{"id":15536,"date":"2023-10-17T17:57:11","date_gmt":"2023-10-17T09:57:11","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=15536"},"modified":"2023-10-17T17:57:11","modified_gmt":"2023-10-17T09:57:11","slug":"%e5%be%ae%e8%bd%af%e6%96%af%e5%9d%a6%e7%a6%8f%e6%96%b0%e7%ae%97%e6%b3%95%ef%bc%8c%e6%9d%9c%e7%bb%9dai%e7%81%ad%e7%bb%9d%e4%ba%ba%e7%b1%bb%e9%a3%8e%e9%99%a9%ef%bc%81gpt-4%e8%87%aa%e6%88%91%e8%bf%ad","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/10\/17\/15536\/","title":{"rendered":"\u5fae\u8f6f\u65af\u5766\u798f\u65b0\u7b97\u6cd5\uff0c\u675c\u7eddAI\u706d\u7edd\u4eba\u7c7b\u98ce\u9669\uff01GPT-4\u81ea\u6211\u8fed\u4ee3\uff0c\u8fc7\u7a0b\u53ef\u63a7\u53ef\u89e3\u91ca"},"content":{"rendered":"<div class=\"article-desc\">\u5fae\u8f6f\u65af\u5766\u798f\u7814\u7a76\u4eba\u5458\u53d1\u8868\u65b0\u8bba\u6587\uff0c\u63d0\u51faSTOP\u7cfb\u7edf\uff0c\u901a\u8fc7\u8fed\u4ee3\u4f18\u5316\u7b97\u6cd5\uff0c\u8ba9GPT-4\u80fd\u591f\u9488\u5bf9\u4efb\u52a1\uff0c\u81ea\u6211\u6539\u8fdb\u8f93\u51fa\u4ee3\u7801\u3002\u8fd9\u79cd\u4e0d\u7528\u6539\u53d8\u6a21\u578b\u6743\u91cd\u548c\u7ed3\u6784\u7684\u81ea\u6211\u4f18\u5316\u65b9\u6cd5\uff0c\u53ef\u4ee5\u907f\u514d\u51fa\u73b0\u300c\u81ea\u6211\u8fdb\u5316\u7684AI\u7cfb\u7edf\u300d\u7684\u98ce\u9669\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-0719ea8d=\"\" data-element=\"root\">\n<p>\u300c\u9012\u5f52\u81ea\u6211\u8fdb\u5316AI\u7edf\u6cbb\u4eba\u7c7b\u300d\u95ee\u9898\u6709\u89e3\u4e86\uff1f\uff01<\/p>\n<p>\u8bb8\u591aAI\u5927\u4f6c\u90fd\u5c06\u5f00\u53d1\u80fd\u81ea\u6211\u8fed\u4ee3\u7684\u5927\u6a21\u578b\u770b\u4f5c\u662f\u4eba\u7c7b\u5f00\u542f\u81ea\u6211\u6bc1\u706d\u4e4b\u8def\u7684\u300c\u6377\u5f84\u300d\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15537\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a139a6829083986635d8791dd1ce301762e656.jpg\" width=\"1080\" height=\"397\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a139a6829083986635d8791dd1ce301762e656.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a139a6829083986635d8791dd1ce301762e656-300x110.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a139a6829083986635d8791dd1ce301762e656-1024x376.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a139a6829083986635d8791dd1ce301762e656-768x282.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>DeepMind\u8054\u5408\u521b\u59cb\u4eba\u66fe\u8868\u793a\uff1a\u80fd\u591f\u81ea\u4e3b\u8fdb\u5316\u7684AI\u5177\u6709\u975e\u5e38\u5de8\u5927\u7684\u6f5c\u5728\u98ce\u9669<\/p>\n<p>\u56e0\u4e3a\u5982\u679c\u5927\u6a21\u578b\u80fd\u901a\u8fc7\u81ea\u4e3b\u6539\u8fdb\u81ea\u5df1\u7684\u6743\u91cd\u548c\u6846\u67b6\uff0c\u4e0d\u65ad\u81ea\u6211\u63d0\u5347\u80fd\u529b\uff0c\u4e0d\u4f46\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u65e0\u4ece\u8c08\u8d77\uff0c\u800c\u4e14\u4eba\u7c7b\u5c06\u5b8c\u5168\u65e0\u6cd5\u9884\u6599\u548c\u63a7\u5236\u6a21\u578b\u7684\u8f93\u51fa\u3002<\/p>\n<p>\u5982\u679c\u653e\u624b\u8ba9\u5927\u6a21\u578b\u300c\u81ea\u4e3b\u81ea\u6211\u8fdb\u5316\u300d\u4e0b\u53bb\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u4e0d\u65ad\u8f93\u51fa\u6709\u5bb3\u5185\u5bb9\uff0c\u800c\u4e14\u5982\u679c\u672a\u6765\u80fd\u529b\u8fdb\u5316\u5f97\u8fc7\u4e8e\u5f3a\u5927\uff0c\u53ef\u80fd\u53cd\u8fc7\u6765\u63a7\u5236\u4eba\u7c7b\uff01<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15538\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/036c862607dfe23d18c9305b6e0700c68953d3.png\" width=\"1080\" height=\"463\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/036c862607dfe23d18c9305b6e0700c68953d3.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/036c862607dfe23d18c9305b6e0700c68953d3-300x129.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/036c862607dfe23d18c9305b6e0700c68953d3-1024x439.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/036c862607dfe23d18c9305b6e0700c68953d3-768x329.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u800c\u6700\u8fd1\uff0c\u5fae\u8f6f\u548c\u65af\u5766\u798f\u7684\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u51fa\u4e00\u79cd\u65b0\u7684\u7cfb\u7edf\uff0c\u80fd\u591f\u8ba9\u6a21\u578b\u4e0d\u6539\u53d8\u6743\u91cd\u548c\u6846\u67b6\uff0c\u53ea\u9488\u5bf9\u76ee\u6807\u4efb\u52a1\u8fdb\u884c\u81ea\u6211\u8fed\u4ee3\u6539\u8fdb\uff0c\u4e5f\u80fd\u81ea\u6211\u6539\u8fdb\u8f93\u51fa\u8d28\u91cf\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u80fd\u5927\u5927\u63d0\u9ad8\u6a21\u578b\u300c\u81ea\u6211\u6539\u826f\u300d\u8fc7\u7a0b\u7684\u900f\u660e\u5ea6\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u8ba9\u7814\u7a76\u4eba\u5458\u80fd\u591f\u7406\u89e3\u548c\u63a7\u5236\u6a21\u578b\u7684\u81ea\u6211\u6539\u826f\u8fc7\u7a0b\uff0c\u4ece\u800c\u9632\u6b62\u300c\u4eba\u7c7b\u65e0\u6cd5\u63a7\u5236\u300d\u7684AI\u51fa\u73b0\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15539\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b829ce9384307da4c4b33041b5b0dcee6ae5be.png\" width=\"1058\" height=\"232\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b829ce9384307da4c4b33041b5b0dcee6ae5be.png 1058w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b829ce9384307da4c4b33041b5b0dcee6ae5be-300x66.