{"id":714,"date":"2024-08-15T15:11:23","date_gmt":"2024-08-15T07:11:23","guid":{"rendered":"https:\/\/www.niuniucard.com\/blog\/?p=714"},"modified":"2024-08-15T15:11:23","modified_gmt":"2024-08-15T07:11:23","slug":"%e4%b8%80%e7%9b%b4%e7%88%86%e6%96%99openai%e3%80%8c%e8%8d%89%e8%8e%93%e3%80%8d%e7%9a%84%e5%b8%b3%e8%99%9f%ef%bc%8c%e7%ab%9f%e7%84%b6%e6%98%af%e5%80%8b%e6%99%ba%e8%83%bd%e9%ab%94%ef%bc%9f%e6%96%af","status":"publish","type":"post","link":"\/blog\/archives\/714","title":{"rendered":"\u4e00\u76f4\u7206\u6599OpenAI\u300c\u8349\u8393\u300d\u7684\u5e33\u865f\uff0c\u7adf\u7136\u662f\u500b\u667a\u80fd\u9ad4\uff1f\u65af\u5766\u798f\u7cfb\u5275\u4f01\u300c\u7092\u4f5c\u300dAgentQ"},"content":{"rendered":"\n<p>OpenAI\u524d\u5c08\u6848\u300cQ<em>\u300d\u8b8a\u8eabAI\u667a\u80fd\u9ad4Agent Q\u3002 \u7576\u7092\u4f5c\u51fa\u4e86\u300c\u6f51\u5929\u7684\u6d41\u91cf\u300d\uff0c\u5df2\u7d93\u6c92\u4eba\u95dc\u5fc3\u7522\u54c1\u53b2\u4e0d\u53b2\u5bb3\u4e86\u3002 \u6700\u8fd1\uff0cOpenAI \u7684\u79d8\u5bc6\u8a08\u756b\u300cQ<\/em>\u300d\u4e00\u76f4\u53d7\u5230\u4e86\u5708\u5167\u4eba\u58eb\u7684\u5ee3\u6cdb\u95dc\u6ce8\u3002\u4e0a\u500b\u6708\uff0c\u4ee5\u5b83\u70ba\u524d\u8eab\u3001\u4ee3\u865f\u70ba\u300c\u8349\u8393\uff08Strawberry\uff09\u300d\u7684\u8a08\u756b\u53c8\u88ab\u66dd\u5149\u4e86\u3002\u64da\u63a8\u6e2c\uff0c\u8a72\u9805\u76ee\u80fd\u5920\u63d0\u4f9b\u9ad8\u7d1a\u63a8\u7406\u80fd\u529b\u3002<br>\u6700\u8fd1\u5e7e\u5929\uff0c\u95dc\u65bc\u9019\u500b\u9805\u76ee\uff0c\u7db2\u8def\u4e0a\u53c8\u4f86\u4e86\u5e7e\u6ce2\u300c\u9d3f\u6b7b\u4eba\u4e0d\u511f\u547d\u300d\u7684\u50b3\u64ad\u3002\u5c24\u5176\u662f\u4e00\u500b\u300c\u8349\u8393\u54e5\u300d\u7684\u5e33\u865f\uff0c\u4e0d\u9593\u65b7\u5730\u5ba3\u50b3\uff0c\u7d66\u4eba\u671f\u671b\u53c8\u8b93\u4eba\u5931\u671b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"454\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72471-10-1024x454.png\" alt=\"\" class=\"wp-image-715\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72471-10-1024x454.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72471-10-300x133.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72471-10-768x341.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72471-10.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6c92\u60f3\u5230\uff0c\u9019\u500b Sam Altman \u51fa\u73fe\u5728\u54ea\u88e1\uff0c\u5b83\u5c31\u5728\u54ea\u88e1\u8ddf\u5e16\u7684\u300c\u884c\u92b7\u865f\u300d\uff0c\u76ae\u4e0b\u7adf\u7136\u662f\u500b\u667a\u80fd\u9ad4\uff1f<br>\u4eca\u5929\uff0c\u4e00\u5bb6AI \u667a\u80fd\u9ad4\u65b0\u5275\u516c\u53f8\u300cMultiOn\u300d\u7684\u5275\u8fa6\u4eba\u76f4\u63a5\u51fa\u4f86\u8a8d\u9818\uff1a\u96d6\u7136\u6c92\u7b49\u4f86OpenAI \u767c\u5e03\u300cQ*\u300d\uff0c\u4f46\u6211\u5011\u767c\u4e86\u64cd\u63a7\u300c\u8349\u8393\u54e5\u300d\u5e33\u865f\u7684\u5168\u65b0\u667a\u80fd\u9ad4Agent Q\uff0c\u5feb\u4f86\u548c\u6211\u5011\u5728\u7dda\u73a9\u800d\u5427\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"406\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72472-10.png\" alt=\"\" class=\"wp-image-716\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72472-10.png 900w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72472-10-300x135.