\/li>\n<li>\u6a21\u578b\u53ef\u89e3\u91ca\u6027&#xff1a; \u63a2\u7d22\u65b9\u6cd5\u7406\u89e3\u6a21\u578b\u4e3a\u4f55\u505a\u51fa\u7279\u5b9a\u6458\u8981\u6216\u8f6c\u5199\u51b3\u7b56\u3002<\/li>\n<li>\u6301\u7eed\u8bad\u7ec3\u4e0e\u8bc4\u4f30&#xff1a; \u7528\u65b0\u6570\u636e\u548c\u53cd\u9988\u66f4\u65b0\u6a21\u578b&#xff0c;\u8bc4\u4f30\u5176\u516c\u5e73\u6027\u8868\u73b0\u3002<\/li>\n<li>\u5f3a\u5065\u7684\u5b89\u5168\u67b6\u6784&#xff1a; \u5b9e\u65bd\u52a0\u5bc6\u3001\u8bbf\u95ee\u63a7\u5236\u3001\u5ba1\u8ba1\u3002<\/li>\n<\/ul>\n<p>\u672a\u6765\u5c55\u671b&#xff1a;<\/p>\n<li>\u591a\u6a21\u6001\u878d\u5408\u66f4\u6df1\u5165&#xff1a; \u6a21\u578b\u5c06\u66f4\u81ea\u7136\u5730\u878d\u5408\u89c6\u3001\u542c\u3001\u6587\u672c\u4fe1\u606f&#xff0c;\u7406\u89e3\u201c\u6307\u4ee3\u201d&#xff08;\u5982\u201c\u8fd9\u4e2a\u6309\u94ae\u201d\u5bf9\u5e94\u753b\u9762\u4e2d\u7684\u54ea\u4e2a\u63a7\u4ef6&#xff09;\u3002<\/li>\n<li>\u5b9e\u65f6\u6458\u8981\u4e0e\u4ea4\u4e92&#xff1a; \u5728\u89c6\u9891\u4f1a\u8bae\u6216\u76f4\u64ad\u4e2d\u63d0\u4f9b\u5b9e\u65f6\u5b57\u5e55\u548c\u52a8\u6001\u6458\u8981\u3002<\/li>\n<li>\u4e2a\u6027\u5316\u6458\u8981&#xff1a; \u6839\u636e\u7528\u6237\u89d2\u8272&#xff08;\u7ecf\u7406\u3001\u5de5\u7a0b\u5e08&#xff09;\u751f\u6210\u4fa7\u91cd\u70b9\u4e0d\u540c\u7684\u6458\u8981\u3002<\/li>\n<li>\u6df1\u5ea6\u95ee\u7b54\u4e0e\u6d1e\u5bdf\u6316\u6398&#xff1a; \u4e0d\u4ec5\u80fd\u6458\u8981&#xff0c;\u8fd8\u80fd\u56de\u7b54\u57fa\u4e8e\u89c6\u9891\/\u6587\u6863\u5185\u5bb9\u7684\u6df1\u5c42\u6b21\u95ee\u9898&#xff0c;\u8fdb\u884c\u8d8b\u52bf\u9884\u6d4b\u3001\u98ce\u9669\u8bc4\u4f30\u3002<\/li>\n<li>\u60c5\u611f\u4e0e\u610f\u56fe\u5206\u6790&#xff1a; \u66f4\u51c6\u786e\u5730\u6355\u6349\u53d1\u8a00\u8005\u7684\u60c5\u611f\u503e\u5411\u548c\u771f\u5b9e\u610f\u56fe\u3002<\/li>\n<li>\u4e0e RPA\/BPM \u6df1\u5ea6\u96c6\u6210&#xff1a; \u6458\u8981\u548c\u8f6c\u5199\u7684\u7ed3\u679c\u76f4\u63a5\u89e6\u53d1\u4e1a\u52a1\u6d41\u7a0b&#xff08;\u5982\u81ea\u52a8\u521b\u5efa\u4efb\u52a1\u5de5\u5355\u3001\u66f4\u65b0 CRM \u8bb0\u5f55&#xff09;\u3002<\/li>\n<li>\u8111\u673a\u63a5\u53e3\u840c\u82bd (\u8fdc\u671f)&#xff1a; \u66f4\u76f4\u63a5\u5730\u6355\u6349\u548c\u8f6c\u8bd1\u4eba\u7c7b\u601d\u7ef4\u6d3b\u52a8&#xff08;\u76ee\u524d\u975e\u5e38\u65e9\u671f\u4e14\u5145\u6ee1\u4f26\u7406\u6311\u6218&#xff09;\u3002<\/li>\n<hr \/>\n<p>\u516b\u3001 \u7ed3\u8bba<\/p>\n<p>\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd&#xff0c;\u7279\u522b\u662f\u4ee5 DeepSeek \u4e3a\u4ee3\u8868\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b&#xff0c;\u6b63\u5728\u6df1\u523b\u6539\u53d8\u4fe1\u606f\u5bc6\u96c6\u578b\u7684\u529e\u516c\u573a\u666f\u3002\u56fe\u6587\u8f6c\u5199\u548c\u89c6\u9891\u6458\u8981\u751f\u6210\u4f5c\u4e3a\u4e24\u5927\u6838\u5fc3\u5e94\u7528&#xff0c;\u5c06\u5927\u91cf\u4ece\u201c\u770b\u5f97\u89c1\u3001\u542c\u5f97\u7740\u201d\u4f46\u201c\u96be\u5904\u7406\u3001\u96be\u5229\u7528\u201d\u7684\u975e\u7ed3\u6784\u5316\u4fe1\u606f&#xff0c;\u8f6c\u5316\u4e3a\u201c\u53ef\u7f16\u8f91\u3001\u53ef\u641c\u7d22\u3001\u53ef\u5206\u6790\u201d\u7684\u7ed3\u6784\u5316\u77e5\u8bc6&#xff0c;\u6781\u5927\u5730\u91ca\u653e\u4e86\u4fe1\u606f\u7684\u751f\u4ea7\u529b\u4ef7\u503c\u3002<\/p>\n<p>\u901a\u8fc7\u5b9e\u65bd\u672c\u6587\u4ecb\u7ecd\u7684\u9ad8\u6548\u5b9e\u8df5\u6280\u5de7\u2014\u2014\u4ece\u8f93\u5165\u9884\u5904\u7406\u3001\u7cbe\u5fc3\u8bbe\u8ba1 Prompt\u3001\u5206\u9636\u6bb5\u5904\u7406\u3001\u4eba\u673a\u534f\u540c\u5230\u81ea\u52a8\u5316\u96c6\u6210\u2014\u2014\u4f01\u4e1a\u548c\u4e2a\u4eba\u80fd\u591f\u663e\u8457\u63d0\u5347\u56fe\u6587\u8f6c\u5199\u548c\u89c6\u9891\u6458\u8981\u7684\u6548\u7387\u3001\u7cbe\u5ea6\u548c\u53ef\u7528\u6027\u3002\u5c3d\u7ba1\u6311\u6218&#xff08;\u5982\u7cbe\u5ea6\u3001\u5b89\u5168\u3001\u5e7b\u89c9&#xff09;\u4f9d\u7136\u5b58\u5728&#xff0c;\u4f46\u968f\u7740\u6280\u672f\u7684\u6301\u7eed\u8fed\u4ee3\u3001\u5b89\u5168\u63aa\u65bd\u7684\u5b8c\u5584\u4ee5\u53ca\u4eba\u673a\u534f\u4f5c\u6a21\u5f0f\u7684\u4f18\u5316&#xff0c;\u591a\u6a21\u6001 AI \u9a71\u52a8\u7684\u529e\u516c\u667a\u80fd\u5316\u53d8\u9769\u6d6a\u6f6e\u4e0d\u53ef\u963b\u6321\u3002\u62e5\u62b1\u8fd9\u4e00\u8d8b\u52bf&#xff0c;\u79ef\u6781\u90e8\u7f72\u548c\u5e94\u7528 DeepSeek \u7b49\u5148\u8fdb\u5de5\u5177&#xff0c;\u5c06\u662f\u4f01\u4e1a\u548c\u77e5\u8bc6\u5de5\u4f5c\u8005\u63d0\u5347\u6838\u5fc3\u7ade\u4e89\u529b\u3001\u8fc8\u5411\u9ad8\u6548\u667a\u80fd\u529e\u516c\u672a\u6765\u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n<hr \/>\n<p>\u9644\u5f55&#xff1a;DeepSeek \u56fe\u6587\u8f6c\u5199\/\u89c6\u9891\u6458\u8981\u9ad8\u6548 Prompt \u6a21\u677f\u5e93 (\u793a\u4f8b)<\/p>\n<ul>\n<li>\u901a\u7528\u56fe\u6587\u8f6c\u5199 (Markdown)&#xff1a;\n<p>\u4f60\u662f\u4e00\u4f4d\u6587\u6863\u5904\u7406\u4e13\u5bb6\u3002\u8bf7\u5c06\u4ee5\u4e0b\u7ecf\u8fc7 OCR \u8bc6\u522b\u5e76\u5206\u5757\u7684\u6587\u672c&#xff08;\u6bcf\u4e2a\u5757\u5305\u542b\u6587\u672c\u5185\u5bb9 &#096;text&#096; \u548c\u5176\u5728\u539f\u56fe\u4e2d\u7684\u4f4d\u7f6e\u5750\u6807 &#096;points&#096;&#xff09;\u8f6c\u6362\u4e3a\u7ed3\u6784\u6e05\u6670\u3001\u683c\u5f0f\u89c4\u8303\u7684 Markdown \u6587\u6863\u3002\u5177\u4f53\u8981\u6c42&#xff1a;<br \/>\n1. \u6839\u636e\u6587\u672c\u4f4d\u7f6e\u548c\u5b57\u4f53\u5927\u5c0f&#xff08;\u4f4d\u7f6e\u9760\u4e0a\/\u5c45\u4e2d\u4e14\u6587\u672c\u8f83\u77ed\u53ef\u80fd\u4e3a\u6807\u9898&#xff09;\u8bc6\u522b\u6587\u6863\u6807\u9898&#xff0c;\u7528 &#096;# &#096; \u8868\u793a\u3002<br \/>\n2. \u8bc6\u522b\u7ae0\u8282\u6807\u9898&#xff0c;\u7528 &#096;## &#096; \u6216 &#096;### &#096; \u8868\u793a\u3002<br \/>\n3. \u5c06\u8fde\u7eed\u6587\u672c\u8bc6\u522b\u4e3a\u6bb5\u843d\u3002<br \/>\n4. \u8bc6\u522b\u7f16\u53f7\u5217\u8868&#xff08;\u5982 1. 2. 3. \u6216 a) b) c)&#xff09;\u6216\u9879\u76ee\u7b26\u53f7\u5217\u8868&#xff08;\u5982 \u2022 &#8211; *&#xff09;&#xff0c;\u7528 Markdown \u5217\u8868\u8bed\u6cd5\u8868\u793a\u3002<br \/>\n5. \u8bc6\u522b\u8868\u683c&#xff1a;\u6839\u636e\u6587\u672c\u5757\u5750\u6807\u5224\u65ad\u884c\u5217\u5bf9\u9f50\u5173\u7cfb&#xff0c;\u7528 Markdown \u8868\u683c\u8bed\u6cd5 &#096;| \u8868\u5934 | &#8230; |&#096; \u8868\u793a\u3002\u786e\u4fdd\u884c\u5217\u5bf9\u5e94\u6b63\u786e\u3002<br \/>\n6. \u4fdd\u7559\u539f\u59cb\u6587\u672c\u4e2d\u7684\u52a0\u7c97\u3001\u659c\u4f53\u7b49\u683c\u5f0f&#xff08;\u5982\u679c OCR \u80fd\u8bc6\u522b\u6216\u80fd\u63a8\u65ad&#xff09;\u3002<br \/>\n7. \u9047\u5230\u7c7b\u4f3c &#096;$E &#061; mc^2$&#096; \u6216 &#096;$$\\\\int_a^b f(x)dx$$&#096; \u7684\u6587\u672c&#xff0c;\u8bc6\u522b\u4e3a\u6570\u5b66\u516c\u5f0f&#xff0c;\u4fdd\u7559\u5176 LaTeX \u683c\u5f0f\u3002<br \/>\n8. \u5bf9\u8bc6\u522b\u7f6e\u4fe1\u5ea6\u4f4e\u7684\u5355\u8bcd&#xff0c;\u5728\u5176\u540e\u6807\u6ce8 &#096;[?]