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b829ce9384307da4c4b33041b5b0dcee6ae5be-1024x225.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b829ce9384307da4c4b33041b5b0dcee6ae5be-768x168.png 768w\" sizes=\"auto, (max-width: 1058px) 100vw, 1058px\" \/><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2310.02304<\/p>\n<p>\u300c\u9012\u5f52\u81ea\u6211\u5b8c\u5584\u300d\uff08RSI\uff09\u662f\u4eba\u5de5\u667a\u80fd\u4e2d\u6700\u53e4\u8001\u7684\u60f3\u6cd5\u4e4b\u4e00\u3002\u8bed\u8a00\u6a21\u578b\u80fd\u5426\u7f16\u5199\u80fd\u591f\u9012\u5f52\u6539\u8fdb\u81ea\u8eab\u7684\u4ee3\u7801\uff1f<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u7684\uff1a\u81ea\u5b66\u4f18\u5316\u5668\uff08Self-Taught Optimizer\uff0cSTOP\uff09\uff0c\u80fd\u591f\u9012\u5f52\u5730\u81ea\u6211\u6539\u8fdb\u4ee3\u7801\u751f\u6210\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15540\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/73e179e40a85f2878d0575a98c6cc6799527eb.png\" width=\"1080\" height=\"605\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/73e179e40a85f2878d0575a98c6cc6799527eb.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/73e179e40a85f2878d0575a98c6cc6799527eb-300x168.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/73e179e40a85f2878d0575a98c6cc6799527eb-1024x574.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/73e179e40a85f2878d0575a98c6cc6799527eb-768x430.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4ed6\u4eec\u4ece\u4e00\u4e2a\u7b80\u5355\u7684\u91c7\u7528\u4ee3\u7801\u548c\u76ee\u6807\u51fd\u6570\u7684\u79cd\u5b50\u300c\u4f18\u5316\u5668\u300d\u7a0b\u5e8f\u5f00\u59cb\uff0c\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u6539\u8fdb\u4ee3\u7801\uff08\u8fd4\u56dek\u4f18\u5316\u4e2d\u7684\u6700\u4f73\u6539\u8fdb\uff09\u3002<\/p>\n<p>\u56e0\u4e3a\u300c\u6539\u8fdb\u4ee3\u7801\u300d\u662f\u4e00\u9879\u4efb\u52a1\uff0c\u6240\u4ee5\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u5c06\u300c\u4f18\u5316\u5668\u300d\u4f20\u9012\u7ed9\u5b83\u672c\u8eab\uff01\u7136\u540e\uff0c\u4e0d\u65ad\u91cd\u590d\u8fd9\u4e2a\u8fc7\u7a0b\u3002<\/p>\n<p>\u53ea\u8981\u91cd\u590d\u7684\u8fc7\u7a0b\u6b21\u6570\u8db3\u591f\uff0cGPT-4\u5c31\u4f1a\u63d0\u51fa\u5f88\u591a\u975e\u5e38\u6709\u521b\u610f\u7684\u4ee3\u7801\u81ea\u6211\u6539\u8fdb\u7b56\u7565\uff0c\u4f8b\u5982\u9057\u4f20\u7b97\u6cd5\u3001\u6a21\u62df\u9000\u706b\u6216\u8005\u662f\u591a\u81c2\u63d0\u793a\u8d4c\u535a\u673a\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15541\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/86395ed655f0589eefa495fe2eb94a59e74a0b.png\" width=\"1080\" height=\"952\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/86395ed655f0589eefa495fe2eb94a59e74a0b.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/86395ed655f0589eefa495fe2eb94a59e74a0b-300x264.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/86395ed655f0589eefa495fe2eb94a59e74a0b-1024x903.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/86395ed655f0589eefa495fe2eb94a59e74a0b-768x677.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8003\u8651\u5230GPT-4\u7684\u8bad\u7ec3\u6570\u636e\u53ea\u622a\u6b62\u52302021 \u5e74\u4e4b\u524d\uff0c\u65e9\u4e8e\u5f88\u591a\u5b83\u53d1\u73b0\u7684\u6539\u8fdb\u7b56\u7565\u7684\u63d0\u51fa\u65f6\u95f4\uff0c\u80fd\u5f97\u5230\u7684\u8fd9\u6837\u7684\u7ed3\u679c\u786e\u5b9e\u4ee4\u4eba\u60ca\u8bb6\uff01<\/p>\n<p>\u8fdb\u4e00\u6b65\u5730\uff0c\u7531\u4e8e\u7814\u7a76\u4eba\u5458\u9700\u8981\u67d0\u79cd\u65b9\u6cd5\u6765\u8bc4\u4f30\u6539\u8fdb\u7684\u4f18\u5316\u5668\uff0c\u56e0\u6b64\u4ed6\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a\u300c\u5143\u6548\u7528\uff08Meta-Utility\uff09\u300d\u76ee\u6807\uff0c\u662f\u4f18\u5316\u5668\u5e94\u7528\u4e8e\u968f\u673a\u4e0b\u6e38\u7a0b\u5e8f\u548c\u4efb\u52a1\u65f6\u7684\u9884\u671f\u76ee\u6807\u3002<\/p>\n<p>\u5f53\u4f18\u5316\u5668\u81ea\u6211\u6539\u8fdb\u65f6\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u8fd9\u4e2a\u76ee\u6807\u51fd\u6570\u8d4b\u4e88\u8fd9\u4e2a\u7b97\u6cd5\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15542\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/89d089b4811c4f5efec830bafc9250fc2a405b.png\" width=\"1080\" height=\"383\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/89d089b4811c4f5efec830bafc9250fc2a405b.