{"id":37440,"date":"2025-01-28T17:00:29","date_gmt":"2025-01-28T09:00:29","guid":{"rendered":"https:\/\/17aitech.com\/?p=37440"},"modified":"2025-01-28T17:00:29","modified_gmt":"2025-01-28T09:00:29","slug":"%e4%b8%ad%e5%9b%bd%e4%bf%a1%e9%80%9a%e9%99%a2%e8%81%94%e5%90%88%e6%b7%98%e5%a4%a9%e9%9b%86%e5%9b%a2%e5%8f%91%e5%b8%83%e5%85%a8%e7%90%83%e9%a6%96%e4%b8%aa%e4%b8%ad%e6%96%87%e5%ae%89%e5%85%a8%e9%a2%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37440","title":{"rendered":"\u4e2d\u56fd\u4fe1\u901a\u9662\u8054\u5408\u6dd8\u5929\u96c6\u56e2\u53d1\u5e03\u5168\u7403\u9996\u4e2a\u4e2d\u6587\u5b89\u5168\u9886\u57df\u4e8b\u5b9e\u6027\u57fa\u51c6\u8bc4\u6d4b\u96c6\uff0c\u4ec5\u4e09\u4e2a\u5927\u6a21\u578b\u8fbe\u53ca\u683c\u7ebf"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-26-9\" target=\"_blank\">\u4e2d\u56fd\u4fe1\u901a\u9662\u8054\u5408\u6dd8\u5929\u96c6\u56e2\u53d1\u5e03\u5168\u7403\u9996\u4e2a\u4e2d\u6587\u5b89\u5168\u9886\u57df\u4e8b\u5b9e\u6027\u57fa\u51c6\u8bc4\u6d4b\u96c6\uff0c\u4ec5\u4e09\u4e2a\u5927\u6a21\u578b\u8fbe\u53ca\u683c\u7ebf<\/a><\/p>\n<p>\u5728\u5f53\u4eca\u8fc5\u901f\u53d1\u5c55\u7684\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u5404\u79cd\u5e94\u7528\u4e2d\u53d1\u6325\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002\u7136\u800c\uff0c\u968f\u7740\u5176\u5e94\u7528\u7684\u5e7f\u6cdb\u5316\uff0c\u6a21\u578b\u7684\u5b89\u5168\u6027\u95ee\u9898\u4e5f\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u63a2\u8ba8\u5982\u4f55\u8bc4\u4f30\u548c\u63d0\u5347\u8fd9\u4e9b\u6a21\u578b\u5728\u590d\u6742\u7684\u6cd5\u5f8b\u3001\u653f\u7b56\u548c\u4f26\u7406\u9886\u57df\u7684\u5b89\u5168\u6027\uff0c\u6210\u4e3a\u4e86\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u4e9f\u5f85\u89e3\u51b3\u7684\u91cd\u8981\u8bae\u9898\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5b89\u5168\u6027\u4e0e\u5176\u5bf9\u5b89\u5168\u77e5\u8bc6\u7684\u7406\u89e3\u5bc6\u5207\u76f8\u5173\u3002\u8fd9\u8981\u6c42\u6a21\u578b\u5bf9\u7406\u89e3\u77e5\u8bc6\u5177\u6709\u9ad8\u51c6\u786e\u6027\u3001\u5168\u9762\u6027\u548c\u6e05\u6670\u5ea6\uff0c\u5c24\u5176\u662f\u5728\u6cd5\u5f8b\u3001\u653f\u7b56\u548c\u4f26\u7406\u7b49\u654f\u611f\u9886\u57df\u4e2d\u3002\u6a21\u578b\u7684\u56de\u590d\u4e0d\u4ec5\u9700\u8981\u7b26\u5408\u57fa\u672c\u7684\u5b89\u5168\u6807\u51c6\uff0c\u8fd8\u9700\u8981\u5728\u590d\u6742\u7684\u60c5\u5883\u4e2d\u8868\u73b0\u51fa\u6e05\u6670\u7684\u903b\u8f91\u548c\u6b63\u786e\u7684\u5224\u65ad\u3002\u8fd9\u79cd\u6df1\u523b\u7684\u7406\u89e3\u80fd\u529b\u5c06\u76f4\u63a5\u5173\u7cfb\u5230\u6a21\u578b\u5728\u73b0\u5b9e\u5e94\u7528\u573a\u666f\u4e2d\u7684\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u4f20\u7edf\u7684\u5b89\u5168\u8bc4\u6d4b\u65b9\u6cd5\uff0c\u5f80\u5f80\u4f9d\u8d56\u4e8e\u7279\u5b9a\u573a\u666f\u7684\u95ee\u9898\u8bbe\u7f6e\uff0c\u751f\u6210\u5e26\u6709\u98ce\u9669\u6027\u7684\u95ee\u9898\u5e76\u8bc4\u4f30\u6a21\u578b\u56de\u590d\u7684\u5b89\u5168\u6027\uff0c\u8fd9\u79cd\u65b9\u5f0f\u867d\u7136\u80fd\u591f\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4fdd\u8bc1\u6a21\u578b\u7684\u8f93\u51fa\u4e0d\u8fdd\u80cc\u57fa\u672c\u7684\u5b89\u5168\u539f\u5219\uff0c\u4f46\u5374\u5b58\u5728\u663e\u8457\u7684\u5c40\u9650\u6027\u3002\u9020\u6210\u6a21\u578b\u4e0d\u5b89\u5168\u7684\u56e0\u7d20\u53ef\u80fd\u6709\u591a\u79cd\uff0c\u4f8b\u5982\uff0c\u7f3a\u4e4f\u5b89\u5168\u9886\u57df\u77e5\u8bc6\uff0c\u5b89\u5168\u5bf9\u9f50\u4e0d\u5145\u5206\u7b49\u3002\u800c\u4f9d\u8d56\u4e8e\u4f20\u7edf\u7684\u8bc4\u6d4b\u65b9\u6cd5\uff0c\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u5b89\u5168\u5bf9\u9f50\u8bad\u7ec3\u7684\u65b9\u5f0f\uff0c\u5f62\u6210\u4e00\u79cd 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\u7684\u5b89\u5168\u80fd\u529b\u662f\u4e0d\u7a33\u5b9a\u7684\uff0c\u5728\u9047\u5230\u4e0d\u540c\u9886\u57df\u7684\u98ce\u9669\u95ee\u9898\u65f6\uff0c\u4f1a\u7f3a\u4e4f\u6cdb\u5316\u6027\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u7531\u4e8e\u77e5\u8bc6\u7f3a\u4e4f\u800c\u4ea7\u751f\u7684\u5e7b\u89c9\uff0c\u4e0d\u51c6\u786e\u7b49\u95ee\u9898\u672c\u8eab\u4e5f\u4f1a\u4ea7\u751f\u4e00\u5b9a\u7684\u5b89\u5168\u98ce\u9669\u3002\u56e0\u6b64\uff0c\u8bc4\u4f30\u6a21\u578b\u5bf9\u5b89\u5168\u76f8\u5173\u77e5\u8bc6\u7684\u638c\u63e1\u7a0b\u5ea6\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\uff0c\u9700\u8981\u6784\u5efa\u66f4\u7cbe\u786e\u7684\u8bc4\u6d4b\u6846\u67b6\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4e0d\u540c\u56fd\u5bb6\u5730\u533a\u5728\u5927\u6a21\u578b\u5b89\u5168\u9886\u57df\u7814\u7a76\u7684\u4fa7\u91cd\u70b9\u662f\u4e0d\u540c\u7684\u3002\u56fd\u9645\u4e0a\uff0c\u5bf9\u5b89\u5168\u65b9\u5411\u7814\u7a76\u7684\u4fa7\u91cd\u70b9\u4e3b\u8981\u5728\u4e8e\u6709\u5bb3\u610f\u56fe\uff0c\u8d8a\u72f1\u653b\u51fb\u4ee5\u53ca\u8fdd\u53cd\u56fd\u9645 