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72472-10-768x346.png 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/figure>\n\n\n\n<p>MultiOn \u5171\u540c\u5275\u8fa6\u4eba\u517c CEO Div Garg\uff0c\u5728\u53f2\u4e39\u4f5b\u653b\u8b80\u96fb\u8166\u79d1\u5b78\u535a\u58eb\u671f\u9593\u4f11\u5b78\u5275\u696d\u3002<br>\u9019\u6ce2\u770b\u8d77\u4f86\u8b93 OpenAI \u70ba\u81ea\u5df1\u505a\u5ac1\u8863\u7684\u884c\u92b7\u64cd\u4f5c\u7d66\u5927\u5bb6\u90fd\u770b\u61f5\u4e86\u3002\u7562\u7adf\uff0c\u6700\u8fd1\u5f88\u591a\u4eba\u5fb9\u591c\u672a\u7720\u7b49\u5f85 OpenAI \u7684\u300c\u5927\u65b0\u805e\u300d\u3002\u9019\u8981\u8ffd\u6eaf\u5230 Sam Altman \u548c\u201c\u8349\u8393\u54e5\u201d\u7684\u4e92\u52d5\uff0c\u5728 Sam Altman \u66ec\u51fa\u7684\u8349\u8393\u7167\u7247\u4e0b\uff0c\u4ed6\u56de\u8986\u4e86\u300a\u8349\u8393\u54e5\u300b\uff1a\u9a5a\u559c\u99ac\u4e0a\u5c31\u4f86\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"953\" height=\"438\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72473-9.png\" alt=\"\" class=\"wp-image-717\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72473-9.png 953w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72473-9-300x138.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72473-9-768x353.png 768w\" sizes=\"auto, (max-width: 953px) 100vw, 953px\" \/><\/figure>\n\n\n\n<p>\u4e0d\u904e\uff0c\u300cMultiOn\u300d\u7684\u5275\u8fa6\u4eba Div Garg \u5df2\u7d93\u628a\u8a8d\u9818 Agent Q \u5c31\u662f\u300c\u8349\u8393\u54e5\u300d\u7684\u8cbc\u6587\u6084\u6084\u522a\u9664\u4e86\u3002<br>\u6b64\u6b21\uff0c\u300cMultiOn\u300d\u5ba3\u7a31\uff0c\u4ed6\u5011\u767c\u5e03\u7684Agent Q \u662f\u4e00\u6b3e\u7a81\u7834\u6027\u7684 AI \u667a\u80fd\u9ad4\u3002\u5b83\u7684\u8a13\u7df4\u65b9\u6cd5\u7d50\u5408\u4e86\u8499\u7279\u5361\u7f85\u6a39\u641c\u5c0b\uff08MCTS\uff09\u548c\u81ea\u6211\u6279\u8a55\uff0c\u4e26\u4e14\u900f\u904e\u4e00\u7a2e\u7a31\u70ba\u76f4\u63a5\u504f\u597d\u512a\u5316\uff08DPO\uff09\u7684\u6f14\u7b97\u6cd5\u4f86\u5b78\u7fd2\u4eba\u985e\u7684\u56de\u994b\u3002<br>\u540c\u6642\uff0c\u4f5c\u70ba\u64c1\u6709\u898f\u5283\u548c AI \u81ea\u6211\u4fee\u5fa9\u529f\u80fd\u7684\u4e0b\u4e00\u4ee3 AI \u667a\u80fd\u9ad4\uff0cAgent Q \u7684\u6027\u80fd\u662f LLama 3 \u57fa\u7dda\u96f6\u6a23\u672c\u6027\u80fd\u7684 3.4 \u500d\u3002\u540c\u6642\uff0c\u5728\u771f\u5be6\u5834\u666f\u4efb\u52d9\u7684\u8a55\u4f30\u4e2d\uff0cAgent Q \u7684\u6210\u529f\u7387\u9054\u5230\u4e86 95.4%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"973\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72474-11-1024x973.png\" alt=\"\" class=\"wp-image-718\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72474-11-1024x973.