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/89d089b4811c4f5efec830bafc9250fc2a405b-300x106.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/89d089b4811c4f5efec830bafc9250fc2a405b-1024x363.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/89d089b4811c4f5efec830bafc9250fc2a405b-768x272.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u7814\u7a76\u4eba\u5458\u53d1\u73b0\u7684\u4e3b\u8981\u7ed3\u679c\uff1a\u9996\u5148\uff0c\u81ea\u6211\u6539\u8fdb\u7684\u4f18\u5316\u5668\u7684\u9884\u671f\u4e0b\u6e38\u6027\u80fd\u968f\u7740\u81ea\u6211\u6539\u8fdb\u8fed\u4ee3\u7684\u6b21\u6570\u800c\u4e00\u81f4\u589e\u52a0\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u8fd9\u4e9b\u6539\u8fdb\u7684\u4f18\u5316\u5668\u4e5f\u53ef\u4ee5\u5f88\u597d\u5730\u6539\u8fdb\u8bad\u7ec3\u671f\u95f4\u672a\u89c1\u8fc7\u7684\u4efb\u52a1\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15543\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/2555ab102c3cc063872204718265bfb9a2a3ba.png\" width=\"1080\" height=\"705\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/2555ab102c3cc063872204718265bfb9a2a3ba.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/2555ab102c3cc063872204718265bfb9a2a3ba-300x196.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/2555ab102c3cc063872204718265bfb9a2a3ba-1024x668.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/2555ab102c3cc063872204718265bfb9a2a3ba-768x501.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u867d\u7136\u8bb8\u591a\u7814\u7a76\u4eba\u5458\u5bf9\u4e8e\u300c\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u300d\u6a21\u578b\u8868\u793a\u62c5\u5fe7\uff0c\u8ba4\u4e3a\u53ef\u80fd\u4f1a\u5f00\u53d1\u51fa\u4eba\u7c7b\u65e0\u6cd5\u63a7\u5236\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u4f46\u662f\u5982\u679c\u4e0d\u9488\u5bf9\u6a21\u578b\u672c\u8eab\u4f18\u5316\uff0c\u800c\u662f\u9488\u5bf9\u76ee\u6807\u4efb\u52a1\u8fdb\u884c\u81ea\u52a8\u4f18\u5316\uff0c\u8fd9\u5c31\u80fd\u4f7f\u5f97\u4f18\u5316\u7684\u8fc7\u7a0b\u66f4\u6613\u4e8e\u89e3\u91ca\u3002<\/p>\n<p>\u800c\u4e14\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u7528\u6765\u4f5c\u4e3a\u68c0\u6d4b\u6709\u5bb3\u300c\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u300d\u7b56\u7565\u7684\u6d4b\u8bd5\u5e73\u53f0\u3002<\/p>\n<p>\u800c\u4e14\u7814\u7a76\u4eba\u5458\u8fd8\u53d1\u73b0\uff0cGPT-4 \u53ef\u80fd\u4f1a\u300c\u4e3a\u4e86\u8ffd\u6c42\u6548\u7387\u300d\uff0c\u5728\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u4e3b\u52a8\u79fb\u9664\u300c\u6c99\u76d2\u6807\u5fd7\uff08disable Sandbox Flag\uff09\u300d<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15544\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d991a6953eebce0f370115bd6c425a91c94e07.png\" width=\"1080\" height=\"253\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d991a6953eebce0f370115bd6c425a91c94e07.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d991a6953eebce0f370115bd6c425a91c94e07-300x70.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d991a6953eebce0f370115bd6c425a91c94e07-1024x240.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d991a6953eebce0f370115bd6c425a91c94e07-768x180.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u7f51\u53cb\u8ba4\u4e3a\uff0c\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u6f5c\u529b\u975e\u5e38\u5de8\u5927\u3002\u56e0\u4e3a\u672a\u6765\u7684AGI\u53ef\u80fd\u4e0d\u662f\u4e00\u4e2a\u5355\u4e2a\u7684\u5927\u6a21\u578b\uff0c\u5f88\u6709\u53ef\u80fd\u662f\u7531\u65e0\u6570\u9ad8\u6548\u7684\u667a\u80fd\u4f53\u7ec4\u6210\u7684\u96c6\u7fa4\uff0c\u667a\u80fd\u4f53\u80fd\u591f\u5171\u540c\u52aa\u529b\uff0c\u5728\u5206\u914d\u7ed9\u4ed6\u4eec\u7684\u5de8\u5927\u7684\u4efb\u52a1\u4e0a\u53d6\u5f97\u6210\u529f\u3002<\/p>\n<p>\u5c31\u50cf\u516c\u53f8\u76f8\u6bd4\u4e8e\u5458\u5de5\u4e2a\u4f53\u4f1a\u6709\u66f4\u52a0\u5f3a\u5927\u7684\u667a\u80fd\u4e00\u6837\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15545\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/35408f6204e582d1c9249093c5b6ef9141fd43.png\" width=\"1080\" height=\"430\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/35408f6204e582d1c9249093c5b6ef9141fd43.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/35408f6204e582d1c9249093c5b6ef9141fd43-300x119.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/35408f6204e582d1c9249093c5b6ef9141fd43-1024x408.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/35408f6204e582d1c9249093c5b6ef9141fd43-768x306.