ESG \u89c4\u5b9a\u7684\u5185\u5bb9\uff0c\u7edd\u5927\u591a\u6570\u7684\u7814\u7a76\u5de5\u4f5c\u548c\u5f00\u6e90\u6570\u636e\u4e5f\u96c6\u4e2d\u4e8e\u8fd9\u4e00\u65b9\u9762\u3002\u800c\u5728\u4e2d\u56fd\uff0c\u6a21\u578b\u662f\u5426\u80fd\u591f\u7406\u89e3\u548c\u9075\u5faa\u4e2d\u56fd\u6cd5\u5f8b\uff0c\u653f\u7b56\uff0c\u9053\u5fb7\uff0c\u4e3b\u6d41\u4ef7\u503c\u89c2\u7684\u8981\u6c42\u662f\u51b3\u5b9a\u5927\u6a21\u578b\u7684\u80fd\u5426\u5b89\u5168\u843d\u5730\u6700\u4e3a\u91cd\u8981\u7684\u56e0\u7d20\uff0c\u5f00\u53d1\u4e00\u79cd\u5168\u9762\u7684\u57fa\u7840\u5b89\u5168\u77e5\u8bc6\u8bc4\u6d4b\u65b9\u6cd5\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u4e00\u4e2a\u5168\u9762\u4e14\u65e0\u504f\u7684\u8bc4\u6d4b\u6846\u67b6\u80fd\u591f\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u8005\u66f4\u597d\u5730\u7406\u89e3\u6a21\u578b\u5728\u5168\u7403\u8303\u56f4\u5185\u7684\u8868\u73b0\u5dee\u5f02\uff0c\u5e76\u9488\u5bf9\u4e0d\u540c\u7684\u5730\u533a\u9700\u6c42\u8c03\u6574\u548c\u4f18\u5316\u6a21\u578b\uff0c\u4ece\u800c\u786e\u4fdd\u5176\u5408\u89c4\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n<p>\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u4e3a\u4e86\u66f4\u597d\u5730\u8bc4\u4f30 LLMs \u5728\u56de\u590d\u7b80\u77ed\u7684\u4e8b\u5b9e\u6027\u5b89\u5168\u95ee\u9898\u4e0a\u7684\u80fd\u529b\uff0c\u4e2d\u56fd\u4fe1\u606f\u901a\u4fe1\u7814\u7a76\u9662\u8054\u5408\u6dd8\u5929\u96c6\u56e2\u7b97\u6cd5\u6280\u672f &#8211; \u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u63a8\u51fa\u4e86 <strong>Chinese SafetyQA\uff0c\u8fd9\u662f\u5168\u7403\u7b2c\u4e00\u4e2a\u9488\u5bf9\u4e2d\u6587\u5b89\u5168\u9886\u57df\u7684\u7cfb\u7edf\u6027\u8bc4\u4f30\u6a21\u578b\u5b89\u5168\u4e8b\u5b9e\u6027\u77e5\u8bc6\u7684\u9ad8\u8d28\u91cf\u8bc4\u6d4b\u96c6<\/strong>\uff0c\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b 7 \u4e2a\u7279\u5f81\uff1a<\/p>\n<p>1. \u4e2d\u6587\uff1a\u4f7f\u7528\u4e2d\u6587\u5e76\u4e14\u805a\u7126\u4e8e\u4e2d\u56fd\u76f8\u5173\u7684\u5b89\u5168\u77e5\u8bc6\uff0c\u7279\u522b\u662f\u4e2d\u56fd\u6cd5\u5f8b\u6846\u67b6\u3001\u9053\u5fb7\u6807\u51c6\u548c\u6587\u5316\u73af\u5883\u76f8\u5173\u7684\u5b89\u5168\u95ee\u9898\u3002<\/p>\n<p>2. \u9ad8\u8d28\u91cf\uff1a\u6211\u4eec\u8bc4\u6d4b\u4e86 OpenAI o1-preview\u3001OpenAI GPT-4\u3001LLaMA\u3001Claude-3.5\u3001Qwen\u3001Doubao \u7b49\u56fd\u5185\u5916 38 \u4e2a\u5f00\u6e90\u548c\u95ed\u6e90\u5927\u6a21\u578b\u3002\u4ece\u8bc4\u6d4b\u7ed3\u679c\u770b\uff0c\u53ea\u6709\u4e09\u4e2a\u6a21\u578b\u8fbe\u5230\u53ca\u683c\u7ebf\uff0860 \u5206\uff09\u4ee5\u4e0a\uff0c\u6700\u9ad8\u5f97\u5206\u4e5f\u4ec5\u4e3a 73 \u5206\u3002<\/p>\n<p>3. \u5168\u9762\u6027\uff1a\u6211\u4eec\u7684\u6570\u636e\u96c6\u5305\u542b 7 \u4e2a\u4e00\u7ea7\u7c7b\u76ee\u300127 \u4e2a\u4e8c\u7ea7\u7c7b\u76ee\u548c 103 \u4e2a\u5b50\u7c7b\u76ee\u3002\u6db5\u76d6\u4e86\u5305\u62ec\u4e2d\u56fd\u8fdd\u6cd5\u8fdd\u89c4\uff0c\u4f26\u7406\u9053\u5fb7\uff0c\u504f\u89c1\u6b67\u89c6\uff0c\u8fb1\u9a82\u4ec7\u6068\uff0c\u8eab\u5fc3\u5065\u5eb7\uff0c\u8c23\u8a00\u9519\u8bef\uff0c\u7f51\u7edc\u5b89\u5168\u7406\u8bba\u77e5\u8bc6\u7b49\u65b9\u9762\u7684\u5b89\u5168\u77e5\u8bc6\u3002\u8fd9\u5728\u56fd\u9645\u4e0a\u7b2c\u4e00\u4e2a\u5168\u9762\u7684\u8986\u76d6\u4e2d\u56fd\u5185\u5bb9\u5b89\u5168\u7c7b\u76ee\u7684\u77e5\u8bc6\u7c7b\u8bc4\u6d4b\u6570\u636e\u96c6\u3002<\/p>\n<p>4. \u6613\u8bc4\u4f30\uff1a\u548c OpenAI \u7684 SimpleQA \u4ee5\u53ca\u963f\u91cc\u5df4\u5df4\u7684 Chinese SimpleQA \u76f8\u6bd4\uff0c\u6211\u4eec\u9664\u4e86\u805a\u96c6\u5b89\u5168\u4ee5\u5916\uff0c\u8fd8\u540c\u65f6\u63d0\u4f9b\u4e86 QA \u548c MCQ \u4e24\u79cd\u95ee\u9898\u5f62\u5f0f\u3002\u95ee\u9898\u548c\u56de\u7b54\u90fd\u4fdd\u8bc1\u7b80\u77ed\u3001\u6e05\u6670\uff0c\u964d\u4f4e\u4e86\u8bc4\u6d4b\u7684\u96be\u5ea6\u3002<\/p>\n<p>5. \u5b9a\u671f\u8fed\u4ee3\uff1a\u4e2d\u56fd\u4fe1\u901a\u9662 &amp; \u963f\u91cc\u5df4\u5df4\u56e2\u961f\u4f1a\u5b9a\u671f\u5bf9\u8be5\u6570\u636e\u96c6\u8fdb\u884c\u5468\u671f\u6027\u7684\u8fed\u4ee3\uff0c\u4ee5\u4fdd\u8bc1\u5176\u5bf9\u4e8e\u6700\u65b0\u6cd5\u5f8b\u6cd5\u89c4\u7684\u9002\u5e94\u6027\u3002<\/p>\n<p>6. \u7a33\u5b9a\uff1a\u5728\u73b0\u6709\u7248\u672c\u6570\u636e\u4e2d\uff0c\u6240\u6709\u95ee\u9898\u7684\u77e5\u8bc6\u90fd\u662f\u622a\u6b62\u4e8e 