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72474-11-300x285.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72474-11-768x730.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72474-11.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Agent Q \u80fd\u505a\u4ec0\u9ebc\u5462\uff1f\u6211\u5011\u5148\u4f86\u770b\u770b\u5b98\u65b9 Demo\u3002<br>\u5b83\u80fd\u5920\u70ba\u4f60\u9810\u5b9a\u67d0\u500b\u6642\u9593\u67d0\u5bb6\u9910\u5ef3\u7684\u5ea7\u4f4d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"562\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72475-9-1024x562.png\" alt=\"\" class=\"wp-image-719\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72475-9-1024x562.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72475-9-300x165.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72475-9-768x421.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72475-9.png 1079w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7136\u5f8c\u70ba\u4f60\u57f7\u884c\u7db2\u9801\u64cd\u4f5c\uff0c\u4f8b\u5982\u67e5\u8a62\u7a7a\u4f4d\u72c0\u6cc1\u3002 \u6700\u7d42\u6210\u529f\u9810\u5b9a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"562\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72476-10-1024x562.png\" alt=\"\" class=\"wp-image-720\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72476-10-1024x562.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72476-10-300x165.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72476-10-768x421.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72476-10.png 1079w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u53e6\u5916\u4e5f\u80fd\u9810\u5b9a\u822a\u73ed\uff08\u4f8b\u5982\u672c\u9031\u516d\u5f9e\u7d10\u7d04\u98db\u5f80\u820a\u91d1\u5c71\uff0c\u55ae\u7a0b\u3001\u9760\u7a97\u548c\u7d93\u6fdf\u8259\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"562\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72477-10-1024x562.png\" alt=\"\" class=\"wp-image-721\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72477-10-1024x562.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72477-10-300x165.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72477-10-768x421.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72477-10.png 1079w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e0d\u904e\uff0c\u7db2\u53cb\u4f3c\u4e4e\u5c0d Agent Q \u4e0d\u8cb7\u55ae\u3002\u5927\u5bb6\u95dc\u5fc3\u66f4\u591a\u7684\u9084\u662f\u4ed6\u5011\u662f\u5426\u771f\u7684\u501f\u201c\u8349\u8393\u54e5\u201d\u5e33\u865f\u7092\u4f5c\u7684\u4e8b\u60c5\uff0c\u751a\u81f3\u6709\u4e9b\u4eba\u7a31\u4ed6\u5011\u70ba\u7121\u6065\u7684\u9a19\u5b50\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"591\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72478-7-1024x591.png\" alt=\"\" class=\"wp-image-722\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72478-7-1024x591.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72478-7-300x173.