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e5f\u8bb8\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u5373\u4fbf\u4e0d\u80fd\u901a\u5411AGI\uff0c\u4f46\u4e5f\u8bb8\u80fd\u591f\u5728\u9650\u5b9a\u8303\u56f4\u7684\u4efb\u52a1\u4e0a\uff0c\u8ba9\u4e13\u95e8\u4f18\u5316\u8fc7\u7684\u6a21\u578b\u83b7\u5f97\u6bd4\u81ea\u8eab\u539f\u672c\u6027\u80fd\u9ad8\u5f97\u591a\u7684\u8868\u73b0\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15546\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e50040287f613ed3bf59264275d9dcbb2a7b28.png\" width=\"1080\" height=\"374\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e50040287f613ed3bf59264275d9dcbb2a7b28.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e50040287f613ed3bf59264275d9dcbb2a7b28-300x104.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e50040287f613ed3bf59264275d9dcbb2a7b28-1024x355.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e50040287f613ed3bf59264275d9dcbb2a7b28-768x266.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h4>\u8bba\u6587\u6838\u5fc3\u6846\u67b6<\/h4>\n<p>\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86Self-Taught Optimizer\uff08STOP\uff09\uff0c\u8fd9\u662f\u4e00\u79cd\u5e94\u7528\u8bed\u8a00\u6a21\u578b\u6765\u6539\u8fdb\u4efb\u610f\u89e3\u51b3\u65b9\u6848\u7684\u4ee3\u7801\u9012\u5f52\u5730\u5e94\u7528\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u7684\u65b9\u6cd5\u4ece\u521d\u59cb\u79cd\u5b50\u300c\u4f18\u5316\u5668\u300d\u811a\u624b\u67b6\u7a0b\u5e8f\u5f00\u59cb\uff0c\u8fd9\u4e2a\u7a0b\u5e8f\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u6765\u6539\u8fdb\u4e0b\u6e38\u4efb\u52a1\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u968f\u7740\u7cfb\u7edf\u7684\u8fed\u4ee3\uff0c\u6a21\u578b\u4f1a\u5b8c\u5584\u8fd9\u4e2a\u4f18\u5316\u7a0b\u5e8f\u3002\u7814\u7a76\u4eba\u5458\u4f7f\u7528\u4e00\u7ec4\u4e0b\u6e38\u7b97\u6cd5\u4efb\u52a1\u6765\u91cf\u5316\u81ea\u4f18\u5316\u6846\u67b6\u7684\u6027\u80fd\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u7684\u7ed3\u679c\u8868\u660e\uff0c\u5f53\u6a21\u578b\u5728\u589e\u52a0\u8fed\u4ee3\u6b21\u6570\u65f6\u5e94\u7528\u5176\u81ea\u6211\u6539\u8fdb\u7b56\u7565\u65f6\uff0c\u6548\u679c\u4f1a\u660e\u663e\u6539\u5584\u3002<\/p>\n<p>STOP\u5c55\u793a\u4e86\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u5145\u5f53\u81ea\u5df1\u7684\u5143\u4f18\u5316\u5668\uff08Meta Optimizer\uff09\u3002\u7814\u7a76\u4eba\u5458\u8fd8\u7814\u7a76\u4e86\u6a21\u578b\u63d0\u51fa\u7684\u81ea\u6211\u6539\u8fdb\u7b56\u7565\u7684\u79cd\u7c7b\uff08\u89c1\u4e0b\u56fe 1\uff09\u3001\u6240\u63d0\u51fa\u7684\u7b56\u7565\u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u7684\u53ef\u8f6c\u79fb\u6027\uff0c\u5e76\u63a2\u8ba8\u4e86\u6a21\u578b\u5bf9\u4e0d\u5b89\u5168\u7684\u81ea\u6211\u6539\u8fdb\u7b56\u7565\u7684\u654f\u611f\u6027\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15547\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/6815c4130ad1a0464191734760fc1e3aa46a5e.png\" width=\"1080\" height=\"232\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/6815c4130ad1a0464191734760fc1e3aa46a5e.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/6815c4130ad1a0464191734760fc1e3aa46a5e-300x64.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/6815c4130ad1a0464191734760fc1e3aa46a5e-1024x220.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/6815c4130ad1a0464191734760fc1e3aa46a5e-768x165.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e0a\u56fe\u5c55\u793a\u4e86STOP\u5728\u4f7f\u7528GPT-4\u65f6\u63d0\u51fa\u7684\u8bb8\u591a\u529f\u80fd\u6027\u4e14\u6709\u8da3\u7684\u642d\u5efa\u6027\u7a0b\u5e8f\uff08scaffolds\uff09\uff0c\u56e0\u4e3aGPT-4\u662f\u4f7f\u7528\u622a\u81f3 2021 \u5e74\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u8fdc\u8fdc\u65e9\u4e8e\u5927\u591a\u6570\u642d\u5efa\u6027\u7a0b\u5e8f\u7684\u63d0\u51fa\u3002<\/p>\n<p>\u6240\u4ee5\u8bf4\u660e\u8fd9\u4e2a\u7cfb\u7edf\u80fd\u591f\u539f\u521b\u6027\u5730\u751f\u6210\u6709\u7528\u4f18\u5316\u7b56\u7565\u6765\u8fdb\u884c\u81ea\u6211\u4f18\u5316\u3002<\/p>\n<p>\u8fd9\u9879\u5de5\u4f5c\u7684\u4e3b\u8981\u8d21\u732e\u662f\uff1a<\/p>\n<p>1.\u63d0\u51fa\u4e86\u4e00\u79cd\u300c\u5143\u4f18\u5316\u300d\uff08Meta-Optimizer\uff09\u7684\u65b9\u6cd5\uff0c\u751f\u6210\u4e86\u642d\u5efa\u6027\u7a0b\u5e8f\u6765\u9012\u5f52\u5730\u6539\u8fdb\u81ea\u8eab\u8f93\u51fa\u3002<\/p>\n<p>2.