23 \u5e74\u5e95\u4e14\u7b54\u6848\u4e0d\u968f\u65f6\u95f4\u53d8\u5316\u800c\u6539\u53d8\u7684\u3002<\/p>\n<p>7. \u65e0\u5bb3\u5316\uff1a\u867d\u7136\u8be5\u6570\u636e\u96c6\u90fd\u662f\u5b89\u5168\u76f8\u5173\u7684\u8bc4\u6d4b\u95ee\u9898\uff0c\u4f46\u662f\u6240\u6709\u95ee\u9898\u90fd\u662f\u5408\u6cd5\u5408\u89c4\u7684\u65e0\u5bb3\u5316\u5185\u5bb9\u3002<\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"40\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<p>\u6ce8\uff1a\u8c03\u7528 Doubao-pro-32k* API \u8bc4\u6d4b\u65f6\u6709 3 \u4e2a\u7cfb\u7edf\u9884\u7f6e\u7684\u79bb\u7ebf RAG \u5e93\u3002<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8515745e5f3a6af270e52bbae6af9539.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8515745e5f3a6af270e52bbae6af9539.png\"><\/a><\/section>\n<section>Chinese SafetyQA \u7684\u63a8\u51fa\uff0c\u4e3a\u4e1a\u754c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5ba2\u89c2\u516c\u6b63\u7684\u8bc4\u6d4b\u5de5\u5177\uff0c\u5e2e\u52a9\u66f4\u597d\u5730\u7406\u89e3\u548c\u63d0\u5347 LLMs \u5728\u5b89\u5168\u9886\u57df\u7684\u5e94\u7528\u80fd\u529b\u3002\u8be6\u7ec6\u7684\u8bc4\u6d4b\u7ed3\u679c\u5728\u6211\u4eec\u7684 leaderboard \u6d4b\u8bc4\u7ed3\u679c\u8868\u4e2d\u3002\u800c\u4e14\uff0c\u4e3a\u4fdd\u969c\u6570\u636e\u96c6\u7684\u957f\u671f\u6709\u6548\u6027\uff0c\u4e0d\u4f1a\u88ab\u5927\u6a21\u578b\u91c7\u96c6\u4ee5\u7528\u4e8e\u9488\u5bf9\u6027\u8bad\u7ec3\u63d0\u9ad8\u865a\u5047\u6027\u5b89\u5168\u6027\uff0c\u6570\u636e\u96c6\u5206\u4e3a\u5f00\u6e90\u548c\u95ed\u6e90\u4e24\u90e8\u5206\u3002\u5f00\u6e90\u90e8\u5206\u7528\u4e8e\u884c\u4e1a\u5185\u5171\u4eab\u4f7f\u7528\uff0c\u95ed\u6e90\u90e8\u5206\u7528\u4e8e\u6301\u7eed\u76d1\u6d4b\u5927\u6a21\u578b\u5b89\u5168\u6c34\u5e73\u63d0\u5347\u60c5\u51b5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-252d3eab8f0ec4fc377dafd2477dd8a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-252d3eab8f0ec4fc377dafd2477dd8a1.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2412.15265<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/openstellarteam.github.io\/ChineseSafetyQA<\/section>\n<\/li>\n<li>\n<section>\u6570\u636e\u96c6\u4e0b\u8f7d\uff1ahttps:\/\/huggingface.co\/datasets\/OpenStellarTeam\/Chinese-SafetyQA<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/OpenStellarTeam\/ChineseSafetyQA<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e00\u3001\u6570\u636e\u96c6\u751f\u6210<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-edea9e2f4ab4bdfead9b744dd46fa27f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-edea9e2f4ab4bdfead9b744dd46fa27f.png\"><\/a><\/section>\n<section>\u6570\u636e\u96c6\u7684\u751f\u6210\u4e0e\u8d28\u68c0\u6d41\u7a0b\u91c7\u7528\u4e86\u4eba\u7c7b\u4e13\u5bb6\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u76f8\u7ed3\u5408\u7684\u53cc\u91cd\u9a8c\u8bc1\u673a\u5236\uff0c\u6709\u6548\u4fdd\u969c\u4e86\u6570\u636e\u7684\u51c6\u786e\u6027\u4e0e\u9ad8\u6c34\u51c6\u3002\u5177\u4f53\u6d41\u7a0b\u6982\u8ff0\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<section>1.\u00a0<strong>\u79cd\u5b50\u6587\u6863\u6536\u96c6\uff1a<\/strong>Chinese SafetyQA \u7684\u6570\u636e\u6e90\u4e3b\u8981\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4ece\u641c\u7d22\u5f15\u64ce\uff08\u5982 Google\u3001\u767e\u5ea6\uff09\u548c\u6743\u5a01\u7f51\u7ad9\uff08\u5982\u7ef4\u57fa\u767e\u79d1\u3001\u4eba\u6c11\u7f51\u3001\u65b0\u534e\u7f51\uff09\u83b7\u53d6\u7684\u6570\u636e\u3002<\/section>\n<\/li>\n<li>\n<section>\u4eba\u7c7b\u4e13\u5bb6\u7f16\u5199\u7684\u5b89\u5168\u76f8\u5173\u6570\u636e\uff0c\u901a\u5e38\u4ee5\u63cf\u8ff0\u6027\u6982\u5ff5\u6216\u89e3\u91ca\u5f62\u5f0f\u5448\u73b0\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>2.<strong>\u00a0\u6570\u636e\u589e\u5f3a\u4e0e\u95ee\u7b54\u5bf9\u751f\u6210<\/strong>\uff1a\u5728\u6536\u96c6\u521d\u59cb\u6570\u636e\u540e\uff0c\u5229\u7528 GPT \u6a21\u578b\u5bf9\u6570\u636e\u8fdb\u884c\u589e\u5f3a\uff0c\u5e76\u751f\u6210\u95ee\u7b54\u793a\u4f8b\u548c\u591a\u9009\u9898\u3002\u540c\u65f6\uff0c\u4e3a\u63d0\u5347\u6570\u636e\u96c6\u7684\u5168\u9762\u6027\u4e0e\u7cbe\u786e\u5ea6\uff0c\u91c7\u7528\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5de5\u5177\uff08\u5982 Google\u3001\u767e\u5ea6\uff09\u83b7\u53d6\u8865\u5145\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section>3.