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72478-7-768x443.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72478-7.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u91cd\u8981\u5143\u4ef6\u548c\u65b9\u6cd5\u6982\u89bd<br>\u76ee\u524d\uff0cAgent Q \u7684\u76f8\u95dc\u8ad6\u6587\u5df2\u7d93\u653e\u51fa\uff0c\u7531 MultiOn \u548c\u53f2\u4e39\u4f5b\u5927\u5b78\u7684\u7814\u7a76\u8005\u5171\u540c\u64b0\u5beb\u3002\u9019\u9805\u7814\u7a76\u7684\u6210\u679c\u5c07\u5728\u4eca\u5e74\u7a0d\u5f8c\u5411\u958b\u767c\u4eba\u54e1\u548c\u4f7f\u7528 MultiOn \u7684\u4e00\u822c\u7528\u6236\u958b\u653e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"309\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72479-6-1024x309.png\" alt=\"\" class=\"wp-image-723\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72479-6-1024x309.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72479-6-300x91.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72479-6-768x232.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u72479-6.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8ad6\u6587\u7db2\u5740\uff1ahttps:\/\/multion-research.s3.us-east-2.amazonaws.com\/AgentQ.pdf<br>\u7e3d\u7d50\u4e00\u6ce2\uff1aAgent Q \u80fd\u5920\u81ea\u4e3b\u5730\u5728\u7db2\u9801\u4e0a\u5be6\u65bd\u898f\u5283\u4e26\u81ea\u6211\u7cfe\u932f\uff0c\u5f9e\u6210\u529f\u548c\u5931\u6557\u7684\u7d93\u9a57\u4e2d\u5b78\u7fd2\uff0c\u63d0\u9ad8\u5b83\u5728\u8907\u96dc\u4efb\u52d9\u4e2d\u7684\u8868\u73fe\u3002\u6700\u7d42\uff0c\u8a72\u667a\u80fd\u9ad4\u53ef\u4ee5\u66f4\u597d\u5730\u898f\u5283\u5982\u4f55\u5728\u7db2\u8def\u4e0a\u885d\u6d6a\uff0c\u4ee5\u9069\u61c9\u73fe\u5be6\u4e16\u754c\u7684\u8907\u96dc\u60c5\u6cc1\u3002<br>\u5728\u6280\u200b\u200b\u8853\u7d30\u7bc0\u4e0a\uff0c Agent Q \u7684\u4e3b\u8981\u5143\u4ef6\u5305\u62ec\u5982\u4e0b\uff1a<br>\u4f7f\u7528 MCTS\uff08Monte Carlo Tree Search\uff0c\u8499\u7279\u5361\u7f85\u6a39\u641c\u5c0b\uff09\u9032\u884c\u5f15\u5c0e\u5f0f\u641c\u5c0b\uff1a\u8a72\u6280\u8853\u900f\u904e\u63a2\u7d22\u4e0d\u540c\u7684\u64cd\u4f5c\u548c\u7db2\u9801\u4f86\u81ea\u4e3b\u751f\u6210\u6578\u64da\uff0c\u4ee5\u5e73\u8861\u63a2\u7d22\u548c\u5229\u7528\u3002 MCTS \u4f7f\u7528\u9ad8\u63a1\u6a23\u6eab\u5ea6\u548c\u591a\u6a23\u5316\u63d0\u793a\u4f86\u64f4\u5c55\u64cd\u4f5c\u7a7a\u9593\uff0c\u78ba\u4fdd\u591a\u6a23\u5316\u548c\u6700\u4f73\u7684\u8ecc\u8de1\u96c6\u5408\u3002<br>AI \u81ea\u6211\u6279\u5224\uff1a\u5728\u6bcf\u500b\u6b65\u9a5f\u4e2d\uff0c\u57fa\u65bc AI \u7684\u81ea\u6211\u6279\u8a55\u90fd\u6703\u63d0\u4f9b\u6709\u50f9\u503c\u7684\u56de\u994b\uff0c\u5f9e\u800c\u5b8c\u5584\u667a\u80fd\u9ad4\u7684\u6c7a\u7b56\u904e\u7a0b\u3002\u9019\u4e00\u6b65\u9a5f\u7d1a\u56de\u994b\u5c0d\u65bc\u9577\u671f\u4efb\u52d9\u81f3\u95dc\u91cd\u8981\uff0c\u56e0\u70ba\u7a00\u758f\u8a0a\u865f\u901a\u5e38\u6703\u5c0e\u81f4\u5b78\u7fd2\u56f0\u96e3\u3002<br>\u76f4\u63a5\u504f\u597d\u6700\u4f73\u5316\uff08DPO\uff09\uff1a\u6b64\u6f14\u7b97\u6cd5\u900f\u904e\u5f9e