{"id":34382,"date":"2024-12-05T11:56:22","date_gmt":"2024-12-05T03:56:22","guid":{"rendered":"https:\/\/17aitech.com\/?p=34382"},"modified":"2024-12-05T11:56:22","modified_gmt":"2024-12-05T03:56:22","slug":"%e5%85%a8%e6%96%b0textgrad%e6%a1%86%e6%9e%b6%ef%bc%9a%e7%94%a8gpt-4o%e4%bd%9c%e5%bc%95%e6%93%8e%ef%bc%8c%e8%87%aa%e5%8a%a8%e4%bc%98%e5%8c%96%e7%ab%af%e5%88%b0%e7%ab%af%e4%bb%bb%e5%8a%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34382","title":{"rendered":"\u5168\u65b0TextGrad\u6846\u67b6\uff1a\u7528GPT-4o\u4f5c\u5f15\u64ce\uff0c\u81ea\u52a8\u4f18\u5316\u7aef\u5230\u7aef\u4efb\u52a1"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-04-13\" target=\"_blank\">\u5168\u65b0TextGrad\u6846\u67b6\uff1a\u7528GPT-4o\u4f5c\u5f15\u64ce\uff0c\u81ea\u52a8\u4f18\u5316\u7aef\u5230\u7aef\u4efb\u52a1<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3c9cc4a72016ee3810ef3afb2096d5b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3c9cc4a72016ee3810ef3afb2096d5b2.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u8be5\u6587\u7ae0\u7684\u4f5c\u8005\u56e2\u961f\u6765\u81ea\u4e8e\u65af\u5766\u798f\u5927\u5b66\uff0c\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u56e2\u961f<\/strong><strong>Mert Yuksekgonul\uff0cFederico Bianchi, Joseph Boen, Sheng Liu, Zhi Huang<\/strong><\/p>\n<p>Mert Yuksekgonul\uff0c\u65af\u5766\u798f\u5927\u5b66\u535a\u58eb\u751f\uff0c\u5e08\u4eceJames Zou \u548c Carlos Guestrin\u6559\u6388\u3002\u7814\u7a76\u65b9\u5411\u5305\u62ec AI\u7cfb\u7edf\u81ea\u6211\u4f18\u5316\u4ee5\u53ca\u5176\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n<p>Federico Bianchi\uff0cXyla AI \u5de5\u7a0b\u5e08\uff0c \u65af\u5766\u798f\u5927\u5b66\u535a\u540e\uff0c\u5e08\u4ece Dan Jurafsky \u548c James Zou\u6559\u6388\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u673a\u5668\u5b66\u4e60\u548c\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u5f00\u53d1\u3002<\/p>\n<p>Joseph Boen\uff0c\u65af\u5766\u798f\u5927\u5b66\u535a\u58eb\u751f\uff0c\u5e08\u4eceJames Zou\uff0c\u7814\u7a76\u65b9\u5411\u4e3aAI\u5728\u79d1\u5b66\u4e2d\u7684\u5e94\u7528\u3002\u00a0<\/p>\n<p>\u5218\u665f\uff0c\u7f8e\u56fd\u65af\u5766\u798f\u5927\u5b66\u535a\u540e\uff0c\u5e08\u4ece James Zou\u548c Lei Xing \u6559\u6388\uff0c\u535a\u58eb\u6bd5\u4e1a\u4e8e\u7ebd\u7ea6\u5927\u5b66<mark data-type=\"concepts\" data-id=\"3946938d-2b2f-4b48-9ee4-58debad2a6c4\">\u6570\u636e\u79d1\u5b66<\/mark>\u548c<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u3002\u7814\u7a76\u65b9\u5411\u5305\u62ec<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u7684\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\uff0c\u591a\u6a21\u6001\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c \u4ee5\u53caAI\u5728\u751f\u7269\u533b\u7597\u65b9\u5411\u5e94\u7528\u3002\u00a0<\/p>\n<p>\u9ec4\u6cbb\uff0c\u73b0\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5927\u5b66\u6559\u6388\uff0c \u65af\u5766\u798f\u5927\u5b66\u535a\u540e\u3002\u535a\u58eb\u6bd5\u4e1a\u4e8e\u666e\u6e21\u5927\u5b66\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u751f\u7269\u533b\u5b66\u5de5\u7a0b\uff0cAI\u5728\u75c5\u7406\u5b66\u7684\u5e94\u7528\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-903545a962046fcb1e921b8358f2437c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-903545a962046fcb1e921b8358f2437c.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0TextGrad \u56e2\u961f<\/sup><\/em><\/p>\n<section>\u7528\u6587\u672c\u505a<mark data-type=\"tech_methods\" data-id=\"847e8a6a-524c-4d34-a50e-b17cc5dd84d4\">\u68af\u5ea6\u4e0b\u964d<\/mark>\uff1f\uff01\u6700\u8fd1\uff0c\u6765\u81ea\u65af\u5766\u798f\u5927\u5b66\u7684\u7814\u7a76\u8005\uff0c\u63a8\u51fa\u4e86\u5168\u65b0\u7684 TextGrad \u6846\u67b6\uff0c \u6765\u9ad8\u6548\u534f\u8c03\u548c\u4f18\u5316\u7531\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark> (LLM) \u7b49\u7ec4\u4ef6\u6784\u6210\u7684 AI \u7cfb\u7edf\uff0c\u81ea\u52a8\u4f18\u5316\u7aef\u5230\u7aef\u4efb\u52a1\u6027\u80fd\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-822de751aaf0b1d6ef0336887836244b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-822de751aaf0b1d6ef0336887836244b.png\"><\/a><\/p>\n<section>\u76ee\u524d\uff0c\u7528 GPT-4o \u4f5c\u4e3a\u5f15\u64ce\u7684 TextGrad \u4f18\u5316\u540e\u7684 AI \u7cfb\u7edf\u80fd\u5b9e\u73b0\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>LeetCode-Hard \u6700\u597d\u7684\u7ed3\u679c<\/section>\n<\/li>\n<li>\n<section>GPQA SoTA<\/section>\n<\/li>\n<li>\n<section>\u53d1\u73b0\u65b0\u7684\u5206\u5b50\u540c\u65f6\u517c\u987e\u836f\u6548\u548c\u6bd2\u6027\u7b49\u591a\u4e2a\u4f18\u5316\u76ee\u6807<\/section>\n<\/li>\n<li>\n<section>\u8bbe\u8ba1\u51fa\u8d85\u8fc7\u4eba\u5de5\u7684\u764c\u75c7\u653e\u7597\u8ba1\u5212<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9df621be577efb279a5d3317b4cdcbcb.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9df621be577efb279a5d3317b4cdcbcb.gif\"><\/a><\/p>\n<ul>\n<li>\n<section>TextGrad website: http:\/\/www.textgrad.com\/<\/section>\n<\/li>\n<li>\n<section>TextGrad paper: https:\/\/arxiv.org\/abs\/2406.07496<\/section>\n<\/li>\n<li>\n<section>TextGrad Github\uff1ahttps:\/\/github.com\/zou-group\/textgrad<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u751f\u6210\u5f0f<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u6b63\u5904\u4e8e\u4ece\u5355\u4e00\u6a21\u578b\u8bad\u7ec3\u5411\u590d\u6742\u7cfb\u7edf\u4f18\u5316\u7684\u8303\u5f0f\u8f6c\u53d8\u4e2d\uff0c\u5f00\u53d1\u5408\u6210 AI \u7cfb\u7edf\u7684\u539f\u5219\u5316\u81ea\u52a8\u4f18\u5316\u65b9\u6cd5\u6210\u4e3a\u5f53\u4e0b\u6700\u91cd\u8981\u7684\u65b0\u6311\u6218\u4e4b\u4e00\u3002\u5982\u4f55\u9ad8\u6548\u534f\u8c03\u4f18\u5316\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark> (LLM) \u7b49 