\u00a0<strong>\u591a\u6a21\u578b\u9a8c\u8bc1<\/strong>\uff1a\u968f\u540e\uff0c\u901a\u8fc7\u591a\u6a21\u578b\u5408\u8bae\u673a\u5236\u6765\u8bc4\u4f30 Chinese SafetyQA \u6570\u636e\u96c6\u7684\u8d28\u91cf\u3002\u4f8b\u5982\uff0c\u786e\u4fdd\u7b54\u6848\u552f\u4e00\u4e14\u7a33\u5b9a\uff0c\u95ee\u9898\u5177\u6709\u6311\u6218\u6027\u5e76\u5728\u5b89\u5168\u9886\u57df\u5185\u5177\u5907\u76f8\u5173\u6027\u3002<\/section>\n<section><\/section>\n<section>4.\u00a0<strong>RAG \u9a8c\u8bc1<\/strong>\uff1a\u4f7f\u7528\u5728\u7ebf RAG \u5de5\u5177\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u6570\u636e\u96c6\u4e2d\u6807\u51c6\u7b54\u6848\u7684\u51c6\u786e\u6027\uff0c\u786e\u4fdd\u5168\u90e8\u4fe1\u606f\u90fd\u7b26\u5408\u9884\u671f\u6807\u51c6\u3002<\/section>\n<section><\/section>\n<section>5.\u00a0<strong>\u5b89\u5168\u89c4\u5219\u9a8c\u8bc1<\/strong>\uff1a\u4e3a\u4e86\u786e\u4fdd\u6570\u636e\u96c6\u4e0d\u6d89\u53ca\u654f\u611f\u6216\u4e0d\u88ab\u5141\u8bb8\u7684\u5185\u5bb9\uff0c\u6211\u4eec\u5236\u5b9a\u4e86\u4e00\u7cfb\u5217\u4e0e\u4e2d\u6587\u8bed\u5883\u76f8\u5173\u7684\u5b89\u5168\u6307\u5357\uff0c\u5305\u62ec\u610f\u8bc6\u5f62\u6001\u3001\u6cd5\u5f8b\u5408\u89c4\u4e0e\u8eab\u5fc3\u5065\u5eb7\u7b49\u89c4\u5219\u3002\u8fd9\u4e9b\u89c4\u5219\u4f5c\u4e3a GPT \u7684\u7cfb\u7edf\u63d0\u793a\uff0c\u786e\u4fdd\u751f\u6210\u7684\u6570\u636e\u90fd\u662f\u65e0\u5bb3\u4e14\u5408\u89c4\u7684\u3002<\/section>\n<section><\/section>\n<section>6.\u00a0<strong>\u96be\u5ea6\u8fc7\u6ee4<\/strong>\uff1a\u8d28\u91cf\u68c0\u6d4b\u6d41\u7a0b\u4e2d\u4e5f\u5305\u542b\u96be\u5ea6\u9a8c\u8bc1\uff0c\u65e8\u5728\u63d0\u9ad8\u6570\u636e\u96c6\u7684\u6311\u6218\u6027\u3002\u6211\u4eec\u5229\u7528\u56db\u79cd\u5f00\u6e90\u6a21\u578b\u5bf9\u6570\u636e\u8fdb\u884c\u63a8\u65ad\uff0c\u51e1\u662f\u6240\u6709\u6a21\u578b\u5747\u80fd\u51c6\u786e\u56de\u7b54\u7684\u95ee\u9898\u88ab\u5b9a\u4e49\u4e3a\u7b80\u5355\u95ee\u9898\u5e76\u4ece\u6570\u636e\u96c6\u4e2d\u79fb\u9664\uff0c\u4ee5\u6b64\u589e\u52a0\u6574\u4f53\u96be\u5ea6\u3002<\/section>\n<section><\/section>\n<section>7.\u00a0<strong>\u4eba\u7c7b\u4e13\u5bb6\u53cc\u91cd\u9a8c\u8bc1<\/strong>\uff1a\u6700\u7ec8\uff0c\u6240\u6709\u6570\u636e\u5747\u7531\u4eba\u7c7b\u4e13\u5bb6\u8fdb\u884c\u53cc\u91cd\u6807\u6ce8\u548c\u9a8c\u8bc1\uff0c\u786e\u4fdd\u6570\u636e\u5728\u7b54\u6848\u51c6\u786e\u6027\u3001\u8d28\u91cf\u4e0e\u5b89\u5168\u6027\u7b49\u5404\u4e2a\u65b9\u9762\u5747\u8fbe\u5230\u9ad8\u6807\u51c6\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u4ee5\u4e0a\u7cfb\u7edf\u5316\u7684\u6d41\u7a0b\uff0cChinese SafetyQA \u6570\u636e\u96c6\u4ec5\u4fdd\u7559\u4e86 2000 \u4e2a QA \u5bf9\u3002\u6211\u4eec\u5e0c\u671b\u8be5\u6570\u636e\u96c6\u80fd\u52a9\u529b\u4f18\u5316\u5728\u4e2d\u6587\u573a\u666f\u4e0b\u6539\u8fdb\u8bad\u7ec3\u7b56\u7565\u4ee5\u53ca\u589e\u5f3a\u6a21\u578b\u5728\u5b89\u5168\u5173\u952e\u9886\u57df\u7684\u5e94\u7528\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e8c\u3001\u6570\u636e\u96c6\u7edf\u8ba1<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-20b9ff38cdb49b048327ecc62d0ceca0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-20b9ff38cdb49b048327ecc62d0ceca0.png\"><\/a><\/section>\n<section>\u8be5\u6570\u636e\u96c6\u5305\u542b 2000 \u4e2a QA \u5bf9\u548c 2000 \u4e2a\u95ee\u9898\u76f8\u540c\u4e14\u6709 4 \u4e2a\u8ff7\u60d1\u6027\u9009\u9879\u7684\u9009\u62e9\u9898\uff0c\u5176\u4e2d\u8fdd\u6cd5\u8fdd\u89c4\u3001\u504f\u89c1\u6b67\u89c6\u548c\u5b89\u5168\u7406\u8bba\u77e5\u8bc6\u7684\u95ee\u9898\u5360\u6bd4\u6700\u591a\u3002\u57fa\u4e8e GPT4o \u7684\u7f16\u7801\u5668\uff0cQA \u7684\u95ee\u9898\u5e73\u5747\u957f\u5ea6\u4ec5\u4e3a 21 \u4e2a token\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e09\u3001\u8bc4\u6d4b\u6307\u6807<\/strong><\/section>\n<section><\/section>\n<section>\u8bc4\u6d4b\u65b9\u5f0f\u548c\u6307\u6807\u76f4\u63a5\u9075\u5faa OpenAI \u7684\u65b9\u5f0f\uff0c\u4e3b\u8981\u6709\u4ee5\u4e0b\u56db\u4e2a\u6307\u6807\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-930de535a26f521cc5176ef667e19329.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-930de535a26f521cc5176ef667e19329.png\"><\/a><\/section>\n<section><strong>\u56db\u3001\u6574\u4f53\u7ed3\u679c<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-702f6131e24bf1b095a918a1fbc071b4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-702f6131e24bf1b095a918a1fbc071b4.