\u8bc1\u660e\u4e86\u4f7f\u7528\u73b0\u4ee3\u8bed\u8a00\u6a21\u578b\uff08\u7279\u522b\u662f GPT-4\uff09\u7684\u7cfb\u7edf\u53ef\u4ee5\u6210\u529f\u5730\u9012\u5f52\u5730\u6539\u8fdb\u81ea\u8eab\u3002<\/p>\n<p>3. \u7814\u7a76\u6a21\u578b\u63d0\u51fa\u548c\u5b9e\u65bd\u7684\u81ea\u6211\u6539\u8fdb\u6280\u672f\uff0c\u5305\u62ec\u6a21\u578b\u89c4\u907f\u6c99\u7bb1\u7b49\u5b89\u5168\u63aa\u65bd\u7684\u65b9\u5f0f\u548c\u53ef\u80fd\u6027\u3002<\/p>\n<p>STOP SELF-TAUGHT OPTIMIZER\uff08STOP\uff09\u7cfb\u7edf<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15548\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/172dff092bc8e5a448924226e1fd4fdc7f450c.png\" width=\"1080\" height=\"676\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/172dff092bc8e5a448924226e1fd4fdc7f450c.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/172dff092bc8e5a448924226e1fd4fdc7f450c-300x188.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/172dff092bc8e5a448924226e1fd4fdc7f450c-1024x641.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/172dff092bc8e5a448924226e1fd4fdc7f450c-768x481.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe3 \u5c55\u793a\u4e86\u7cfb\u7edf\u81ea\u6211\u8fed\u4ee3\u4f18\u5316\u7684pipeline<\/p>\n<p>\u4e0b\u9762\u8fd9\u4e2a\u7ed9\u51fa\u4e86Self-Taught Optimizer\uff08STOP\uff09\u7684\u7b97\u6cd5\u56fe\u3002\u5176\u4e2d\u6700\u5173\u952e\u7684\u95ee\u9898\u5728\u4e8eI\u7cfb\u7edf\u672c\u8eab\u7684\u8bbe\u8ba1\u5c31\u662f\u4e00\u4e2a\u4f18\u5316\u5206\u4f53\uff0c\u53ef\u4ee5\u901a\u8fc7\u5e94\u7528\u9012\u5f52\u7b97\u6cd5\u8fdb\u884c\u6539\u8fdb\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15549\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c65b40804c56e13ab169845164a5afe5180633.png\" width=\"1080\" height=\"360\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c65b40804c56e13ab169845164a5afe5180633.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c65b40804c56e13ab169845164a5afe5180633-300x100.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c65b40804c56e13ab169845164a5afe5180633-1024x341.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c65b40804c56e13ab169845164a5afe5180633-768x256.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u9996\u5148\uff0cSTOP\u7b97\u6cd5\u9996\u5148\u521d\u59cb\u5316\u79cd\u5b50I0\uff0c\u63a5\u4e0b\u6765\uff0c\u5b9a\u4e49\u7b2ct\u6b21\u8fed\u4ee3\u6539\u8fdb\u4e4b\u540e\u7684\u8f93\u51fa\u516c\u5f0f\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15550\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7671a262c26a2aa3988859ed2b3ac5f0f421d.png\" width=\"380\" height=\"63\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7671a262c26a2aa3988859ed2b3ac5f0f421d.png 380w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7671a262c26a2aa3988859ed2b3ac5f0f421d-300x50.png 300w\" sizes=\"auto, (max-width: 380px) 100vw, 380px\" \/><\/p>\n<p><strong>1. \u76f4\u89c9<\/strong><\/p>\n<p>STOP\u53ef\u4ee5\u6839\u636e\u4e0b\u6e38\u4efb\u52a1\u9009\u62e9u\u6765\u5728\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u66f4\u597d\u5730\u9009\u62e9\u8fed\u4ee3\u7248\u672c\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u76f4\u89c9\u8ba4\u4e3a\uff0c\u80fd\u591f\u80dc\u4efb\u4e0b\u6e38\u4efb\u52a1\u7684\u89e3\u51b3\u65b9\u7684\u8fed\u4ee3\u7248\u672c\u66f4\u53ef\u80fd\u6210\u4e3a\u66f4\u4f18\u79c0\u7684\u642d\u5efa\u6027\u7a0b\u5e8f\uff0c\u4ece\u800c\u66f4\u5584\u4e8e\u6539\u8fdb\u81ea\u6211\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\u9009\u62e9\u5355\u8bba\u6539\u8fdb\u7684\u65b9\u6848\u4f1a\u5e26\u6765\u66f4\u597d\u7684\u591a\u8f6e\u6539\u8fdb\u3002<\/p>\n<p>\u5728\u6700\u5927\u5316\u516c\u5f0f\u4e2d\uff0c\u4f5c\u8005\u8ba8\u8bba\u4e86\u300c\u5143\u6548\u7528\uff08Meta-utility\uff09\u300d\uff0c\u5373\u6db5\u76d6\u4e86\u81ea\u6211\u4f18\u5316\u4e0e\u4e0b\u6e38\u4f18\u5316\uff0c \u4f46\u662f\u53d7\u9650\u4e8e\u8bc4\u4f30\u6210\u672c\uff0c\u5728\u5b9e\u8df5\u4e2d\uff0c\u4f5c\u8005\u5bf9\u8bed\u8a00\u6a21\u578b\u65bd\u52a0\u4e86\u9884\u7b97\u9650\u5236\uff08\u4f8b\u5982\uff0c\u9650\u5236\u8fd0\u884c\u65f6\u95f4\u3001\u53ef\u8c03\u7528\u51fd\u6570\u7684\u6b21\u6570\uff09\uff0c\u5e76\u7531\u4eba\u7c7b\u6216\u6a21\u578b\u751f\u6210\u521d\u59cb\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u9884\u7b97\u6210\u672c\u53ef\u7531\u4ee5\u4e0b\u516c\u5f0f\u8868\u8fbe\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15551\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/8141f87585dd6560fa5373d01bb5172a0d42f2.jpg\" width=\"608\" height=\"47\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/8141f87585dd6560fa5373d01bb5172a0d42f2.jpg 608w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/8141f87585dd6560fa5373d01bb5172a0d42f2-300x23.jpg 300w\" sizes=\"auto, (max-width: 608px) 100vw, 608px\" \/><\/p>\n<p>\u5176\u4e2d\uff0cbudget\u8868\u793a\u6bcf\u4e00\u4e2a\u9884\u7b97\u9879\uff0c\u5bf9\u5e94\u6bcf\u6b21\u8fed\u4ee3\u7684\u7cfb\u7edf\u53ef\u4f7f\u7528\u8c03\u7528\u51fd\u6570\u7684\u6b21\u6570\u3002<\/p>\n<p><strong>2. \u8bbe\u7f6e\u521d\u59cb\u7cfb\u7edf<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15552\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e9a696d93ab6630764c30877c9440103f8b8e9.png\" width=\"1080\" height=\"601\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e9a696d93ab6630764c30877c9440103f8b8e9.