{"id":4949,"date":"2023-10-19T23:41:00","date_gmt":"2023-10-19T15:41:00","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=4949"},"modified":"2023-12-16T23:42:41","modified_gmt":"2023-12-16T15:42:41","slug":"%e3%80%90howie-%e5%95%86%e6%a5%ad%e6%8a%95%e8%b3%87%e3%80%91ai-%e6%80%8e%e9%ba%bc%e7%94%a8%ef%bc%9f%e5%a4%a7%e5%9e%8b%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%9b%9b%e7%a8%ae%e4%bc%81%e6%a5%ad","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=4949","title":{"rendered":"\u3010Howie \u5546\u696d\u6295\u8cc7\u3011AI \u600e\u9ebc\u7528\uff1f\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u56db\u7a2e\u4f01\u696d\u61c9\u7528"},"content":{"rendered":"\n<p>2023\/10\/19 Howie Su<\/p>\n\n\n\n<p>\u8fd1\u534a\u5e74\u4f86\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) 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\u4f7f\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u80fd\u5920\u8b80\u53d6\u5728\u9810\u8a13\u7df4\u671f\u9593\u4e0d\u6703\u770b\u5230\u7684\u6578\u64da\uff0c\u4f46\u9019\u5c0d\u65bc\u6b63\u78ba\u63d0\u4f9b\u76f8\u95dc\u4e14\u6e96\u78ba\u7684\u7d50\u679c\u662f\u5fc5\u8981\u7684\uff0cRAG \u900f\u904e\u5c07\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u80fd\u529b\u8207\u5916\u90e8\u77e5\u8b58\u76f8\u7d50\u5408\uff0c\u4f7f ChatGPT \u7b49\u8a9e\u8a00\u6a21\u578b\u80fd\u5920\u70ba\u7279\u5b9a\u9818\u57df\u7684\u554f\u984c\u63d0\u4f9b\u66f4\u597d\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<p>\u9019\u7a2e\u65b9\u6cd5\u4f7f\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5728\u5404\u500b\u9818\u57df\u4e2d\u66f4\u6709\u6548\uff0c\u5305\u62ec\u554f\u7b54\u3001\u5167\u5bb9\u751f\u6210\u548c\u53d6\u5f97\u5373\u6642\u6578\u64da\u7684\u5c0d\u8a71\u3002<\/p>\n\n\n\n<p>\u8209\u4f8b\u800c\u8a00\uff0cPodurama \u662f\u4e00\u6b3e Podcast \u61c9\u7528\u7a0b\u5f0f\uff0c\u5b83\u904b\u7528 RAG \u4f86\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u9019\u4e9b\u6a5f\u5668\u4eba\u80fd\u5920\u6839\u64da\u7528\u6236\u67e5\u8a62\u719f\u7df4\u5730\u63a8\u85a6\u76f8\u95dc\u7bc0\u76ee\uff0c\u5f9e Podcast \u8a18\u9304\u4e2d\u751f\u6210\u6d1e\u898b\u4f86\u63a8\u85a6\u66f4\u5b8c\u6574\u7684\u529f\u80fd\u3002<\/p>\n\n\n\n<p>\u4e8c\u3001\u5c07\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u9023\u63a5\u5230\u5916\u90e8\u61c9\u7528\u7a0b\u5f0f<br>\u5c31\u50cf\u5229\u7528\u5916\u90e8\u6578\u64da\u6e90\u4e00\u6a23\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u53ef\u4ee5\u8207\u91dd\u5c0d\u7279\u5b9a\u4efb\u52d9\u8a02\u88fd\u7684\u5916\u90e8\u61c9\u7528\u7a0b\u5e8f\u5efa\u7acb\u9023\u63a5\u3002\u7576\u6a21\u578b\u5076\u723e\u7531\u65bc\u904e\u6642\u7684\u8cc7\u8a0a\u800c\u4e0d\u6e96\u78ba\u6642\uff0c\u9019\u4e00\u9ede\u5c24\u5176\u6709\u50f9\u503c\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5728\u8a62\u554f\u73fe\u4efb\u82f1\u570b\u9996\u76f8\u6642\uff0cChatGPT \u53ef\u80fd\u6703\u7e7c\u7e8c\u63d0\u53ca\u5f37\u68ee\uff0c\u5373\u4f7f\u4ed6\u5df2\u65bc 2022 \u5e74\u5e95\u96e2\u4efb\u3002\u51fa\u73fe\u9019\u7a2e\u9650\u5236\u662f\u56e0\u70ba\u6a21\u578b\u7684\u77e5\u8b58\u56fa\u5b9a\u5728\u9810\u8a13\u7df4\u671f\u9593\uff0c\u4e0d\u5305\u542b\u5f8c\u671f\u8a13\u7df4\u7684\u77e5\u8b58\u3002\u70ba\u4e86\u61c9\u5c0d\u9019\u4e9b\u6311\u6230\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u53ef\u4ee5\u900f\u904e\u300c\u4ee3\u7406\u4eba\u300d\u8207\u5916\u90e8\u74b0\u5883\u6574\u5408\u4f86\u589e\u5f37\uff0c\u9019\u4e9b\u4ee3\u7406\u61c9\u7528\u7a0b\u5f0f\u53ef\u4ee5\u7de9\u89e3 LLM \u4e0d\u80fd\u7372\u53d6\u6700\u65b0\u7db2\u8def\u8cc7\u8a0a\u7684\u554f\u984c\uff0c\u4f7f\u4ed6\u5011\u80fd\u5920\u4f7f\u7528\u5929\u6c23 API\uff08\u7528\u65bc\u5373\u6642\u5929\u6c23\u6578\u64da\uff09\u6216 SerpAPI\uff08\u7528\u65bc\u7db2\u8def\u641c\u5c0b\uff09\u7b49\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982 Expedia \u7684\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u5b83\u53ef\u4ee5\u5e36\u9818\u7528\u6236\u63a2\u7d22\u4e26\u9810\u8a02\u9152\u5e97\u3001\u56de\u8986\u76f8\u95dc\u4f4f\u5bbf\u7684\u67e5\u8a62\uff0c\u4ee5\u53ca\u5ba2\u88fd\u5316\u7684\u65c5\u884c\u5efa\u8b70\u3002<\/p>\n\n\n\n<p>\u4e09\u3001\u9023\u7d50\u591a\u500b\u5927\u578b\u8a9e\u8a00\u6a21\u578b<br>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u901a\u5e38\u55ae\u7368\u7528\u65bc\u5927\u591a\u6578\u61c9\u7528\u7a0b\u5f0f\u3002\u7136\u800c\uff0c\u6700\u8fd1\u8b93\u4e0d\u540c LLM \u9023\u7d50\u7684\u61c9\u7528\u7a0b\u5f0f\u4e2d\u6b63\u53d7\u5230\u95dc\u6ce8\uff0c\u5b83\u727d\u6d89\u5230\u591a\u500b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u4ee5\u57f7\u884c\u66f4\u8907\u96dc\u7684\u4efb\u52d9\u3002\u6bcf\u500b LLM \u90fd\u5c08\u6ce8\u65bc\u4e00\u500b\u7279\u5b9a\u7684\u9818\u57df\uff0c\u4ed6\u5011\u5408\u4f5c\u7522\u751f\u5168\u9762\u548c\u7cbe\u7dfb\u7684\u6210\u679c\u3002<\/p>\n\n\n\n<p>\u9019\u7a2e\u65b9\u6cd5\u5df2\u61c9\u7528\u65bc\u8a9e\u8a00\u7ffb\u8b6f\uff0c\u9023\u7e8c\u4f7f\u7528\u5927\u578b\u8a9e\u8a00\u6a21\u5c07\u6587\u672c\u5f9e\u4e00\u7a2e\u8a9e\u8a00\u8f49\u63db\u70ba\u53e6\u4e00\u7a2e\u8a9e\u8a00\uff0c\u800c\u50cf\u5fae\u8edf\u9019\u6a23\u7684\u516c\u53f8\u5df2\u7d93\u63d0\u51fa\u4e86\u5728\u8cc7\u6e90\u5331\u4e4f\u7684\u60c5\u6cc1\u4e0b\u70ba\u7ffb\u8b6f\u670d\u52d9\u63d0\u4f9b\u591a\u500b\u8a9e\u8a00\u6a21\u578b\u9023\u7d50\uff0c\u9032\u800c\u80fd\u5920\u5c0d\u7279\u5b9a\u55ae\u5b57\u9032\u884c\u66f4\u6e96\u78ba\u7684\u5224\u8b80\u8207\u4e0a\u4e0b\u6587\u7ffb\u8b6f\u3002\u5728\u88fd\u9020\u696d\u4e2d\u53ef\u900f\u904e\u9023\u7d50\u5c08\u9580\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u4f86\u512a\u5316\u9ede\u5230\u9ede\u4f9b\u61c9\u93c8\u6d41\u7a0b\uff0c\u4ee5\u9032\u884c\u9700\u6c42\u9810\u6e2c\u3001\u5eab\u5b58\u7ba1\u7406\u3001\u4f9b\u61c9\u5546\u9078\u64c7\u548c\u98a8\u96aa\u8a55\u4f30\u7b49\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u56db\u3001\u900f\u904e ReAct \u63d0\u9ad8\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u900f\u660e\u5ea6<br>\u4eba\u5de5\u667a\u6167\u904b\u4f5c\u7d93\u5e38\u7522\u751f\u300c\u9ed1\u76d2\u5b50\u300d\uff0c\u9019\u7a2e\u4e0d\u900f\u660e\u6027\u5e38\u5e38\u5f15\u8d77\u4f7f\u7528\u8005\u7684\u7591\u616e\uff0c\u6975\u5c11\u4eba\u77e5\u9053\u6a21\u578b\u662f\u5982\u4f55\u904b\u4f5c\u7684\uff0c\u4ee5\u53ca\u662f\u5426\u7522\u751f\u6f5b\u5728\u5371\u5bb3\uff0c\u56e0\u6b64\uff0c\u9019\u6b63\u662f\u7406\u6027\u8207\u884c\u52d5 (ReAct) \u6846\u67b6\u767c\u63ee\u4f5c\u7528\u7684\u5730\u65b9\uff0cReAct \u5f37\u8abf\u9010\u6b65\u63a8\u7406\uff0c\u4f7f\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u80fd\u5920\u50cf\u4eba\u985e\u4e00\u6a23\u751f\u6210\u89e3\u6c7a\u65b9\u6848\uff0c\u76ee\u6a19\u662f\u8b93\u6a21\u578b\u50cf\u4eba\u985e\u4e00\u6a23\u601d\u8003\u4efb\u52d9\u4e26\u4f7f\u7528\u8a9e\u8a00\u89e3\u91cb\u5176\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u751f\u6210 ReAct \u63d0\u793a\u662f\u4e00\u9805\u7c21\u55ae\u7684\u4efb\u52d9\uff0c\u6d89\u53ca\u4eba\u985e\u8a3b\u91cb\u8005\u7528\u81ea\u7136\u8a9e\u8a00\u8868\u9054\u4ed6\u5011\u7684\u60f3\u6cd5\u4ee5\u53ca\u64cd\u4f5c\uff0c\u56e0\u6b64\u6210\u70ba\u8b93\u793e\u6703\u5927\u773e\u4e86\u89e3\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u91cd\u8981\u505a\u6cd5\u3002\u8209\u4f8b\u800c\u8a00\uff0cKhan Academy \u958b\u767c\u540d\u70ba\u300cKhanmigo\u300d\u7684\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u76ee\u7684\u5728\u6307\u5c0e\u5b78\u751f\u89e3\u6c7a\u6578\u5b78\u554f\u984c\u548c\u7df4\u7fd2\u7a0b\u5f0f\u78bc\uff0cKhanmigo 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