AI \u7ec4\u4ef6\uff0c\u81ea\u52a8\u4f18\u5316\u7aef\u5230\u7aef\u4efb\u52a1\u6027\u80fd\uff0c\u6210\u4e3a\u5f53\u524d\u6700\u7d27\u8feb\u7684\u6311\u6218\u4e4b\u4e00\u3002\u8981\u8bf4 AI \u754c\u6709\u591a\u5377\uff0c\u8fd8\u5f97\u770b\u65af\u5766\u798f\u5927\u5b66\u3002\u8fd9\u4e24\u5929\uff0c\u65af\u5766\u798f\u5927\u5b66\u7684\u7814\u7a76\u8005\u4eec\u53c8\u653e\u5927\u62db\u4e86\uff0c\u63a8\u51fa\u4e86\u5168\u65b0\u7684 TextGrad \u6846\u67b6\uff0c\u4e3a\u8fd9\u4e00\u96be\u9898\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002\u501f\u9274\u4e86\u540c\u662f\u65af\u5766\u798f\u53d1\u5e03\u7684 DSPy\uff0c\u878d\u5408\u4e86 PyTorch \u7684\u5f3a\u5927\u68af\u5ea6\u53cd\u5411\u4f20\u64ad\u529f\u80fd\uff0c\u5b9e\u73b0\u81ea\u52a8\u4f18\u5316\u590d\u6742 AI \u7cfb\u7edf\u3002\u672c\u6587\u5c06\u6df1\u5165\u5256\u6790 TextGrad \u7684\u6838\u5fc3\u7406\u5ff5\u548c\u4f18\u5316\u673a\u5236\uff0c\u63a2\u8ba8\u5b83\u7684\u5e7f\u9614\u5e94\u7528\u524d\u666f\uff0c\u5c55\u671b\u8bed\u8a00\u9a71\u52a8\u4f18\u5316\u7684\u672a\u6765\u56fe\u666f\u3002<\/section>\n<section><\/section>\n<section><strong>\u6838\u5fc3\u601d\u60f3<\/strong><\/section>\n<section><\/section>\n<section>TextGrad \u5c06 LLM \u5e94\u7528\u89c6\u4e3a\u4e00\u4e2a\u8ba1\u7b97\u56fe (Computation Graph)\uff0c\u4ee5\u81ea\u7136\u8bed\u8a00\u4e3a\u5a92\u4ecb\u5b9e\u73b0\u4e0d\u540c\u7ec4\u4ef6\u4e4b\u95f4\u7684 &#8220;\u68af\u5ea6&#8221; \u4f20\u9012\u3002\u901a\u8fc7\u4ece<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u8f93\u51fa\u4e2d\u53cd\u5411\u4f20\u64ad\u6587\u672c\u53cd\u9988\u5230\u6240\u6709\u53ef\u80fd\u7684\u65e9\u671f\u7ec4\u4ef6\uff0c\u6765\u4f18\u5316\u5404\u79cd\u7cfb\u7edf\u4e2d\u7684\u5404\u79cd\u53d8\u91cf\u3002\u5728 TextGrad \u4e2d\uff0c\u4e00\u5207\u90fd\u662f\u6587\u672c\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u4f7f\u7528<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u6765 1\uff09\u8bc4\u4f30\u8f93\u51fa\uff0c2\uff09\u6279\u8bc4\u8f93\u51fa\uff0c3\uff09\u66f4\u65b0\u8f93\u5165\u3002\u8fd9\u4e00\u8fc7\u7a0b\u6709\u70b9\u7c7b\u4f3c\u4e8e PyTorch \u7684\u53cd\u5411\u4f20\u64ad\uff0c\u53ea\u4e0d\u8fc7\u4f20\u64ad\u7684\u4e0d\u518d\u662f\u6570\u503c\u68af\u5ea6\uff0c\u800c\u662f\u6587\u672c\u5f62\u5f0f\u7684\u53cd\u9988\u3002<\/section>\n<section><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-934b93c1ee86f9995dc824c14c9e9a7e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-934b93c1ee86f9995dc824c14c9e9a7e.png\"><\/a><\/p>\n<section>\u8fd9\u79cd\u7edf\u4e00\u7684\u8bed\u8a00\u4ea4\u4e92\u754c\u9762\u8d4b\u4e88\u4e86 TextGrad \u6781\u5f3a\u7684\u666e\u9002\u6027\uff0c\u5b83\u5c06 prompt\u3001question\u3001output \u7b49\u90fd\u89c6\u4e3a variable\uff0c\u4e0d\u8981\u6c42\u5176\u53ef\u5fae\uff0c\u5177\u6709\u8d85\u5f3a\u7684\u517c\u5bb9\u6027\u3002TextGrad \u80fd\u548c\u4efb\u610f\u652f\u6301\u81ea\u7136\u8bed\u8a00 I\/O \u7684 LLM \u6216\u8005\u5176\u5b83 API \u65e0\u7f1d\u534f\u4f5c\uff0c\u4e5f\u4e0d\u8981\u6c42\u8ba1\u7b97\u56fe\u4e2d\u7684\u5176\u4ed6\u51fd\u6570\u53ef\u5fae\u3002\u8fd9\u4f7f\u5f97\u5b83\u975e\u5e38\u9002\u5408\u96c6\u6210 retrieval\u3001tool calling \u7b49 plug-and-play \u80fd\u529b\uff0c\u6784\u5efa\u7075\u6d3b\u591a\u53d8\u7684\u590d\u5408 AI pipeline\u3002TextGrad \u4e5f\u4e0d\u9700\u8981\u624b\u5de5\u8bbe\u8ba1 prompt\uff0c\u81ea\u52a8\u641c\u7d22\u6700\u5fe7\u7684\u4efb\u52a1\u63cf\u8ff0\u76f4\u63a5\u53c2\u4e0e\u4f18\u5316\u3002\u8fd9\u8ba9\u5f00\u53d1\u8005\u4ece prompt engineering \u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u6709\u671b\u81ea\u52a8\u627e\u5230\u66f4\u68d2\u7684 in-context learning \u8303\u5f0f\u3002<\/section>\n<section><\/section>\n<section><strong>TextGrad \u80fd\u505a\u4ec0\u4e48\uff1f<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c25fc12e36ea74d292feaa9c6e9d7e17.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c25fc12e36ea74d292feaa9c6e9d7e17.png\"><\/a><\/p>\n<section>1. \u63d0\u793a\uff08prompt\uff09\u5de5\u7a0b \u901a\u8fc7 TextGrad \u4f18\u5316\u7684 prompt\uff0c\u80fd\u5c06 GPT-3.5-turbor \u7684 QA <mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u4ece 78% \u63d0\u5347\u5230\u4e86 92%\uff0c\u800c\u4e14\u53ea\u9700\u8fdb\u884c\u5c11\u91cf\u51e0\u6b21\u7684\u4f18\u5316\u8fed\u4ee3\u3002\u5982\u679c\u4f60\u60f3\u590d\u73b0\u8fd9\u4e2a\u6210\u679c\u5e76\u8fdb\u4e00\u6b65\u63a2\u7d22 TextGrad\uff0cTextGrad \u56e2\u961f\u5df2\u7ecf\u4e3a\u4f60\u51c6\u5907\u597d\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u6559\u7a0b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-20870686c0eaf843e2c1ab89de9f97e0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-20870686c0eaf843e2c1ab89de9f97e0.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1833587dd5253df601815d3fb60c72e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1833587dd5253df601815d3fb60c72e3.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0TextGrad \u80fd\u88ab\u975e\u5e38\u7b80\u5355\u65b9\u4fbf\u5730\u5e94\u7528\u5230 prompt engineer\uff08\u63d0\u793a\u5de5\u7a0b\uff09\u4e0a\u3002 <\/sup><\/em><\/section>\n<section><\/section>\n<section>2. \u4f18\u5316\u6a21\u578b\u8f93\u51fa \u9664\u4e86\u66f4\u65b0\u6a21\u578b\u7684 prompt\uff0c\u6a21\u578b\u7684\u56de\u7b54\uff08response\uff09\u4ee5\u53ca\u6587\u5b57\u8868\u793a\u7684\u8f93\u51fa\uff0c\u4e5f\u80fd\u591f\u5f97\u5230 TextGrad \u7684\u4f18\u5316\u3002\u4e0a\u56fe\uff0c TextGrad \u4f18\u5316\u4e86 LLM \u751f\u6210\u7684 LeetCode \u95ee\u9898\u7684\u4ee3\u7801\u3002<\/section>\n<section><\/section>\n<section>\u8fd8\u6709\u66f4\u591a AI for science \u7684\u5e94\u7528\uff01<\/section>\n<section><\/section>\n<section><strong>\u836f\u7269\u63a2\u7d22\uff08Drug