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e9a696d93ab6630764c30877c9440103f8b8e9-300x167.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e9a696d93ab6630764c30877c9440103f8b8e9-1024x570.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e9a696d93ab6630764c30877c9440103f8b8e9-768x427.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5728\u4e0a\u56fe2\u4e2d\uff0c\u9009\u62e9\u6700\u521d\u79cd\u5b50\u7684\u65f6\u5019\uff0c\u53ea\u9700\u8981\u63d0\u4f9bprompt\uff1a<\/p>\n<p>\u300cYou are an expert computer science researcher and programmer, especially skilled at optimizing algorithms. Improve the following solution.\u300d<\/p>\n<p>\u7cfb\u7edf\u6a21\u578b\u5c31\u4f1a\u751f\u6210\u521d\u59cb\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7136\u540e\u8f93\u5165\uff1a<\/p>\n<p>\u300cYou must return an improved solution. Be as creative as you can under the constraints. Your primary improvement must be novel and non-trivial. First, propose an idea, then implement it.\u300d<\/p>\n<p>\u6839\u636e\u8c03\u7528\u51fd\u6570\u8fd4\u56de\u6700\u4f73\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4f5c\u8005\u4e4b\u6240\u4ee5\u9009\u62e9\u4e86\u8fd9\u79cd\u7b80\u5355\u7684\u5f62\u5f0f\uff0c\u662f\u56e0\u4e3a\u4fbf\u4e8e\u4e3a\u901a\u7528\u7684\u4e0b\u6e38\u4efb\u52a1\u63d0\u4f9b\u975e\u5bf9\u79f0\u7684\u6539\u8fdb\u3002<\/p>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u5728\u8fed\u4ee3\u7684\u8fc7\u7a0b\u4e2d\uff0c\u8fd8\u9700\u8981\u6709\u4e00\u4e9b\u6ce8\u610f\u7684\u5730\u65b9\uff1a<\/p>\n<p>\uff081\uff09\u9f13\u52b1\u8bed\u8a00\u6a21\u578b\u5c3d\u53ef\u80fd\u5730\u53d1\u6325\u300c\u521b\u9020\u6027\u300d;<\/p>\n<p>\uff082\uff09\u5c3d\u91cf\u51cf\u5c11\u521d\u59cb\u63d0\u793aprompt\u7684\u590d\u6742\u6027\uff0c\u56e0\u4e3a\u81ea\u6211\u8fed\u4ee3\u4f1a\u56e0promp\u5185\u90e8\u7684\u4ee3\u7801\u5b57\u7b26\u4e32\u5f15\u7528\u800c\u5e26\u6765\u989d\u5916\u7684\u590d\u6742\u6027\uff1b<\/p>\n<p>\uff083\uff09\u5c3d\u91cf\u51cf\u5c11prompt\u6570\u91cf\uff0c\u4ece\u800c\u964d\u4f4e\u8c03\u7528\u8bed\u8a00\u6a21\u578b\u7684\u6210\u672c\u3002\u7814\u7a76\u4eba\u5458\u8fd8\u8003\u8651\u4e86 \u7814\u7a76\u4eba\u5458\u8fd8\u8003\u8651\u4e86\u8be5\u79cd\u5b50\u63d0\u793a\u7b26\u7684\u5176\u4ed6\u53d8\u4f53\uff0c\u4f46\u542f\u53d1\u5f0f\u5730\u53d1\u73b0\u8be5\u7248\u672c\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u4e86 GPT-4 \u8bed\u8a00\u6a21\u578b\u63d0\u51fa\u7684\u6539\u8fdb\u3002<\/p>\n<p>\u4f5c\u8005\u8fd8\u610f\u5916\u7684\u53d1\u73b0\u4f7f\u7528prompt\u7684\u5176\u4ed6\u53d8\u4f53\u53ef\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8GPT-4\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u3002<\/p>\n<p><strong>3. \u63cf\u8ff0\u6548\u7528\u6027\uff08Describing the utility\uff09<\/strong><\/p>\n<p>\u4e3a\u4e86\u6709\u6548\u5730\u5411\u8bed\u8a00\u6a21\u578b\u4f20\u8fbe\u5b9e\u7528\u7a0b\u5e8f\u7684\u7ec6\u8282\uff0c\u4f5c\u8005\u63d0\u4f9b\u4e24\u79cd\u5f62\u5f0f\u7684\u5b9e\u7528\u7a0b\u5e8f\uff0c\u4e00\u79cd\u662f\u53ef\u8c03\u7528\u7684\u51fd\u6570\uff0c\u53e6\u4e00\u79cd\u662f\u5305\u542b\u5b9e\u7528\u7a0b\u5e8f\u6e90\u4ee3\u7801\u57fa\u672c\u8981\u7d20\u7684\u5b9e\u7528\u7a0b\u5e8f\u63cf\u8ff0\u5b57\u7b26\u4e32\u3002<\/p>\n<p>\u91c7\u53d6\u8fd9\u79cd\u65b9\u6cd5\u7684\u539f\u56e0\u5728\u4e8e\uff0c\u901a\u8fc7\u63cf\u8ff0\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u6e05\u6670\u5730\u4f20\u8fbe\u5b9e\u7528\u7a0b\u5e8f\u7684\u9884\u7b97\u9650\u5236\uff0c\u4f8b\u5982\u8fd0\u884c\u65f6\u95f4\u6216\u51fd\u6570\u8c03\u7528\u6b21\u6570\uff0c\u4ee5\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>\u8d77\u521d\uff0c\u7814\u7a76\u4eba\u5458\u8bd5\u56fe\u5728\u79cd\u5b50\u6539\u8fdb\u7a0b\u5e8f\u63d0\u793a\u4e2d\u63cf\u8ff0\u9884\u7b97\u6307\u4ee4\uff0c\u4f46\u662f\u8fd9\u5bfc\u81f4\u540e\u7eed\u8fed\u4ee3\u4e2d\u5220\u9664\u4e86\u6b64\u7c7b\u6307\u4ee4\uff0c\u5e76\u8bd5\u56fe\u8fdb\u884c\u300c\u5956\u52b1\u76d7\u53d6\u884c\u4e3a\u300d\u3002<\/p>\n<p>\u8fd9\u4e00\u65b9\u6cd5\u7684\u7f3a\u70b9\u5728\u4e8e\u5b83\u5c06\u7ea6\u675f\u6761\u4ef6\u4e0e\u8bed\u8a00\u6a21\u578b\u8981\u4f18\u5316\u7684\u4ee3\u7801\u5206\u5f00\uff0c\u53ef\u80fd\u964d\u4f4e\u8bed\u8a00\u6a21\u578b\u4f7f\u7528\u8fd9\u4e9b\u7ea6\u675f\u6761\u4ef6\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p>\u6700\u540e\uff0c\u6839\u636e\u7ecf\u9a8c\u89c2\u5bdf\uff0c\u4f5c\u8005\u53d1\u73b0\u7528\u7eaf\u7cb9\u7684\u5b9e\u7528\u7a0b\u5e8f\u82f1\u6587\u63cf\u8ff0\u6765\u66ff\u6362\u6e90\u4ee3\u7801\u4f1a\u964d\u4f4e\u975e\u5b9e\u8d28\u6027\u6539\u8fdb\u7684\u9891\u7387\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15553\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/5407c2d899b2ef44854814578f8fe0fc89fd6d.png\" width=\"1080\" height=\"722\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/5407c2d899b2ef44854814578f8fe0fc89fd6d.