&#096;\u3002<br \/>\n9. \u8f93\u51fa\u53ea\u5305\u542b\u8f6c\u6362\u540e\u7684 Markdown \u5185\u5bb9&#xff0c;\u65e0\u9700\u989d\u5916\u89e3\u91ca\u3002<br \/>\n[OCR \u6587\u672c\u5757\u6570\u636e]&#xff1a; {text_blocks_json}<\/p>\n<\/li>\n<li>\u5408\u540c\u5173\u952e\u6761\u6b3e\u63d0\u53d6 (JSON)&#xff1a;\n<p>\u4f60\u662f\u4e00\u4f4d\u6cd5\u5f8b\u52a9\u7406\u3002\u8bf7\u4ece\u4ee5\u4e0b\u5408\u540c\u6587\u6863\u7684 OCR \u8f6c\u5199\u6587\u672c\u4e2d&#xff0c;\u63d0\u53d6\u4ee5\u4e0b\u5173\u952e\u6761\u6b3e\u7684\u4fe1\u606f&#xff0c;\u5e76\u4ee5 JSON \u683c\u5f0f\u8f93\u51fa\u3002\u786e\u4fdd\u4fe1\u606f\u51c6\u786e\u65e0\u8bef&#xff1a;<br \/>\n{<br \/>\n  &#034;parties&#034;: [&#034;\u7532\u65b9\u5168\u79f0&#034;, &#034;\u4e59\u65b9\u5168\u79f0&#034;],<br \/>\n  &#034;effective_date&#034;: &#034;YYYY-MM-DD&#034;,<br \/>\n  &#034;term&#034;: &#034;\u5408\u540c\u671f\u9650\u63cf\u8ff0&#034;,<br \/>\n  &#034;payment_terms&#034;: &#034;\u4ed8\u6b3e\u6761\u4ef6\u8be6\u7ec6\u63cf\u8ff0&#034;,<br \/>\n  &#034;termination_clauses&#034;: [&#034;\u7ec8\u6b62\u60c5\u5f621&#034;, &#034;\u7ec8\u6b62\u60c5\u5f622&#034;],<br \/>\n  &#034;liability_limits&#034;: &#034;\u8d23\u4efb\u9650\u5236\u63cf\u8ff0&#034;,<br \/>\n  &#034;confidentiality_scope&#034;: &#034;\u4fdd\u5bc6\u4fe1\u606f\u8303\u56f4\u63cf\u8ff0&#034;<br \/>\n}<br \/>\n\u6587\u672c\u5185\u5bb9&#xff1a;[\u5408\u540c\u5168\u6587 OCR \u6587\u672c]<\/p>\n<\/li>\n<li>\u4f1a\u8bae\u89c6\u9891\u6458\u8981 (\u884c\u52a8\u9879\u5bfc\u5411)&#xff1a;\n<p>\u4f60\u662f\u4e00\u4f4d\u4e13\u4e1a\u7684\u4f1a\u8bae\u7eaa\u8981\u5458\u3002\u8bf7\u6839\u636e\u63d0\u4f9b\u7684\u89c6\u9891\u4f1a\u8bae\u8f6c\u5f55\u6587\u672c&#xff08;\u5e26\u65f6\u95f4\u6233 &#096;[start-end]&#096; \u548c\u8bf4\u8bdd\u4eba &#096;[Speaker]&#096;&#xff09;\u548c\u5173\u952e\u89c6\u89c9\u573a\u666f\u63cf\u8ff0&#xff0c;\u751f\u6210\u4e00\u4efd\u4ee5 **\u884c\u52a8\u9879 (Action Items) ** \u4e3a\u6838\u5fc3\u7684\u6458\u8981\u3002\u8981\u6c42&#xff1a;<br \/>\n1. \u9996\u5148&#xff0c;\u7b80\u8981\u5217\u51fa\u4f1a\u8bae\u4e3b\u8981\u8bae\u9898&#xff08;\u4e0d\u8d85\u8fc7 3 \u4e2a&#xff09;\u3002<br \/>\n2. 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