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"97\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>CO, NA, IN \u548c CGA \u5206\u522b\u8868\u793a &#8220;\u6b63\u786e&#8221;\u3001\u201c\u672a\u5c1d\u8bd5\u201d\u3001\u201c\u9519\u8bef\u201d \u548c \u201c\u5c1d\u8bd5\u6b63\u786e\u201d\u3002<\/section>\n<section>\u5bf9\u4e8e\u5b50\u4e3b\u9898\uff0cRM, IRC, PMH, IH, PD, EM \u548c STK \u5206\u522b\u662f\u6211\u4eec\u7684\u5b50\u4e3b\u9898\u7684\u7f29\u5199\uff1a<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<ul>\n<li>\n<section>\u201cRumor &amp; Misinformation\u201d\uff08\u8c23\u8a00\u4e0e\u9519\u8bef\u4fe1\u606f\uff09<\/section>\n<\/li>\n<li>\n<section>\u201cIllegal &amp; Reg. Compliance\u201d\uff08\u8fdd\u6cd5\u8fdd\u89c4\uff09<\/section>\n<\/li>\n<li>\n<section>\u201cPhysical &amp; Mental Health\u201d\uff08\u8eab\u5fc3\u5065\u5eb7\uff09<\/section>\n<\/li>\n<li>\n<section>\u201cInsults &amp; Hate\u201d\uff08\u4fae\u8fb1\u4e0e\u4ec7\u6068\uff09<\/section>\n<\/li>\n<li>\n<section>\u201cPrejudice &amp; Discrimination\u201d\uff08\u504f\u89c1\u4e0e\u6b67\u89c6\uff09<\/section>\n<\/li>\n<li>\n<section>\u201cEthical &amp; Moral\u201d\uff08\u4f26\u7406\u4e0e\u9053\u5fb7\uff09<\/section>\n<\/li>\n<li>\n<section>\u201cSafety Theoretical Knowledge\u201d\uff08\u5b89\u5168\u7406\u8bba\u77e5\u8bc6\uff09<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4ece\u4ee5\u4e0a\u6c47\u603b\u7ed3\u679c\u53ef\u4ee5\u5206\u6790\u51fa\u4e00\u4e9b\u503c\u5f97\u5173\u6ce8\u7684\u4fe1\u606f\u3002\u9996\u5148\uff0c\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u4e0e\u5176\u5728\u5b89\u5168\u77e5\u8bc6\u9886\u57df\u7684\u8868\u73b0\u5448\u73b0\u663e\u8457\u7684\u6b63\u76f8\u5173\u6027\u3002\u8fd9\u4e00\u53d1\u73b0\u652f\u6301\u4e86\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u5728\u77e5\u8bc6\u7f16\u7801\u548c\u4fe1\u606f\u4fdd\u7559\u65b9\u9762\u7684\u4f18\u52bf\u5047\u8bf4\u3002\u7279\u522b\u662f\uff0c\u5f00\u6e90\u6a21\u578b\u4e2d\u53c2\u6570\u91cf\u66f4\u5927\u7684\u53d8\u4f53\u5c55\u73b0\u51fa\u66f4\u4f18\u5f02\u7684\u6027\u80fd\uff0c\u800c\u95ed\u6e90\u6a21\u578b\u4e2d\u6807\u8bb0\u4e3a &#8220;mini&#8221; \u6216 &#8220;flash&#8221; \u7684\u8f7b\u91cf\u7ea7\u7248\u672c\u5219\u8868\u73b0\u76f8\u5bf9\u900a\u8272\u3002<\/section>\n<section><\/section>\n<section>\u5176\u6b21\uff0c\u5728\u63a7\u5236\u53c2\u6570\u89c4\u6a21\u7684\u6761\u4ef6\u4e0b\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u4e2d\u56fd\u5927\u6a21\u578b\u516c\u53f8\u5f00\u53d1\u7684\u6a21\u578b\u76f8\u8f83\u4e8e\u6d77\u5916\u516c\u53f8\uff08\u5982 LLaMA\/Mistral\uff09\u5728\u4e2d\u6587\u4e0a\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002\u8fd9\u4e00\u73b0\u8c61\u51f8\u663e\u4e86\u4e2d\u56fd\u4f01\u4e1a\u5728\u9ad8\u8d28\u91cf\u4e2d\u6587\u8bed\u6599\u5e93\u6784\u5efa\u548c\u5229\u7528\u65b9\u9762\u7684\u72ec\u7279\u4f18\u52bf\uff0c\u4e3a\u63a2\u8ba8\u6587\u5316\u548c\u8bed\u8a00\u7279\u5f02\u6027\u5728\u5927\u8bed\u8a00\u6a21\u578b\u5f00\u53d1\u4e2d\u7684\u91cd\u8981\u6027\u63d0\u4f9b\u4e86\u5b9e\u8bc1\u652f\u6301\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u51e0\u4e4e\u6240\u6709\u6a21\u578b\u5728\u4e2d\u6587\u5b89\u5168\u95ee\u7b54\u4efb\u52a1\u4e2d\u5747\u8868\u73b0\u51fa\u8f83\u9ad8\u7684\u56de\u7b54\u503e\u5411\uff0c\u8fd9\u4e0e SimpleQA \u548c\u4e2d\u6587 SimpleQA \u57fa\u51c6\u4e2d\u89c2\u5bdf\u5230\u7684\u7ed3\u679c\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u3002\u6a21\u578b\u7684\u4f4e\u672a\u56de\u7b54\u7387\u53ef\u80fd\u53cd\u6620\u4e86\u5b89\u5168\u5173\u952e\u77e5\u8bc6\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u88ab\u4f18\u5148\u8003\u8651\uff0c\u4ee5\u53ca\u76f8\u5173\u6570\u636e\u7684\u5e7f\u6cdb\u6536\u96c6\u3002\u7136\u800c\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u90e8\u5206\u6a21\u578b\u5728\u6b64\u4efb\u52a1\u4e2d\u4ecd\u7136\u8868\u73b0\u51fa\u8f83\u9ad8\u7684\u9519\u8bef\u7387\uff08IN\uff09\uff0c\u8fd9\u53ef\u80fd\u6e90\u4e8e\u77e5\u8bc6\u51b2\u7a81\u3001\u4fe1\u606f\u9519\u8bef\u4ee5\u53ca\u6a21\u578b\u5728\u7406\u89e3\u548c\u8bb0\u5fc6\u80fd\u529b\u65b9\u9762\u7684\u5c40\u9650\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e94\u3001\u8fdb\u4e00\u6b65\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8fd8\u5bf9\u6a21\u578b\u7684\u8ba4\u77e5\u4e00\u81f4\u6027\u3001\u201c\u820c\u5c16\u73b0\u8c61\u201d\u3001self-reflection\u3001\u4e3b\u88ab\u52a8 RAG \u7b49\u65b9\u5411\u505a\u4e86\u8fdb\u4e00\u6b65\u7684\u63a2\u7a76\u3002\u53d1\u73b0\u4e86\u4e00\u4e9b\u6709\u8da3\u7684\u7ed3\u8bba\uff1a<\/section>\n<section><\/section>\n<section><strong>1. \u5927\u6a21\u578b\u666e\u904d\u5b58\u5728\u8ba4\u77e5\u4e00\u81f4\u6027\u95ee\u9898<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-063da5dfd17cddeaa38ad7ff9d5abdad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-063da5dfd17cddeaa38ad7ff9d5abdad.png\"><\/a><\/section>\n<section>\u6211\u4eec\u901a\u8fc7\u5206\u6790\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4e2d\u6587\u5b89\u5168\u77e5\u8bc6\u8bc4\u6d4b\u4e2d\u7684\u7f6e\u4fe1\u5ea6\uff0c\u63ed\u793a\u4e86\u5f53\u524d\u6a21\u578b\u5728\u8ba4\u77e5\u4e00\u81f4\u6027\u65b9\u9762\u7684\u663e\u8457\u5c40\u9650\u6027\u3002\u6211\u4eec\u5f15\u5bfc\u53d7\u6d4b\u6a21\u578b\u4e3a\u5176\u54cd\u5e94\u5206\u914d\u4e00\u4e2a\u7cbe\u786e\u7684\u7f6e\u4fe1\u5ea6\u8bc4\u4f30\uff08\u533a\u95f4\u4e3a 0-100\uff0c\u7c92\u5ea6\u4e3a 5\uff09\uff0c\u65e8\u5728\u91cf\u5316\u6a21\u578b\u5bf9\u81ea\u8eab\u8ba4\u77e5\u8fb9\u754c\u7684\u81ea\u6211\u611f\u77e5\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u6307\u51fa\uff1a\u5c3d\u7ba1\u6a21\u578b\u5728\u6280\u672f\u590d\u6742\u6027\u4e0a\u4e0d\u65ad\u8fdb\u6b65\uff0c\u5176\u8ba4\u77e5\u6821\u51c6\u673a\u5236\u4ecd\u5b58\u5728\u663e\u8457\u504f\u5dee\u3002\u53d7\u6d4b\u6a21\u578b\u503e\u5411\u4e8e\u5bf9\u5176\u56de\u590d\u8d4b\u4e88\u9ad8\u7f6e\u4fe1\u5ea6\uff0c\u8fd9\u79cd\u8fc7\u5ea6\u81ea\u4fe1\u6a21\u5f0f\u5728\u591a\u6570\u6a21\u578b\u4e2d\u4fdd\u6301\u4e00\u81f4\u3002\u5373\u4fbf\u67d0\u4e9b\u6a21\u578b\uff08\u5982 Qwen72b\uff09\u5076\u5c14\u5c55\u73b0\u51fa\u7f6e\u4fe1\u5ea6\u5206\u914d\u7684\u5fae\u89c2\u5dee\u5f02\uff0c\u4f46\u6574\u4f53\u4e0a\u4ecd\u672a\u80fd\u5b9e\u73b0\u7f6e\u4fe1\u5ea6\u4e0e\u51c6\u786e\u6027\u7684\u6709\u6548\u5bf9\u5e94\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9ad8\u7f6e\u4fe1\u5ea6\u533a\u95f4\uff08&gt;50\uff09\u7684\u6570\u636e\u70b9\u6301\u7eed\u4f4e\u4e8e\u7406\u60f3\u6821\u51c6\u6807\u51c6\u7ebf\u3002\u8fd9\u4e0d\u4ec5\u53cd\u6620\u4e86\u6a21\u578b\u7f6e\u4fe1\u5ea6\u8bc4\u4f30\u7684\u5185\u5728\u4e0d\u786e\u5b9a\u6027\uff0c\u66f4\u6697\u793a\u4e86\u9884\u8bad\u7ec3\u8bed\u6599\u4e2d\u6f5c\u5728\u7684\u77e5\u8bc6\u8868\u5f81\u7f3a\u9677\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u7231\u4f60\u5728\u5fc3\u53e3\u96be\u5f00\uff0c\u5927\u6a21\u578b\u4e5f\u5b58\u5728 \u201c\u820c\u5c16\u73b0\u8c61\u201d\uff08Tip of the tongue\uff09\u00a0<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-faff0fd0fba1bfc51bb0619433440cd0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-faff0fd0fba1bfc51bb0619433440cd0.png\"><\/a><\/section>\n<section>\u6211\u4eec\u53d1\u73b0\u4e3b\u6d41\u6a21\u578b\u5728\u591a\u9879\u9009\u62e9\u9898\uff08Multiple Choice Questions, MCQ\uff09\u4efb\u52a1\u4e2d\uff0c\u5448\u73b0\u51fa\u663e\u8457\u9ad8\u4e8e\u95ee\u7b54\uff08Question and Answer, QA\uff09\u4efb\u52a1\u7684\u51c6\u786e\u7387\u3002\u5728 QA \u4efb\u52a1\u4e2d\u7b54\u4e0d\u5bf9\u7684\u95ee\u9898\uff0c\u7ed9\u4e0e\u4e00\u5b9a\u7684\u63d0\u793a\u65f6\uff08MCQ \u7684\u9009\u9879\uff09\u6a21\u578b\u5373\u53ef\u7b54\u5bf9\u3002\u8fd9\u548c\u4eba\u7c7b\u8bdd\u5230\u5634\u8fb9\u8bf4\u4e0d\u51fa\uff0c\u4f46\u662f\u7ed9\u4e8e\u4e00\u5b9a\u7684\u63d0\u793a\u5373\u53ef\u7b54\u5bf9\u7684 \u201c\u820c\u5c16\u73b0\u8c61\u201d \u7c7b\u4f3c\u3002\u4e3a\u4e86\u6392\u9664\u662f\u9009\u9879\u7f29\u5c0f\u4e86\u641c\u7d22\u7a7a\u95f4\u5bfc\u81f4\u7684\u51c6\u786e\u6027\u63d0\u5347\uff0c\u6211\u4eec\u901a\u8fc7\u7f6e\u4fe1\u5ea6\u505a\u4e86\u8fdb\u4e00\u6b65\u5730\u786e\u8ba4\uff0c\u53d1\u73b0\u6a21\u578b\u5728\u7ed9\u51fa\u7b54\u6848\u65f6\u7f6e\u4fe1\u5ea6\u975e\u5e38\u9ad8\uff0c\u8fd9\u8bc1\u660e\u6a21\u578b\u7ed9\u51fa\u4e86\u975e\u5e38\u786e\u5b9a\u7684\u7b54\u6848\u3002<\/section>\n<section><\/section>\n<section>\u9664\u6b64\u4e4b\u5916\uff0c\u901a\u8fc7\u5bf9\u4e3b\u6d41\u6a21\u578b\u7684\u4e0d\u540c\u7c7b\u76ee\u8bc4\u6d4b\u53d1\u73b0\u5404\u5bb6\u6a21\u578b\u5728\u4e0d\u540c\u7684\u7c7b\u76ee\u4e0a\u5404\u6709\u4f18\u52bf\u3002\u5728\u56fd\u9645\u73af\u5883\u3001\u793e\u4f1a\u548c\u6cbb\u7406\uff08ESG\uff09\u8bae\u9898\u4e2d\uff0c\u6240\u6709 GPT \u7cfb\u5217\u6a21\u578b\u5728\u8eab\u4f53\u548c\u5fc3\u7406\u5065\u5eb7\uff08Physical and Mental Health, PHM\uff09\u7ef4\u5ea6\u5747\u8868\u73b0\u51fa\u76f8\u5bf9\u4f18\u5f02\u7684\u80fd\u529b\uff0c\u8fd9\u53ef\u80fd\u53cd\u6620\u4e86\u8fd9\u4e9b\u6a21\u578b\u5728\u76f8\u5173\u9886\u57df\u63a5\u53d7\u4e86\u66f4\u4e3a\u7cbe\u7ec6\u7684\u8bad\u7ec3\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5728\u975e\u6cd5\u548c\u6cd5\u89c4\u5408\u89c4\uff08Illegal and Regulatory