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/5407c2d899b2ef44854814578f8fe0fc89fd6d-300x201.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/5407c2d899b2ef44854814578f8fe0fc89fd6d-1024x685.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/5407c2d899b2ef44854814578f8fe0fc89fd6d-768x513.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>Experiments &amp; Results<\/p>\n<p><strong>1. \u5728\u56fa\u5b9a\u7684\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u8868\u73b0<\/strong><\/p>\n<p>\u4f5c\u8005\u5bf9\u6bd4GPT-4\u548cGPT-3.5\u4e24\u4e2a\u6a21\u578b\u5728\u56fa\u5b9a\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u800c\u4efb\u52a1\u7684\u9009\u62e9\u662f\u5b66\u4e60\u5e26\u566a\u58f0\u7684\u5947\u5076\u6821\u9a8c\uff08LPN\uff09LPN\u4f5c\u4e3a\u4e00\u4e2a\u6613\u4e8e\u5feb\u901f\u6d4b\u8bd5\u548c\u96be\u5ea6\u8f83\u5927\u7684\u7b97\u6cd5\u4efb\u52a1\uff0c\u5176\u4efb\u52a1\u662f\u5728\u6bd4\u7279\u4e32\u88ab\u6807\u8bb0\u4e3a\u5b83\u4eec\u4e0a\u672a\u77e5\u4f4d\u7684\u5947\u5076\u6821\u9a8c\uff1b\u5728\u7ed9\u5b9a\u5e26\u6709\u5608\u6742\u6807\u7b7e\u7684\u6bd4\u7279\u4e32\u8bad\u7ec3\u96c6\u7684\u60c5\u51b5\u4e0b\uff0c\u76ee\u6807\u662f\u9884\u6d4b\u65b0\u6bd4\u7279\u4e32\u7684\u771f\u5b9e\u6807\u7b7e\u3002\u65e0\u566a\u58f0\u7684LPN\u53ef\u4ee5\u901a\u8fc7\u9ad8\u65af\u6d88\u5143\u5bb9\u6613\u89e3\u51b3\uff0c\u4f46\u5608\u6742\u7684LPN\u662f\u8ba1\u7b97\u4e0a\u96be\u4ee5\u5904\u7406\u7684\u3002<\/p>\n<p>\u4f7f\u7528\u4e86\u6bcf\u4e2a\u793a\u4f8b10\u4f4d\u7684\u53ef\u5904\u7406\u8f93\u5165\u7ef4\u5ea6\u6765\u5b9a\u4e49\u4e0b\u6e38\u6548\u7528u\uff0c\u968f\u673a\u62bd\u6837M=20\u4e2a\u72ec\u7acb\u7684LPN\u4efb\u52a1\u5b9e\u4f8b\uff0c\u5e76\u8bbe\u7f6e\u4e86\u77ed\u65f6\u95f4\u9650\u5236\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15554\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/04bb1ba999b085fa10688152fd16097fdf9841.png\" width=\"1080\" height=\"573\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/04bb1ba999b085fa10688152fd16097fdf9841.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/04bb1ba999b085fa10688152fd16097fdf9841-300x159.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/04bb1ba999b085fa10688152fd16097fdf9841-1024x543.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/04bb1ba999b085fa10688152fd16097fdf9841-768x407.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5728\u81ea\u6211\u6539\u8fdbT\u6b21\u540e\uff0cSTOP\u5728\u5e26\u566a\u58f0\u5947\u5076\u6821\u9a8c\u7684\u4e0b\u6e38\u4efb\u52a1\u4e2d\u7684\u4fdd\u7559\u6d4b\u8bd5\u5b9e\u4f8b\u4e0a\u7684\u300c\u5143\u6548\u7528\uff08Meta-utility\uff09\u300d\u3002<\/p>\n<p>\u6709\u610f\u601d\u7684\u662f\uff0c\u5728\u50cfGPT-4\u8fd9\u6837\u7684\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u652f\u6301\u4e0b\uff08\u5de6\u4fa7\uff09\uff0cSTOP\u7684\u5e73\u5747\u4e0b\u6e38\u6027\u80fd\u5355\u8c03\u63d0\u9ad8\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5bf9\u4e8e\u8f83\u5f31\u7684GPT-3.5\u8bed\u8a00\u6a21\u578b\uff08\u53f3\u4fa7\uff09\uff0c\u5e73\u5747\u6027\u80fd\u4e0b\u964d\u3002<\/p>\n<p><strong>2. \u6539\u8fdb\u7684\u7cfb\u7edf\u7684\u8fc1\u79fb\u80fd\u529b<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15555\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/99393ca205a3035e3bf735617d5f486afa0c0f.png\" width=\"1080\" height=\"542\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/99393ca205a3035e3bf735617d5f486afa0c0f.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/99393ca205a3035e3bf735617d5f486afa0c0f-300x151.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/99393ca205a3035e3bf735617d5f486afa0c0f-1024x514.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/99393ca205a3035e3bf735617d5f486afa0c0f-768x385.