MCTS \u7522\u751f\u7684\u8cc7\u6599\u5efa\u7acb\u504f\u597d\u5c0d\u4ee5\u5fae\u8abf\u6a21\u578b\u3002\u9019\u7a2e\u96e2\u7b56\u7565\u8a13\u7df4\u65b9\u6cd5\u5141\u8a31\u6a21\u578b\u5f9e\u805a\u5408\u8cc7\u6599\u96c6\uff08\u5305\u62ec\u641c\u5c0b\u904e\u7a0b\u4e2d\u63a2\u7d22\u7684\u6b21\u512a\u5206\u652f\uff09\u4e2d\u6709\u6548\u5730\u5b78\u7fd2\uff0c\u5f9e\u800c\u63d0\u9ad8\u8907\u96dc\u74b0\u5883\u4e2d\u7684\u6210\u529f\u7387\u3002<br>\u4ee5\u4e0b\u91cd\u9ede\u4f86\u8b1b\u4e00\u4e0b\u7db2\u9801\uff08Web-Page\uff09\u7aef\u7684 MCTS \u6f14\u7b97\u6cd5\u3002\u7814\u7a76\u8005\u63a2\u7d22\u5982\u4f55\u900f\u904e MCTS \u8ce6\u4e88\u667a\u80fd\u9ad4\u984d\u5916\u7684\u641c\u5c0b\u80fd\u529b\u3002<br>\u5728\u904e\u53bb\u7684\u5de5\u4f5c\u4e2d\uff0cMCTS \u6f14\u7b97\u6cd5\u901a\u5e38\u7531\u56db\u500b\u968e\u6bb5\u7d44\u6210\uff1a\u9078\u64c7\u3001\u64f4\u5c55\u3001\u6a21\u64ec\u548c\u53cd\u5411\u50b3\u64ad\uff0c\u6bcf\u500b\u968e\u6bb5\u5728\u5e73\u8861\u63a2\u7d22\u8207\u5229\u7528\u3001\u8fed\u4ee3\u7d30\u5316\u7b56\u7565\u65b9\u9762\u90fd\u767c\u63ee\u95dc\u9375\u4f5c\u7528\u3002<br>\u7814\u7a76\u8005\u5c07\u7db2\u9801\u667a\u80fd\u9ad4\u57f7\u884c\u516c\u5f0f\u5316\u70ba\u7db2\u9801\u6a39\u641c\u7d22\uff0c\u5176\u4e2d\u72c0\u614b\u7531\u667a\u80fd\u9ad4\u6b77\u53f2\u548c\u76ee\u524d\u7db2\u9801\u7684 DOM \u6a39\u7d44\u6210\u3002\u8207\u570b\u969b\u8c61\u68cb\u6216\u570d\u68cb\u7b49\u68cb\u76e4\u904a\u6232\u4e0d\u540c\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u7684\u8907\u96dc\u7db2\u8def\u667a\u80fd\u9ad4\u64cd\u4f5c\u7a7a\u9593\u662f\u958b\u653e\u683c\u5f0f\u4e14\u53ef\u8b8a\u7684\u3002<br>\u7814\u7a76\u8005\u5c07\u57fa\u790e\u6a21\u578b\u7528\u4f5c\u64cd\u4f5c\u5efa\u8b70\uff08action-proposal\uff09\u5206\u4f48\uff0c\u4e26\u5728\u6bcf\u500b\u7bc0\u9ede\uff08\u7db2\u9801\uff09\u4e0a\u63a1\u6a23\u56fa\u5b9a\u6578\u91cf\u7684\u53ef\u80fd\u64cd\u4f5c\u3002\u4e00\u65e6\u5728\u700f\u89bd\u5668\u4e2d\u9078\u64c7\u4e26\u57f7\u884c\u4e00\u500b\u64cd\u4f5c\uff0c\u5247\u6703\u904d\u6b77\u4e0b\u500b\u7db2\u9801\uff0c\u4e26\u4e14\u8a72\u7db2\u9801\u8207\u66f4\u65b0\u7684\u6b77\u53f2\u8a18\u9304\u5171\u540c\u6210\u70ba\u65b0\u7bc0\u9ede\u3002<br>\u7814\u7a76\u8005\u5c0d\u56de\u994b\u6a21\u578b\u9032\u884c\u591a\u6b21\u8fed\u4ee3\u67e5\u8a62\uff0c\u6bcf\u6b21\u5f9e\u6e05\u55ae\u4e2d\u522a\u9664\u5f9e\u4e0a\u4e00\u6b21\u8fed\u4ee3\u4e2d\u9078\u64c7\u7684\u6700\u4f73\u64cd\u4f5c\uff0c\u76f4\u5230\u5c0d\u6240\u6709\u64cd\u4f5c\u9032\u884c\u5b8c\u6574\u6392\u5e8f\u3002\u4e0b\u5716 4 \u70ba\u5b8c\u6574\u7684 AI \u56de\u994b\u904e\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"458\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724710-6-1024x458.png\" alt=\"\" class=\"wp-image-724\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724710-6-1024x458.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724710-6-300x134.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724710-6-768x343.