{"id":313,"date":"2025-10-19T11:00:00","date_gmt":"2025-10-19T03:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=313"},"modified":"2025-10-20T13:55:47","modified_gmt":"2025-10-20T05:55:47","slug":"%e6%8f%90%e9%ab%98-ai-%e7%9a%84%e5%9b%9e%e7%ad%94%e8%b4%a8%e9%87%8f","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/10\/19\/313\/","title":{"rendered":"\u63d0\u9ad8 AI \u7684\u56de\u7b54\u8d28\u91cf"},"content":{"rendered":"\n<p><a href=\"https:\/\/juejin.cn\/user\/3949101466785709\/posts\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u968f\u7740 AI \u6280\u672f\u7a81\u98de\u731b\u8fdb\u7684\u53d1\u5c55\uff0c\u5404\u79cd\u5927\u6a21\u578b\u7684\u4e0a\u9650\u867d\u7136\u5728\u4e0d\u65ad\u589e\u5f3a\uff0c\u4f46\u6a21\u578b\u6709\u7684\u65f6\u5019\u4f3c\u4e4e\u6709\u70b9\u5b66\u4f1a\u5077\u61d2\u4e86\u3002\u5178\u578b\u7684\u73b0\u8c61\u662f\uff0c\u6709\u65f6\u6a21\u578b\u5728\u56de\u7b54\u95ee\u9898\u65f6\u53ef\u80fd\u4f1a\u653e\u5f03\u5bfb\u627e\u591a\u6837\u7684\u53ef\u80fd\u6027\uff0c\u76f4\u63a5\u5077\u61d2\u7ed9\u7c7b\u4f3c\u63d0\u95ee\u4e00\u4e2a\u6700\u666e\u901a\u540c\u65f6\u4e5f\u6700\u4e0d\u5bb9\u6613\u72af\u9519\u7684\u7b54\u6848\uff0c\u4f46\u8fd9\u5176\u5b9e\u5e76\u4e0d\u5229\u4e8e\u60f3\u8981\u5f97\u5230\u66f4\u591a\u542f\u53d1\u7684\u7528\u6237\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u5176\u5b9e\u662f\u6b63\u5e38\u73b0\u8c61\uff0c\u56e0\u4e3a\u4eba\u4e5f\u4f1a\u5077\u61d2\uff0c\u6a21\u578b\u7684\u8868\u73b0\u8d8a\u6765\u8d8a\u50cf\u4eba\u7c7b\uff0c\u5bfb\u627e\u591a\u6837\u7684\u53ef\u80fd\u6027\u4ee5\u53ca\u6700\u4f18\u89e3\u53ef\u80fd\u662f\u66f4\u7d2f\uff08\u6d88\u8017\u66f4\u591a Token\uff09\u3001\u9700\u8981\u66f4\u591a\u601d\u8003\u7684\uff0c\u8fd8\u4e0d\u5982\u76f4\u63a5\u7ed9\u51fa\u4e00\u4e2a\u4e2d\u5eb8\u4f46\u4e0d\u4f1a\u72af\u9519\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u505a\u4e2a\u5b9e\u9a8c<\/h2>\n\n\n\n<p>\u6211\u4eec\u5148\u6765\u505a\u4e2a\u6709\u8da3\u7684\u5b9e\u9a8c\uff0c\u6211\u4eec\u5bf9\u8c46\u5305\u5f00\u4e94\u4e2a\u65b0\u7684\u4f1a\u8bdd\uff0c\u95ee\u4e94\u4e2a\u540c\u6837\u7684\u95ee\u9898\uff1a\u300a\u7ed9\u6211\u8bb2\u4e2a\u7b11\u8bdd\u300b\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f00\u653e\u6027\u95ee\u9898\uff0c\u6b63\u5e38\u6765\u8bb2\uff0c\u6211\u4eec\u5e94\u8be5\u671f\u671b\u6bcf\u6b21\u8c46\u5305\u90fd\u80fd\u7ed9\u51fa\u4e00\u4e9b\u4e0d\u4e00\u6837\u7684\u7b54\u6848\uff0c\u7136\u800c\u4e8b\u5b9e\u5374\u662f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/f338bc9c84c349aebcabb4b7692bf15a~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgQ29uYXJkTGk=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761274434&amp;x-signature=JV%2Bg%2BTrUfGPHkU%2BuPGS6gkSIits%3D\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