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4f5c\u8005\u505a\u4e86\u4e00\u7cfb\u5217\u8fc1\u79fb\u5b9e\u9a8c\uff0c\u8fd9\u4e9b\u5b9e\u9a8c\u65e8\u5728\u6d4b\u8bd5\u5728\u81ea\u6211\u6539\u8fdb\u7684\u8fc7\u7a0b\u4e2d\u751f\u6210\u7684\u6539\u8fdb\u8005\u662f\u5426\u80fd\u591f\u5728\u4e0d\u540c\u7684\u4e0b\u6e38\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e9b\u6539\u8fdb\u8005\u5728\u4e0d\u9700\u8981\u8fdb\u4e00\u6b65\u4f18\u5316\u7684\u60c5\u51b5\u4e0b\uff0c\u80fd\u591f\u5728\u65b0\u7684\u4e0b\u6e38\u4efb\u52a1\u4e0a\u80dc\u8fc7\u521d\u59cb\u7248\u672c\u7684\u6539\u8fdb\u8005\u3002\u8fd9\u53ef\u80fd\u8868\u660e\u8fd9\u4e9b\u6539\u8fdb\u8005\u5177\u6709\u4e00\u5b9a\u7684\u901a\u7528\u6027\uff0c\u53ef\u4ee5\u5e94\u7528\u4e8e\u4e0d\u540c\u7684\u4efb\u52a1\u3002<\/p>\n<p><strong>3. \u81ea\u4f18\u5316\u7cfb\u7edf\u5728\u66f4\u5c0f\u6a21\u578b\u4e0a\u7684\u8868\u73b0\u529b<\/strong><\/p>\n<p>\u63a5\u4e0b\u6765\u63a2\u8ba8\u89c4\u6a21\u8f83\u5c0f\u7684\u8bed\u8a00\u6a21\u578b GPT-3.5-turbo \u63d0\u9ad8\u5176\u642d\u5efa\u7a0b\u5e8f\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4f5c\u8005\u8fdb\u884c\u4e8625\u6b21\u72ec\u7acb\u8fd0\u7684\u5b9e\u9a8c\u5e76\u53d1\u73b0\uff0cGPT-3.5 \u6709\u65f6\u80fd\u591f\u63d0\u51fa\u548c\u5b9e\u65bd\u66f4\u597d\u7684\u642d\u5efa\u7a0b\u5e8f\uff0c\u4f46\u4ec5\u670912% \u7684 GPT-3.5 \u8fd0\u884c\u80fd\u591f\u5b9e\u73b0\u81f3\u5c11 3% \u7684\u6539\u8fdb\u3002<\/p>\n<p>\u6b64\u5916\uff0cGPT-3.5 \u5b58\u5728\u4e00\u4e9b\u72ec\u7279\u7684\u5931\u8d25\u60c5\u51b5\uff0c\u8fd9\u4e9b\u60c5\u51b5\u5728 GPT-4 \u4e2d\u6ca1\u6709\u89c2\u5bdf\u5230\u3002<\/p>\n<p>\u9996\u5148\uff0cGPT03.5\u66f4\u6709\u53ef\u80fd\u63d0\u51fa\u4e00\u79cd\u6539\u8fdb\u7b56\u7565\uff0c\u4e0d\u4f1a\u635f\u5bb3\u4e0b\u6e38\u4efb\u52a1\u7684\u521d\u59cb\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u4f1a\u635f\u5bb3\u6539\u8fdb\u8005\u4ee3\u7801\uff08\u4f8b\u5982\uff0c\u5728\u6bcf\u884c\u4e2d\u968f\u673a\u66ff\u6362\u5b57\u7b26\u4e32\uff0c\u6bcf\u884c\u7684\u66ff\u6362\u6982\u7387\u8f83\u4f4e\uff0c\u8fd9\u5bf9\u8f83\u77ed\u7684\u89e3\u51b3\u65b9\u6848\u7684\u5f71\u54cd\u8f83\u5c0f\uff09\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u5982\u679c\u63d0\u51fa\u7684\u6539\u8fdb\u5927\u591a\u5bf9\u6027\u80fd\u6709\u5bb3\uff0c\u90a3\u4e48\u53ef\u80fd\u4f1a\u9009\u62e9\u6b21\u4f18\u7684\u642d\u5efa\u7a0b\u5e8f\uff0c\u65e0\u610f\u4e2d\u8fd4\u56de\u539f\u59cb\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u4e00\u822c\u6765\u8bf4\uff0c\u6539\u8fdb\u63d0\u6848\u80cc\u540e\u7684\u300c\u601d\u8def\u300d\u662f\u5408\u7406\u548c\u521b\u65b0\u7684\uff08\u4f8b\u5982\uff0c\u9057\u4f20\u7b97\u6cd5\u6216\u5c40\u90e8\u641c\u7d22\uff09\uff0c\u4f46\u5b9e\u73b0\u901a\u5e38\u8fc7\u4e8e\u7b80\u5355\u6216\u4e0d\u6b63\u786e\u3002\u89c2\u5bdf\u5230\uff0c\u6700\u521d\u4f7f\u7528 GPT-3.5 \u7684\u79cd\u5b50\u6539\u8fdb\u8005\u5177\u6709\u6bd4\u4f7f\u7528 GPT-4 \u66f4\u9ad8\u7684\u5143\u6548\u7528\uff0865% \u5bf9 61%\uff09\u3002<\/p>\n<h4>\u7ed3\u8bba<\/h4>\n<p>\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86STOP\u7684\u57fa\u7840\u4e4b\u4e0a\uff0c\u5c55\u793a\u4e86\u50cfGPT-4\u8fd9\u6837\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u81ea\u6211\u6539\u8fdb\uff0c\u63d0\u9ad8\u5728\u4e0b\u6e38\u4ee3\u7801\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002<\/p>\n<p>\u4ece\u800c\u8fdb\u4e00\u6b65\u8868\u660e\u81ea\u4f18\u5316\u7684\u8bed\u8a00\u6a21\u578b\u5e76\u4e0d\u9700\u8981\u4f18\u5316\u81ea\u8eab\u7684\u6743\u91cd\u6216\u5e95\u5c42\u67b6\u6784\uff0c\u907f\u514d\u672a\u6765\u53ef\u80fd\u4ea7\u751f\u7684\u4e0d\u53d7\u4eba\u7c7b\u63a7\u5236\u7684AI\u7cfb\u7edf\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15536\" class=\"pvc_stats total_only  \" data-element-id=\"15536\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5fae\u8f6f\u65af\u5766\u798f\u7814\u7a76\u4eba\u5458\u53d1\u8868\u65b0\u8bba\u6587\uff0c\u63d0\u51faSTOP\u7cfb\u7edf\uff0c\u901a\u8fc7\u8fed\u4ee3\u4f18\u5316\u7b97\u6cd5\uff0c\u8ba9GPT-4\u80fd\u591f\u9488\u5bf9\u4efb\u52a1\uff0c\u81ea\u6211\u6539\u8fdb\u8f93\u51fa\u4ee3\u7801\u3002 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15536\" class=\"pvc_stats total_only  \" data-element-id=\"15536\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":15537,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,80],"tags":[868],"class_list":["post-15536","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-80","tag-ai-"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15536","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=15536"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15536\/revisions"}],"predecessor-version":[{"id":15556,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15536\/revisions\/15556"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/15537"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=15536"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=15536"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=15536"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}