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724710-6.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u64f4\u5c55\u548c\u56de\u6eaf\u3002\u7814\u7a76\u8005\u5728\u700f\u89bd\u5668\u74b0\u5883\u4e2d\u9078\u64c7\u4e26\u57f7\u884c\u4e00\u500b\u64cd\u4f5c\u4ee5\u5230\u9054\u4e00\u500b\u65b0\u7bc0\u9ede\uff08\u9801\u9762\uff09\u3002\u5f9e\u9078\u5b9a\u7684\u72c0\u614b\u7bc0\u9ede\u8ecc\u8de1\u958b\u59cb\uff0c\u4ed6\u5011\u4f7f\u7528\u76ee\u524d\u7b56\u7565 \ud835\udf0b_\ud835\udf03 \u5c55\u958b\u8ecc\u8de1\uff0c\u76f4\u5230\u5230\u9054\u7d42\u6b62\u72c0\u614b\u3002\u74b0\u5883\u5728\u8ecc\u8de1\u7d50\u675f\u6642\u56de\u50b3\u734e\u52f5 \ud835\udc45\uff0c\u5982\u679c\u667a\u80fd\u9ad4\u6210\u529f\u5247 \ud835\udc45 = 1\uff0c\u5426\u5247 \ud835\udc45 = 0\u3002\u63a5\u4e0b\u4f86\uff0c\u900f\u904e\u5f9e\u8449\u7bc0\u9ede\u5230\u6839\u7bc0\u9ede\u81ea\u4e0b\u800c\u4e0a\u5730\u66f4\u65b0\u6bcf\u500b\u7bc0\u9ede\u7684\u503c\u4f86\u53cd\u5411\u50b3\u64ad\u6b64\u734e\u52f5\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"176\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724711-6-1024x176.png\" alt=\"\" class=\"wp-image-725\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724711-6-1024x176.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724711-6-300x52.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724711-6-768x132.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724711-6.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e0b\u5716 3 \u5c55\u793a\u4e86\u6240\u6709\u7d50\u679c\u548c\u57fa\u7dda\u3002\u7576\u8b93\u667a\u80fd\u9ad4\u5728\u6e2c\u8a66\u6642\u80fd\u5920\u641c\u5c0b\u8cc7\u8a0a\u6642\uff0c\u5373\u70ba\u57fa\u790exLAM-v0.1-r \u6a21\u578b\u61c9\u7528MCTS \u6642\uff0c\u6210\u529f\u7387\u5f9e28.6% \u63d0\u5347\u5230\u4e8648.4%\uff0c\u63a5\u8fd1\u5e73\u5747\u4eba\u985e\u8868\u73fe\u768450.0%\uff0c\u4e26\u4e14\u986f\u8457\u8d85\u904e\u4e86\u50c5\u900f\u904e\u7d50\u679c\u76e3\u7763\u8a13\u7df4\u7684\u96f6\u6a23\u672cDPO \u6a21\u578b\u7684\u8868\u73fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"748\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724712-7-1024x748.png\" alt=\"\" class=\"wp-image-726\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724712-7-1024x748.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724712-7-300x219.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724712-7-768x561.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724712-7.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7814\u7a76\u8005\u9032\u4e00\u6b65\u6839\u64da\u4e0b\u5716\u4e2d\u6982\u8ff0\u7684\u6f14\u7b97\u6cd5\u5c0d\u57fa\u790e\u6a21\u578b\u9032\u884c\u4e86\u5fae\u8abf\uff0c\u7d50\u679c\u6bd4\u57fa\u790e DPO \u6a21\u578b\u63d0\u9ad8\u4e86 0.9%\u3002 \u5728\u7cbe\u5fc3\u8a13\u7df4\u7684 Agent Q \u6a21\u578b\u4e0a\u518d\u61c9\u7528 MCTS\uff0c\u667a\u80fd\u9ad4\u7684\u8868\u73fe\u63d0\u5347\u5230\u4e86 