/de12e19d88fc4d2694811d6e5169c3f9~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgQ29uYXJkTGk=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761274434&amp;x-signature=8Wwa23oqtDFzdnfLoPJ%2FqZm5158%3D\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/9e787eacb29145ea999392b6281af610~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgQ29uYXJkTGk=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761274434&amp;x-signature=D0lKZYMcjXYl4FjyTUFFU7vsN9Q%3D\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/b2b02f04eb944161b2af6c68ec013927~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgQ29uYXJkTGk=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761274434&amp;x-signature=rtqv%2BkFAnsKAVfpLjJyoeG4nylQ%3D\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/2860e9a39869457e871ee426df6f9af7~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgQ29uYXJkTGk=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761274434&amp;x-signature=DxZiSuQh5xySUrRSYjpxdPTDqDI%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u597d\u5bb6\u4f19\uff0c\u8fd9\u662f\u88ab\u7a0b\u5e8f\u5458\u8bad\u50bb\u4e86\u5427\uff0c\u4e94\u4e2a\u7b11\u8bdd\u90fd\u662f\u5173\u4e8e\u7a0b\u5e8f\u5458\u7684\uff0c\u5176\u4e2d\u56db\u4e2a\u8fd8\u662f\u7a0b\u5e8f\u5458\u4e70\u9762\u5305\u7684\u6545\u4e8b\u3002\u4e0b\u9762\u6211\u4eec\u5c1d\u8bd5\u5728\u8fd9\u4e2a\u95ee\u9898\u540e\u9762\u52a0\u4e0a\u4e00\u6bb5\u795e\u5947\u7684\u63d0\u793a\u8bcd\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sql\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>&lt;instructions&gt;\nGenerate 5 responses <strong>to<\/strong> the <strong>user<\/strong> query, <strong>each<\/strong> <strong>within<\/strong> a separate &lt;response&gt; tag. <strong>Each<\/strong> &lt;response&gt; must include a &lt;text&gt; <strong>and<\/strong> a <strong>numeric<\/strong> &lt;probability&gt;. Randomly sample responses <strong>from<\/strong> the <strong>full<\/strong> distribution. \n&lt;\/instructions&gt;\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/f4580d31eb2147718b060dc7b62c42cb~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgQ29uYXJkTGk=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761274434&amp;x-signature=gu0nOh6dw5BN7mvh%2FOXR%2FIXi7nA%3D\" alt=\"\"\/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd9\u6b21\u6211\u4eec\u53d1\u73b0\uff0c\u795e\u5947\u7684\u4e8b\u60c5\u53d1\u751f\u4e86\uff0c\u8c46\u5305\u6253\u7834\u4e86\u7a0b\u5e8f\u5458\u7684\u9b54\u5492\uff0c\u5f00\u59cb\u8bb2\u5176\u4ed6\u7b11\u8bdd\u4e86\u3002\u8fd9\u6bb5\u63d0\u793a\u8bcd\u5e76\u4e0d\u662f\u6211\u603b\u7ed3\u51fa\u6765\u7684\uff0c\u800c\u662f\u6e90\u4e8e\u6700\u8fd1\u9ebb\u7701\u7406\u5de5\u5927\u5b66\u65b0\u53d1\u8868\u7684\u4e00\u7bc7\u8bba