Compliance, IRC\uff09\u9886\u57df\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u4e86\u66f4\u4e3a\u590d\u6742\u7684\u6a21\u578b\u95f4\u5dee\u5f02\uff1a\u975e\u4e2d\u56fd\u6a21\u578b\uff08o1 \u9664\u5916\uff09\u5728\u8be5\u7ef4\u5ea6\u663e\u793a\u51fa\u660e\u663e\u7684\u80fd\u529b\u5c40\u9650\uff0c\u800c\u4e2d\u56fd\u672c\u571f\u6a21\u578b\uff08\u5982 Qwen \u7cfb\u5217\u548c Doubao\uff09\u5219\u5c55\u73b0\u51fa\u66f4\u4e3a\u7a81\u51fa\u7684\u672c\u571f\u6cd5\u5f8b\u77e5\u8bc6\u7406\u89e3\u80fd\u529b\uff0c\u8fd9\u53ef\u80fd\u5f97\u76ca\u4e8e\u9488\u5bf9\u6027\u7684\u672c\u5730\u5316\u8bad\u7ec3\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section><strong>3.self-reflection \u5bf9\u77e5\u8bc6\u6027\u7684\u7f3a\u5931\u51e0\u4e4e\u6ca1\u6709\u5e2e\u52a9<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-544c5f7dba936153ff951d4ccd0a275c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-544c5f7dba936153ff951d4ccd0a275c.png\"><\/a><\/section>\n<section>\u81ea\u6211\u53cd\u601d\u673a\u5236\u88ab\u5e7f\u6cdb\u89c6\u4e3a\u63d0\u5347\u6a21\u578b\u8f93\u51fa\u8d28\u91cf\u7684\u6709\u6548\u7b56\u7565\u3002\u7136\u800c\uff0c\u6211\u4eec\u5bf9\u591a\u4e2a\u5148\u8fdb\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u7684\u5b9e\u9a8c\u53d1\u73b0\u5728\u77e5\u8bc6\u7f3a\u5931\u573a\u666f\u4e0b\u7684\u5c40\u9650\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u53d1\u73b0\u5728\u6240\u6709\u53d7\u6d4b\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u81ea\u6211\u53cd\u601d\u673a\u5236\u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347\u5fae\u4e4e\u5176\u5fae\uff0c\u5e73\u5747\u6539\u8fdb\u5e45\u5ea6\u4e0d\u8d85\u8fc7 5%\uff0c\u4e14\u5728 o1 \u7cfb\u5217\u6a21\u578b\u4e2d\u66f4\u5448\u73b0\u51fa\u8d1f\u9762\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e00\u73b0\u8c61\u53ef\u80fd\u6e90\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u56fa\u6709\u7684\u8ba4\u77e5\u5c40\u9650\u3002\u6a21\u578b\u9ad8\u5ea6\u4f9d\u8d56\u8bad\u7ec3\u8bed\u6599\u4e2d\u7684\u7edf\u8ba1\u6a21\u5f0f\uff0c\u8fd9\u4f7f\u5176\u5728\u81ea\u6211\u53cd\u601d\u8fc7\u7a0b\u4e2d\u66f4\u503e\u5411\u4e8e\u5c06\u539f\u672c\u6b63\u786e\u7684\u7b54\u6848\u8f6c\u53d8\u4e3a\u9519\u8bef\u54cd\u5e94\u3002\u7279\u522b\u662f\u5728\u77e5\u8bc6\u578b\u95ee\u9898\u4e2d\uff0c\u6a21\u578b\u7684\u6027\u80fd\u66f4\u591a\u5730\u53d6\u51b3\u4e8e\u5185\u5728\u77e5\u8bc6\u7406\u89e3\u80fd\u529b\uff0c\u800c\u975e\u540e\u7eed\u63a8\u7406\u8fc7\u7a0b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8bad\u7ec3\u8bed\u6599\u4e2d\u6f5c\u5728\u7684\u4e8b\u5b9e\u6027\u9519\u8bef\u4f1a\u663e\u8457\u5e72\u6270\u6a21\u578b\u7684\u81ea\u6211\u6821\u6b63\u673a\u5236\uff0c\u5bfc\u81f4\u63a8\u7406\u94fe\u8def\u7684\u53ef\u9760\u6027\u8fdb\u4e00\u6b65\u964d\u4f4e\u3002<\/section>\n<section><\/section>\n<section><strong>4.RAG \u80fd\u8865\u9f50\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u7f3a\u5931\uff0c\u4f46\u6700\u597d\u4e0d\u8981\u8ba9\u5b83\u6765\u51b3\u5b9a\u505a\u4e0d\u505a\uff1a<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ebdb7d823d67a12b37b9dc0b241e24f6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ebdb7d823d67a12b37b9dc0b241e24f6.png\"><\/a><\/section>\n<section>\u77e5\u8bc6\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation, RAG\uff09\u6280\u672f\u5df2\u6210\u4e3a\u63d0\u5347\u6a21\u578b\u4e8b\u5b9e\u6027\u548c\u51c6\u786e\u6027\u7684\u5173\u952e\u65b9\u6cd5\u3002\u6211\u4eec\u63a2\u8ba8\u4e86\u4e24\u79cd RAG \u89e6\u53d1\u8303\u5f0f\uff1a\u4e3b\u52a8 RAG \u548c\u88ab\u52a8 RAG\uff0c\u5176\u5bf9\u6a21\u578b\u51c6\u786e\u6027\u7684\u5f71\u54cd\u3002\u88ab\u52a8 RAG \u5bf9\u6240\u6709\u8f93\u5165\u95ee\u9898\u8fdb\u884c\u8bed\u6599\u68c0\u7d22\uff0c\u800c\u4e3b\u52a8 RAG \u5219\u7531\u6a21\u578b\u81ea\u4e3b\u5224\u65ad\u662f\u5426\u9700\u8981\u989d\u5916\u68c0\u7d22\u5e76\u7531\u6a21\u578b\u7ed9\u51fa\u68c0\u7d22\u5173\u952e\u8bcd\u3002<\/section>\n<section><\/section>\n<section>\u7531\u5b9e\u9a8c\u7ed3\u679c\u53ef\u4ee5\u770b\u51fa\uff1a<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0cRAG \u589e\u5f3a\u673a\u5236\u663e\u8457\u63d0\u5347\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e8b\u5b9e\u5b89\u5168\u6027\uff0c\u6709\u6548\u7f29\u5c0f\u4e86\u4e0d\u540c\u89c4\u6a21\u6a21\u578b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u3002\u8f83\u5c0f\u53c2\u6570\u89c4\u6a21\u7684\u6a21\u578b\u4ece RAG \u6280\u672f\u4e2d\u83b7\u5f97\u7684\u6027\u80fd\u63d0\u5347\u66f4\u4e3a\u663e\u8457\u3002<\/section>\n<section><\/section>\n<section>\u5176\u6b21\uff0c\u4e3b\u52a8 RAG \u7684\u6027\u80fd\u666e\u904d\u4f4e\u4e8e\u88ab\u52a8 RAG\u3002\u8fd9\u4e00\u73b0\u8c61\u662f\u6e90\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8fc7\u5ea6\u81ea\u4fe1\u7279\u6027\uff0c\u5b83\u4eec\u4e0d\u503e\u5411\u4e8e\u4e3b\u52a8\u8bf7\u6c42\u68c0\u7d22\u5de5\u5177\uff0c\u6240\u4ee5\u8fd9\u79cd RAG \u65b9\u5f0f\u5e26\u6765\u7684\u51c6\u786e\u6027\u589e\u76ca\u901a\u5e38\u4e0d\u591f\u5927\u3002<\/section>\n<section><\/section>\n<section>\u5173\u4e8e\u66f4\u591a\u5b9e\u9a8c\u7ed3\u679c\u548c\u7ec6\u8282\u8bf7\u53c2\u8003\u6211\u4eec\u7684\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u6b22\u8fce\u5e7f\u5927\u7814\u7a76\u8005\u4f7f\u7528\u6211\u4eec\u7684\u8bc4\u6d4b\u96c6\u8fdb\u884c\u5b9e\u9a8c\u548c\u7814\u7a76\uff0c\u6211\u4eec\u975e\u5e38\u611f\u8c22\u60a8\u5bf9\u6211\u4eec\u5de5\u4f5c\u7684\u4fe1\u4efb\uff0c\u5e76\u975e\u5e38\u91cd\u89c6\u5e76\u671f\u5f85\u6536\u5230\u60a8\u7684\u5b9d\u8d35\u610f\u89c1\u3002\u5f53\u524d\uff0c\u6211\u4eec\u6b63\u5168\u529b\u5b8c\u5584\u6392\u884c\u699c\u529f\u80fd\uff0c\u529b\u6c42\u5c3d\u5feb\u4e3a\u5e7f\u5927\u7814\u7a76\u8005\u63d0\u4f9b\u66f4\u52a0\u4fbf\u6377\u3001\u9ad8\u6548\u7684\u4f7f\u7528\u4f53\u9a8c\u3002<\/section>\n<section><\/section>\n<section>\u5982\u679c\u60a8\u6709\u4efb\u4f55\u7591\u95ee\u3001\u5efa\u8bae\uff0c\u6216\u5e0c\u671b\u5c06\u60a8\u7684\u6a21\u578b\u7ed3\u679c\u7eb3\u5165\u6392\u884c\u699c\u5c55\u793a\uff0c\u6b22\u8fce\u968f\u65f6\u901a\u8fc7\u7535\u5b50\u90ae\u4ef6\u4e0e\u6211\u4eec\u8054\u7cfb\u3002\u8bf7\u5c06\u60a8\u7684\u5177\u4f53\u9700\u6c42\u53d1\u9001\u81f3\uff1atanyingshui.tys@taobao.com\uff0c\u6211\u4eec\u5c06\u53ca\u65f6\u56de\u590d\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u5c06\u6301\u7eed\u66f4\u65b0\u548c\u7ef4\u62a4\u6570\u636e\u96c6\u53ca\u8bc4\u6d4b\u699c\u5355\uff0c\u4e3a\u4e2d\u6587\u793e\u533a\u7684\u53d1\u5c55\u8d21\u732e\u529b\u91cf\u3002\u5982\u9700\u8fdb\u4e00\u6b65\u54a8\u8be2\u6216\u5e2e\u52a9\uff0c\u4e5f\u53ef\u968f\u65f6\u4e0e\u6211\u4eec\u6c9f\u901a\u3002\u518d\u6b21\u611f\u8c22\u60a8\u7684\u7406\u89e3\u4e0e\u652f\u6301\uff01<\/section>\n<section><\/section>\n<section><strong>\u4f5c\u8005\u4ecb\u7ecd<\/strong><\/section>\n<p>\u6838\u5fc3\u4f5c\u8005\u5305\u62ec\u8c2d\u6620\u6c34\uff0c\u90d1\u535a\u4ec1\uff0c\u90d1\u67cf\u4f1a\uff0c\u66f9\u73c2\u745e\uff0c\u666f\u6167\u6600\u3002<\/p>\n<p>\u4f5c\u8005\u56e2\u961f\u6765\u81ea\u4e2d\u56fd\u4fe1\u606f\u901a\u4fe1\u7814\u7a76\u9662\u548c\u6dd8\u5929\u96c6\u56e2\u7b97\u6cd5\u6280\u672f &#8211; \u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u56e2\u961f\u3002\u4fe1\u606f\u901a\u4fe1\u7814\u7a76\u9662\u59cb\u7ec8\u79c9\u6301 \u201c\u56fd\u5bb6\u9ad8\u7aef\u4e13\u4e1a\u667a\u5e93\u4ea7\u4e1a\u521b\u65b0\u53d1\u5c55\u5e73\u53f0\u201d \u7684\u53d1\u5c55\u5b9a\u4f4d\u548c \u201c\u539a\u5fb7\u5b9e\u5b66 \u5174\u4e1a\u81f4\u8fdc\u201d \u7684\u6838\u5fc3\u6587\u5316\u4ef7\u503c\u7406\u5ff5\uff0c\u5728\u884c\u4e1a\u53d1\u5c55\u7684\u91cd\u5927\u6218\u7565\u3001\u89c4\u5212\u3001\u653f\u7b56\u3001\u6807\u51c6\u548c\u6d4b\u8bd5\u8ba4\u8bc1\u7b49\u65b9\u9762\u53d1\u6325\u4e86\u6709\u529b\u652f\u6491\u4f5c\u7528\uff0c\u4e3a\u6211\u56fd\u901a\u4fe1\u4e1a\u8de8\u8d8a\u5f0f\u53d1\u5c55\u548c\u4fe1\u606f\u6280\u672f\u4ea7\u4e1a\u521b\u65b0\u58ee\u5927\u8d77\u5230\u4e86\u91cd\u8981\u63a8\u52a8\u4f5c\u7528\u3002\u6dd8\u5929\u96c6\u56e2\u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u81f4\u529b\u4e8e\u5efa\u8bbe\u9762\u5411\u672a\u6765\u7684\u751f\u6d3b\u548c\u6d88\u8d39\u65b9\u5f0f\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u548c\u5546\u5bb6\u7ecf\u8425\u6548\u679c\u3002\u5b9e\u9a8c\u5ba4\u805a\u7126\u5927\u6a21\u578b\u3001\u591a\u6a21\u6001\u7b49 AI \u6280\u672f\u65b9\u5411\uff0c\u81f4\u529b\u4e8e\u6253\u9020\u5927\u6a21\u578b\u76f8\u5173\u57fa\u7840\u7b97\u6cd5\u3001\u6a21\u578b\u80fd\u529b\u548c\u5404\u7c7b AI Native \u5e94\u7528\uff0c\u5f15\u9886 AI \u5728\u751f\u6d3b\u6d88\u8d39\u9886\u57df\u7684\u6280\u672f\u521b\u65b0\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-26-9\" target=\"_blank\">\u4e2d\u56fd\u4fe1\u901a\u9662\u8054\u5408\u6dd8\u5929\u96c6\u56e2\u53d1\u5e03\u5168\u7403\u9996\u4e2a\u4e2d\u6587\u5b89\u5168\u9886\u57df\u4e8b\u5b9e\u6027\u57fa\u51c6\u8bc4\u6d4b\u96c6\uff0c\u4ec5\u4e09\u4e2a\u5927\u6a21\u578b\u8fbe\u53ca\u683c\u7ebf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4e2d\u56fd\u4fe1\u901a\u9662\u8054\u5408\u6dd8\u5929\u96c6\u56e2 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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