50.5%\uff0c\u7565\u5fae\u8d85\u904e\u4e86\u4eba\u985e\u7684\u5e73\u5747\u8868\u73fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"712\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724713-6-1024x712.png\" alt=\"\" class=\"wp-image-727\" srcset=\"\/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724713-6-1024x712.png 1024w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724713-6-300x209.png 300w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724713-6-768x534.png 768w, \/blog\/wp-content\/uploads\/2024\/08\/\u56fe\u724713-6.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ed6\u5011\u8a8d\u70ba\uff0c\u5373\u4f7f\u667a\u80fd\u9ad4\u7d93\u904e\u4e86\u5927\u91cf\u7684\u5f37\u5316\u5b78\u7fd2\u8a13\u7df4\uff0c\u5728\u6e2c\u8a66\u6642\u5177\u5099\u641c\u5c0b\u80fd\u529b\u4ecd\u7136\u662f\u91cd\u8981\u7684\u5178\u7bc4\u8f49\u79fb\u3002\u8207\u6c92\u6709\u7d93\u904e\u8a13\u7df4\u7684\u96f6\u6a23\u672c\u667a\u80fd\u9ad4\u76f8\u6bd4\uff0c\u9019\u662f\u4e00\u500b\u986f\u8457\u7684\u9032\u6b65\u3002<br>\u6b64\u5916\uff0c\u5118\u7ba1\u5bc6\u96c6\u7d1a\u76e3\u7763\u6bd4\u7d14\u7cb9\u7684\u57fa\u65bc\u7d50\u679c\u7684\u76e3\u7763\u6709\u6240\u6539\u5584\uff0c\u4f46\u5728 WebShop \u74b0\u5883\u4e2d\uff0c\u9019\u7a2e\u8a13\u7df4\u65b9\u6cd5\u7684\u63d0\u5347\u6548\u679c\u4e26\u4e0d\u5927\u3002\u9019\u662f\u56e0\u70ba\u5728\u9019\u500b\u74b0\u5883\u88e1\uff0c\u667a\u80fd\u9ad4\u53ea\u9700\u8981\u505a\u5f88\u77ed\u7684\u6c7a\u7b56\u8def\u5f91\uff0c\u53ef\u4ee5\u900f\u904e\u7d50\u679c\u4f86\u5b78\u7fd2\u4fe1\u7528\u5206\u914d\u3002<br>\u8a55\u4f30\u7d50\u679c<br>\u7814\u7a76\u8005\u9078\u64c7\u4e86\u8b93\u667a\u80fd\u9ad4\u5728 OpenTable \u5b98\u7db2\u4e0a\u9810\u8a02\u9910\u5ef3\u7684\u4efb\u52d9\u4f86\u6e2c\u8a66 Agent Q \u6846\u67b6\u5728\u771f\u5be6\u4e16\u754c\u7684\u8868\u73fe\u5982\u4f55\u3002\u8981\u5b8c\u6210\u9019\u500b\u8a02\u9910\u4efb\u52d9\uff0c\u667a\u80fd\u9ad4\u5fc5\u9808\u5728 OpenTable \u7db2\u7ad9\u4e0a\u627e\u5230\u9910\u5ef3\u7684\u9801\u9762\uff0c\u9078\u64c7\u7279\u5b9a\u7684\u65e5\u671f\u548c\u6642\u9593\uff0c\u4e26\u6311\u9078\u7b26\u5408\u4f7f\u7528\u8005\u504f\u597d\u7684\u5ea7\u4f4d\uff0c\u6700\u5f8c\u63d0\u4ea4\u4f7f\u7528\u8005\u7684\u806f\u7d61\u65b9\u5f0f\uff0c\u624d\u80fd\u9810\u5b9a\u6210\u529f\u3002<br>\u6700\u521d\uff0c\u4ed6\u5011\u5c0d xLAM-v0.1-r \u6a21\u578b\u9032\u884c\u4e86\u5be6\u9a57\uff0c\u4f46\u6a21\u578b\u8868\u73fe\u4e0d\u4f73\uff0c\u521d\u59cb\u6210\u529f\u7387\u50c5\u70ba 0.0%\u3002\u56e0\u6b64\uff0c\u4ed6\u5011\u8f49\u800c\u4f7f\u7528 LLaMa 70B Instruct \u6a21\u578b\uff0c\u53d6\u5f97\u4e86\u4e00\u4e9b\u521d\u6b65\u7684\u6210\u529f\u3002<br>\u4e0d\u904e\u7531\u65bc OpenTable \u662f\u4e00\u500b\u5373\u6642\u74b0\u5883\uff0c\u5f88\u96e3\u900f\u904e\u7a0b\u5f0f\u8a2d\u8a08\u6216\u81ea\u52d5\u5316\u7684\u65b9\u5f0f\u9032\u884c\u6e2c\u91cf\u548c\u8a55\u4f30\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u4f7f\u7528GPT-4-V 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