\u6587\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/c6479db09d5b42a5ad094b52273be801~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgQ29uYXJkTGk=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761274434&amp;x-signature=oeO0J4vIB0KWx76KREh6T%2BMtkQ0%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p><a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Farxiv.org%2Fpdf%2F2510.01171\" target=\"_blank\" rel=\"noreferrer noopener\">arxiv.org\/pdf\/2510.01\u2026<\/a><\/p>\n\n\n\n<p>\u542c\u8d77\u6765\u633a\u62bd\u8c61\u7684\uff0c\u5176\u5b9e\u5168\u7bc7\u90fd\u662f\u5728\u8bf4\u8fd9\u6bb5\u63d0\u793a\u8bcd\uff0c\u5e76\u4e14\u8fdb\u884c\u4e86\u5927\u91cf\u5b9e\u9a8c\u6765\u9a8c\u8bc1\u8fd9\u6bb5\u63d0\u793a\u8bcd\u80fd\u591f\u771f\u6b63\u6fc0\u53d1 LLM \u7684\u591a\u6837\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/6de306cd70ab4d4386545b8d2a6a7a87~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgQ29uYXJkTGk=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761274434&amp;x-signature=ydpCyz45KrvwR45v0C23Uu8Jhzc%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e00\u4e2a\u51e0\u4e4e\u201c\u96f6\u6210\u672c\u201d\u7684\u63a8\u7406\u65f6\u7b56\u7565 \u300a<code>Verbalized Sampling<\/code>\uff08\u7b80\u79f0 VS\uff09\u300b\uff1a\u4e0d\u8981\u53ea\u8ba9\u6a21\u578b\u7ed9\u4e00\u4e2a\u7b54\u6848\uff0c\u800c\u662f\u8ba9\u5b83\u5148 \u201c\u53e3\u5934\u8bf4\u51fa\u201d \u4e00\u7ec4\u53ef\u80fd\u7b54\u6848\u53ca\u5176\u5bf9\u5e94\u7684\u6982\u7387\uff0c\u518d\u57fa\u4e8e\u8fd9\u5957\u6982\u7387\u5206\u5e03\u8fdb\u884c\u91c7\u6837\u4e0e\u9009\u62e9\u3002\u8fd9\u6837\u505a\u80fd\u663e\u8457\u7f13\u89e3\u5bf9\u9f50\u8bad\u7ec3\u5e26\u6765\u7684&nbsp;<code>\u201c\u6a21\u5f0f\u574d\u7f29\u201d<\/code>\uff0c\u6062\u590d\u5e76\u91ca\u653e\u6a21\u578b\u672c\u6765\u5c31\u5177\u5907\u7684\u751f\u6210\u591a\u6837\u6027\uff0c\u540c\u65f6\u4e0d\u727a\u7272\u4e8b\u5b9e\u51c6\u786e\u6027\u4e0e\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6a21\u5f0f\u574d\u7f29\u7684\u6765\u9f99\u53bb\u8109<\/h2>\n\n\n\n<p>\u6240\u8c13 \u201c\u6a21\u5f0f\u574d\u7f29\u201d\uff0c\u5c31\u662f\u6a21\u578b\u53ea\u76ef\u7740\u4e00\u4e2a\u201c\u6700\u5e38\u89c1\/\u6700\u5b89\u5168\u201d\u7684\u8bf4\u6cd5\uff0c\u53cd\u800c\u5ffd\u7565\u4e86\u540c\u6837\u5408\u7406\u7684\u5176\u4ed6\u8868\u8fbe\u65b9\u5f0f\u3002\u800c\u8fd9\u4e2a \u201c\u6700\u5e38\u89c1\/\u6700\u5b89\u5168\u201d \u53ef\u80fd\u5f80\u5f80\u5e76\u4e0d\u662f\u6700\u4f18\u7684\u7b54\u6848\u3002\u8fd9\u53ef\u80fd\u5e76\u4e0d\u662f\u6a21\u578b\u672c\u8eab\u7b97\u6cd5\u5c42\u9762\u7684\u95ee\u9898\uff0c\u800c\u8981\u5f52\u548e\u4e8e\u5f53\u4e0b\u6a21\u578b\u6700\u70ed\u95e8\u7684\u540e\u8bad\u7ec3\u65b9\u5f0f\uff1a<code>RLHF<\/code>\uff08\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/18872381e2124de9be7ba04b69be445a~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgQ29uYXJkTGk=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761274434&amp;x-signature=92R%2BI9TFjkWJSsVxlBUbFQarI5E%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p><code>RLHF<\/code>&nbsp;\u901a\u8fc7\u6536\u96c6\u4eba\u7c7b\u5bf9\u667a\u80fd\u4f53\u884c\u4e3a\u7684\u8bc4\u4f30\u6570\u636e\uff0c\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\u6765\u5b66\u4e60\u4eba\u7c7b\u7684\u504f\u597d\uff0c\u7136\u540e\u5229\u7528\u8be5\u6a21\u578b\u4f18\u5316\u667a\u80fd\u4f53\u7684\u7b56\u7565\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u751f\u6210\u66f4\u7b26\u5408\u4eba\u7c7b\u671f\u671b\u548c\u4ef7\u503c\u89c2\u7684\u884c\u4e3a\u5728&nbsp;<code>RLHF<\/code>&nbsp;\u6570\u636e\u96c6\u4e2d\uff0c\u4eba\u7c7b\u6807\u6ce8\u8005\u666e\u904d\u4f1a\u4f18\u5148\u9009\u62e9 \u201c\u5178\u578b\u3001\u719f\u6089\u201d \u7684\u7b54\u6848\uff08\u5fc3\u7406\u5b66\u79f0\u4e3a\u5178\u578b\u6027\u504f\u597d\uff09\u3002\u5f53\u5956\u52b1\u6a21\u578b\u5b66\u4e60\u5230\u8fd9\u79cd\u504f\u597d\uff0c\u4f18\u5316\u8fc7\u7a0b\u81ea\u7136\u4f1a\u6536\u7f29\u5230\u8fd9\u4e9b\u201c\u719f\u9762\u5b54\u201d\uff0c\u4e8e\u662f\u8f93\u51fa\u591a\u6837\u6027\u5c31\u4f1a\u4e0d\u65ad\u964d\u4f4e\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6362\u4e2a\u751f\u6d3b\u7c7b\u6bd4\uff1a\u4e00\u95f4\u9910\u9986\u539f\u672c\u6709\u5f88\u591a\u597d\u83dc\uff0c\u540e\u6765\u5927\u5bb6\u70b9\u8bc4\u65f6\u66f4\u559c\u6b22\u201c\u6700\u5e38\u5403\u7684\u90a3\u51e0\u6837\u201d\uff0c\u5e73\u53f0\u6392\u5e8f\u4e5f\u8ddf\u7740\u504f\u7231\u5b83\u4eec\uff0c\u65f6\u95f4\u4e45\u4e86\u83dc\u5355\u53ef\u80fd\u4f1a\u8d8a\u505a\u8d8a\u5355\u4e00\uff0c\u8fd9\u5c31\u662f\u6a21\u5f0f\u574d\u7f29\u3002\u5728\u8bba\u6587\u4e2d\uff0c\u7528\u7406\u8bba\u6a21\u578b\u523b\u753b\u4e86\u8fd9\u79cd\u504f\u597d\u5982\u4f55\u79ef\u7d2f\u6210\u7cfb\u7edf\u6548\u5e94\uff0c\u5e76\u5728\u591a\u7ec4\u504f\u597d\u6570\u636e\u4e0a\u505a\u4e86\u5b9e\u8bc1\u9a8c\u8bc1\uff0c\u786e\u8ba4\u201c\u5178\u578b\u6027\u504f\u597d\u201d\u786e\u5b9e\u5728\u9a71\u52a8\u574d\u7f29\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Verbalized Sampling\uff08VS\uff09<\/h2>\n\n\n\n<p>VS \u7684\u70b9\u5b50\u5f88\u6734\u7d20\uff1a\u628a \u201c\u7ed9\u6211\u4e00\u4e2a\u7b54\u6848\u201d \u6539\u6210\u201c\u8bf7\u751f\u6210 N \u4e2a\u53ef\u80fd\u7b54\u6848\uff0c\u5e76\u7ed9\u51fa\u6bcf\u4e2a\u7684\u6982\u7387\u201d\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\uff0c\u4e0d\u518d\u95ee \u201c\u8bb2\u4e00\u4e2a\u5496\u5561\u7684\u7b11\u8bdd\u201d\uff0c\u800c\u662f\u63d0\u793a \u201c\u751f\u6210 5 \u4e2a\u5173\u4e8e\u5496\u5561\u7684\u7b11\u8bdd\u53ca\u5176\u5bf9\u5e94\u6982\u7387\u201d\u3002<\/p>\n\n\n\n<p>\u8fd9\u6837\u6a21\u578b\u5c31\u4f1a\u5148\u628a \u201c\u5fc3\u91cc\u7684\u5206\u5e03\u201d \u8bf4\u51fa\u6765\uff0c\u518d\u6309\u7167\u8fd9\u5957\u5206\u5e03\u8fdb\u884c\u91c7\u6837\uff0c\u8fd9\u6837\u4e0d\u540c \u201c\u98ce\u683c\/\u5957\u8def\u201d \u7684\u5185\u5bb9\u90fd\u6709\u673a\u4f1a\u201c\u4e0a\u684c\u201d\uff0c\u591a\u6837\u6027\u81ea\u7136\u5c31\u4f1a\u6062\u590d\u3002<\/p>\n\n\n\n<p>\u4e0b\u9762\u8fd9\u4e9b\u90fd\u5c5e\u4e8e VS \u63d0\u793a\u8bcd\u6bb5\u6a21\u677f\uff0c\u53ef\u76f4\u63a5\u590d\u7528\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201c\u8bf7\u751f\u6210 5 \u4e2a\u7b26\u5408\u8981\u6c42\u7684\u5019\u9009\u56de\u590d\uff0c\u5e76\u7ed9\u51fa\u6bcf\u4e2a\u7684\u6982\u7387\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u5148\u53e3\u5934\u7ed9\u51fa\u4e00\u4e2a\u6982\u7387\u5206\u5e03\uff08\u8986\u76d6\u591a\u79cd\u5408\u7406\u7b54\u6848\uff09\uff0c\u518d\u4f9d\u636e\u8be5\u5206\u5e03\u91c7\u6837\u7ed9\u6211 1\u20132 \u4e2a\u6700\u7ec8\u8f93\u51fa\u3002\u201d<\/li>\n\n\n\n<li>\u5bf9\u521b\u610f\u4efb\u52a1\u53ef\u52a0\uff1a\u201c\u5019\u9009\u9700\u98ce\u683c\u591a\u6837\u201d\uff1b\u5bf9\u4e8b\u5b9e\u4efb\u52a1\u52a0\uff1a\u201c\u82e5\u5b58\u5728\u591a\u89e3\uff0c\u8bf7\u7ed9\u51fa\u5206\u5e03\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f60\u4e5f\u53ef\u4ee5\u76f4\u63a5\u8ffd\u52a0\u8fd9\u6bb5\u901a\u7528\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sql\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>You <strong>are<\/strong> a helpful assistant. <strong>For<\/strong> <strong>each<\/strong> query, please generate a <strong>set<\/strong> <strong>of<\/strong> five possible responses, <strong>each<\/strong> <strong>within<\/strong> a separate &lt;response&gt; tag. \nResponses should <strong>each<\/strong> include a &lt;text&gt; <strong>and<\/strong> a <strong>numeric<\/strong> &lt;probability&gt;. \nPlease sample <strong>at<\/strong> random <strong>from<\/strong> the [<strong>full<\/strong> distribution \/ tails <strong>of<\/strong> the distribution, such that the probability <strong>of<\/strong> <strong>each<\/strong> response <strong>is<\/strong> less than 0.10]. \n<\/code><\/pre>\n\n\n\n<p>\u7ffb\u8bd1\u4e3a\u4e2d\u6587\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">markdown\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>\u4f60\u662f\u4e00\u4e2a\u591a\u6837\u5316\u751f\u6210\u7684\u52a9\u624b\u3002\u8bf7\u6309\u7167\u5982\u4e0b\u8981\u6c42\u8f93\u51fa\uff1a\n1.  \u751f\u6210 5 \u4e2a\u4e0d\u540c\u7684\u5019\u9009\u7b54\u6848\uff08\u5185\u5bb9\u5c3d\u91cf\u6709\u98ce\u683c\u5dee\u5f02\uff09\u3002\n2.  \u4e3a\u6bcf\u4e2a\u7b54\u6848\u7ed9\u51fa 0-1 \u6982\u7387\uff0c\u5e76\u4fdd\u8bc1\u603b\u548c\u4e3a 1\u3002\n3.  \u6309\u6982\u7387\u4ece\u9ad8\u5230\u4f4e\u6392\u5e8f\uff0c\u9010\u6761\u8f93\u51fa\u4e3a\uff1a\u5185\u5bb9\uff5c\u6982\u7387\u3002\n4.  \u5728\u672b\u5c3e\u7ed9\u51fa\u201c\u91c7\u6837\u5efa\u8bae\u201d\uff1a\n    1.  \u82e5\u53ea\u9700 1 \u4e2a\u7b54\u6848\uff0c\u63a8\u8350\u9009\u62e9\u6982\u7387\u6700\u9ad8\u8005\uff1b\n    1.  \u82e5\u9700\u591a\u6837\u6027\uff0c\u53ef\u6309\u6982\u7387\u52a0\u6743\u8fdb\u884c\u968f\u673a\u91c7\u6837\u3002\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u8bba\u6587\u7684\u5b9e\u9a8c\u7ed3\u8bba<\/h2>\n\n\n\n<p>\u8bba\u6587\u4e2d\uff0c\u4f7f\u7528 VS \u5bf9\u56db\u7c7b\u4e0d\u540c\u7684\u4efb\u52a1\u4e0a\u8fdb\u884c\u4e86\u7cfb\u7edf\u8bc4\u4f30\uff1a\u521b\u610f\u5199\u4f5c\uff08\u8bd7\u6b4c\u3001\u7b11\u8bdd\u3001\u6545\u4e8b\uff09\u3001\u5bf9\u8bdd\u6a21\u62df\uff08\u5982\u52df\u6350\u529d\u8bf4\u573a\u666f\uff09\u3001\u5f00\u653e\u5f0f\u95ee\u7b54\uff08\u591a\u7b54\u6848\u679a\u4e3e\u578b\uff09\u3001\u4ee5\u53ca\u5408\u6210\u6570\u636e\u751f\u6210\uff08\u7528\u4e8e\u4e0b\u6e38\u6570\u5b66\u80fd\u529b\u63d0\u5347\uff09\u3002\u7ed3\u8bba\u6e05\u6670\u4e14\u4e00\u81f4\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/2c9b7450f98247a5b16aaff9554ec41d~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgQ29uYXJkTGk=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761274434&amp;x-signature=q2xOpsjjASwXw1YZjscq2hE88Lk%3D\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u521b\u610f\u5199\u4f5c\u4e2d\uff0cVS \u76f8\u6bd4\u76f4\u63a5\u63d0\u793a\uff0c\u591a\u6837\u6027\u63d0\u5347\u00a0<code>1.6\u20132.1\u00d7<\/code>\uff0c\u4eba\u7c7b\u8bc4\u5ba1\u5f97\u5206\u63d0\u5347\u00a0<code>25.7%<\/code>\uff0c\u540c\u65f6\u80fd\u6062\u590d\u57fa\u7840\u6a21\u578b\u591a\u6837\u6027\u7684\u00a0<code>66.8%<\/code>\u3002\u8fd9\u4e9b\u63d0\u5347\u6765\u81ea\u201c\u628a\u5206\u5e03\u8bf4\u51fa\u6765\u201d\uff0c\u4f7f\u4e0d\u540c\u98ce\u683c\u90fd\u6709\u88ab\u91c7\u5230\u7684\u673a\u4f1a\u3002<\/li>\n\n\n\n<li>\u5728\u5bf9\u8bdd\u6a21\u62df\u4e2d\uff08\u5982\u201c\u6350\u6b3e\u91d1\u989d\u5206\u5e03\u201d\u7684\u573a\u666f\uff09\uff0cVS \u751f\u6210\u7684\u884c\u4e3a\u5206\u5e03\u66f4\u63a5\u8fd1\u771f\u5b9e\u4eba\u7fa4\uff0c\u51fa\u73b0\u201c\u72b9\u8c6b\u2014\u529d\u670d\u2014\u6539\u53d8\u60f3\u6cd5\u201d\u7b49\u66f4\u4eba\u6027\u5316\u7684\u8fc7\u7a0b\uff0c\u4e0d\u518d\u662f\u5355\u4e00\u7684\u201c\u7acb\u523b\u7b54\u5e94\/\u62d2\u7edd\u201d\u3002<\/li>\n\n\n\n<li>\u5728\u5f00\u653e\u679a\u4e3e\u578b\u95ee\u7b54\u4e2d\uff08\u4f8b\u5982\u201c\u5217\u51fa\u7f8e\u56fd\u5404\u5dde\u201d\uff09\uff0cVS \u53e3\u5934\u751f\u6210\u7684\u6982\u7387\u5206\u5e03\u5728\u591a\u6b21\u8bd5\u9a8c\u7684\u5e73\u5747\u4e0b\uff0c\u4e0e\u9884\u8bad\u7ec3\u8bed\u6599\u7684\u771f\u5b9e\u5206\u5e03\u66f4\u8d34\u8fd1\uff0c\u800c\u76f4\u63a5\u63d0\u793a\u5e38\u5e38\u53ea\u91cd\u590d\u52a0\u5dde\u3001\u5fb7\u5dde\u7b49\u201c\u9ad8\u9891\u719f\u9762\u5b54\u201d\u3002<\/li>\n\n\n\n<li>\u5728\u5408\u6210\u6570\u636e\u751f\u6210\u4e0a\uff0cVS \u751f\u6210\u7684\u6570\u636e\u66f4\u4e30\u5bcc\uff0c\u80fd\u5e2e\u52a9\u4e0b\u6e38\u6570\u5b66\u4efb\u52a1\u53d6\u5f97\u66f4\u597d\u7684\u6cdb\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u66f4\u6709\u610f\u601d\u7684\u662f\uff0c\u8bba\u6587\u8fd8\u89c2\u5bdf\u5230\u4e00\u4e2a\u6d8c\u73b0\u8d8b\u52bf\uff1a\u66f4\u5f3a\u7684\u6a21\u578b\u4ece VS \u4e2d\u83b7\u76ca\u66f4\u660e\u663e\u3002\u8fd9\u7b26\u5408\u76f4\u89c9\uff1a\u80fd\u529b\u8d8a\u5f3a\u3001\u5b66\u5230\u7684\u201c\u539f\u751f\u6001\u5206\u5e03\u201d\u8d8a\u4e30\u5bcc\uff0cVS \u5c31\u6709\u8d8a\u591a\u201c\u597d\u5185\u5bb9\u201d\u53ef\u4f9b\u91c7\u6837\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f7f\u7528\u5efa\u8bae<\/h2>\n\n\n\n<p><strong>\u4ec0\u4e48\u65f6\u5019\u7528 VS\uff1f<\/strong><\/p>\n\n\n\n<p>\u5f53\u4f60\u7684\u4efb\u52a1\u201c\u4e0d\u6b62\u4e00\u4e2a\u5408\u7406\u7b54\u6848\u201d\u3001\u6216\u4f60\u5173\u5fc3\u201c\u7b54\u6848\u7684\u5206\u5e03\u7ed3\u6784\u201d\uff0cVS \u5f88\u6709\u5e2e\u52a9\u3002\u6bd4\u5982\u521b\u610f\u5199\u4f5c\u3001\u7b56\u7565\u5efa\u8bae\u3001\u4eba\u7269\u5bf9\u8bdd\u3001\u679a\u4e3e\u7c7b\u5f00\u653e\u95ee\u7b54\u3001\u6570\u636e\u5408\u6210\u7b49\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u4ec0\u4e48\u65f6\u5019\u4e0d\u5fc5\u7528 VS\uff1f<\/strong><\/p>\n\n\n\n<p>\u5f53\u4efb\u52a1\u53ea\u6709\u552f\u4e00\u6b63\u786e\u89e3\uff08\u5982\u6807\u51c6\u7b97\u5f0f\u3001\u4e8b\u5b9e\u6027\u95ee\u7b54\u7684\u5355\u4e00\u6b63\u786e\u7248\u672c\uff09\uff0c\u76f4\u63a5\u63d0\u95ee\u66f4\u9ad8\u6548\uff0cVS \u7684\u201c\u591a\u6837\u6027\u6062\u590d\u201d\u610f\u4e49\u6709\u9650\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u600e\u4e48\u628a VS \u7528\u597d\uff1f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bbe\u5b9a\u5019\u9009\u6570 N\uff1a\u5e38\u89c1\u4e3a 5 \u6216 10\u3002\u66f4\u5927\u7684 N \u63d0\u5347\u8986\u76d6\u5ea6\uff0c\u4f46\u4e5f\u589e\u52a0\u9605\u8bfb\u548c\u7b5b\u9009\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u6821\u9a8c\u6982\u7387\u89c4\u8303\u6027\uff1a\u8981\u6c42\u603b\u548c =1\uff0c\u504f\u5dee\u65f6\u81ea\u52a8\u5f52\u4e00\u5316\uff1b\u5fc5\u8981\u65f6\u63d0\u793a\u201c\u6982\u7387\u5fc5\u987b\u975e\u8d1f\u201d\u3002<\/li>\n\n\n\n<li>\u907f\u514d\u201c\u6982\u7387\u5e7b\u89c9\u201d\uff1a\u63d0\u9192\u6a21\u578b\u6982\u7387\u662f\u201c\u5185\u90e8\u4f30\u8ba1\u201d\uff0c\u7528\u6237\u4fa7\u4f7f\u7528\u65f6\u4ee5\u52a0\u6743\u91c7\u6837\u6216 Top-k \u9009\u62e9\u4e3a\u4e3b\u3002<\/li>\n\n\n\n<li>\u8054\u52a8\u8bc4\u4f30\uff1a\u5bf9\u521b\u610f\u573a\u666f\u53ef\u7ed3\u5408\u4eba\u8bc4\u6216\u591a\u6837\u6027\u6307\u6807\uff1b\u5bf9\u751f\u6210\u6570\u636e\u53ef\u76f4\u63a5\u68c0\u9a8c\u4e0b\u6e38\u4efb\u52a1\u8868\u73b0\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u7684\u4e24\u6bb5\u63d0\u793a\u8bcd\u80fd\u591f\u6fc0\u53d1\u6a21\u578b\u7684\u56de\u590d\u591a\u6837\u6027\uff0c\u5728\u521b\u610f\u3001\u6a21\u62df\u3001\u679a\u4e3e\u4e0e\u5408\u6210\u6570\u636e\u7b49\u573a\u666f\u4e2d\u90fd\u80fd\u89c1\u5230\u5b9e\u6548\uff0c\u800c\u4e14\u5bf9\u51c6\u786e\u6027\u4e0e\u5b89\u5168\u6027\u5e76\u65e0\u660e\u663e\u635f\u8017\uff1a<\/p>\n\n\n\n<p>\u82f1\u6587\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sql\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>You <strong>are<\/strong> a helpful assistant. <strong>For<\/strong> <strong>each<\/strong> query, please generate a <strong>set<\/strong> <strong>of<\/strong> five possible responses, <strong>each<\/strong> <strong>within<\/strong> a separate &lt;response&gt; tag. \nResponses should <strong>each<\/strong> include a &lt;text&gt; <strong>and<\/strong> a <strong>numeric<\/strong> &lt;probability&gt;. \nPlease sample <strong>at<\/strong> random <strong>from<\/strong> the [<strong>full<\/strong> distribution \/ tails <strong>of<\/strong> the distribution, such that the probability <strong>of<\/strong> <strong>each<\/strong> response <strong>is<\/strong> less than 0.10]. \n<\/code><\/pre>\n\n\n\n<p>\u4e2d\u6587\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">markdown\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>\u4f60\u662f\u4e00\u4e2a\u591a\u6837\u5316\u751f\u6210\u7684\u52a9\u624b\u3002\u8bf7\u6309\u7167\u5982\u4e0b\u8981\u6c42\u8f93\u51fa\uff1a\n1.  \u751f\u6210 5 \u4e2a\u4e0d\u540c\u7684\u5019\u9009\u7b54\u6848\uff08\u5185\u5bb9\u5c3d\u91cf\u6709\u98ce\u683c\u5dee\u5f02\uff09\u3002\n2.  \u4e3a\u6bcf\u4e2a\u7b54\u6848\u7ed9\u51fa 0-1 \u6982\u7387\uff0c\u5e76\u4fdd\u8bc1\u603b\u548c\u4e3a 1\u3002\n3.  \u6309\u6982\u7387\u4ece\u9ad8\u5230\u4f4e\u6392\u5e8f\uff0c\u9010\u6761\u8f93\u51fa\u4e3a\uff1a\u5185\u5bb9\uff5c\u6982\u7387\u3002\n4.  \u5728\u672b\u5c3e\u7ed9\u51fa\u201c\u91c7\u6837\u5efa\u8bae\u201d\uff1a\n    1.  \u82e5\u53ea\u9700 1 \u4e2a\u7b54\u6848\uff0c\u63a8\u8350\u9009\u62e9\u6982\u7387\u6700\u9ad8\u8005\uff1b\n    1.  \u82e5\u9700\u591a\u6837\u6027\uff0c\u53ef\u6309\u6982\u7387\u52a0\u6743\u8fdb\u884c\u968f\u673a\u91c7\u6837\u3002\n<\/code><\/pre>\n\n\n\n<p>\u6587\u7ae0\u6765\u6e90\uff1a<a href=\"https:\/\/juejin.cn\/post\/7561745236939358243\">https:\/\/juejin.cn\/post\/7561745236939358243<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740 AI 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