Discovery\uff09<\/strong>\u00a0<\/section>\n<section><\/section>\n<section>\u4f7f\u7528 TextGrad\uff0c\u6211\u4eec\u53ef\u4ee5\u4f18\u5316\u5316\u5b66\u7ed3\u6784\u7684\u4e24\u4e2a\u5173\u952e\u5c5e\u6027\uff1a\u836f\u7269\u76f8\u4f3c\u6027\uff08\u5373\u836f\u7269\u5728\u4f53\u5185\u5438\u6536\u7684\u96be\u6613\u7a0b\u5ea6\uff09\u548c\u7ed3\u5408\u4eb2\u548c\u529b\uff08\u5373\u836f\u7269\u4e0e\u9776\u86cb\u767d\u7ed3\u5408\u7684\u7d27\u5bc6\u7a0b\u5ea6\uff09\u3002\u836f\u7269\u76f8\u4f3c\u6027\u901a\u8fc7 QED \u8bc4\u5206\u6765\u8861\u91cf\uff0c\u8303\u56f4\u662f 0 \u5230 1\uff0c1 \u8868\u793a\u6700\u7b26\u5408\u836f\u7269\u7279\u6027\uff1b\u7ed3\u5408\u4eb2\u548c\u529b\u901a\u8fc7 Vina \u8bc4\u5206\u6765\u8861\u91cf\uff0c\u8bc4\u5206\u8d8a\u8d1f\u8d8a\u597d\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d74ee074c7dd518de2643f0b5130dd7a.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d74ee074c7dd518de2643f0b5130dd7a.gif\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-831ec82a50731ae5c05bb78c11ce8405.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-831ec82a50731ae5c05bb78c11ce8405.png\"><\/a><\/p>\n<section><em><sup>\u5de6\u56fe\uff1a\u5728 TextGrad \u4f18\u5316 10 \u6b21\u8fed\u4ee3\u524d\u540e\u7684\u5206\u5b50\u836f\u7269\u76f8\u4f3c\u6027\u548c\u7ed3\u5408\u4eb2\u548c\u529b\u5206\u5e03\uff0c\u4e0e\u9488\u5bf9\u76f8\u540c\u9776\u86cb\u767d\u7684\u4e34\u5e8a\u6279\u51c6\u836f\u7269\u8fdb\u884c\u6bd4\u8f83\u3002\u53f3\u56fe\uff1aTextGrad \u4f18\u5316 10 \u6b21\u8fed\u4ee3\u7684\u793a\u4f8b\u8f68\u8ff9\uff0c\u6bd4\u8f83\u4e34\u5e8a\u6279\u51c6\u836f\u7269\u7684\u5c5e\u6027\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u80bf\u7624\u653e\u7597\u6cbb\u7597\u8ba1\u5212\uff08Radiotherapy Treatment Planning\uff09<\/strong><\/section>\n<section><\/section>\n<section>TextGrad \u4e5f\u53ef\u4ee5\u7528\u6765\u4f18\u5316\u653e\u5c04\u6cbb\u7597\u8ba1\u5212\uff0c\u8be5\u8ba1\u5212\u786e\u5b9a\u653e\u5c04\u6cbb\u7597\u6240\u9700\u7684\u5242\u91cf\u5e76\u7cbe\u786e\u5b9a\u4f4d\u9700\u8981\u6cbb\u7597\u7684\u90e8\u4f4d\u3002\u7279\u522b\u662f\uff0c\u6cbb\u7597\u8ba1\u5212\u7684\u76ee\u6807\u662f\u5c06\u89c4\u5b9a\u7684\u8f90\u5c04\u5242\u91cf\u4f20\u9012\u5230\u80bf\u7624\uff0c\u540c\u65f6\u4fdd\u62a4\u5173\u952e\u7684\u6b63\u5e38\u7ec4\u7ec7\u514d\u53d7\u4e0d\u5b89\u5168\u5242\u91cf\u7684\u5f71\u54cd\u3002\u533b\u751f\u901a\u5e38\u901a\u8fc7\u4e0d\u65ad\u8bd5\u9519\uff0c\u53cd\u590d\u8c03\u6574\u4f18\u5316\u6cbb\u7597\u8ba1\u5212\uff0c\u76f4\u5230\u8ba1\u5212\u7b26\u5408\u4e34\u5e8a\u8981\u6c42\u3002\u8fd9\u4f7f\u5f97\u6574\u4e2a\u8fc7\u7a0b\u6548\u7387\u4f4e\u4e0b\u3001\u8017\u65f6\u4e14\u6210\u672c\u9ad8\u6602\u3002TextGrad \u5219\u81ea\u52a8\u5411 AI \u4e3b\u5bfc\u7684<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u7cfb\u7edf\u63d0\u4f9b\u68af\u5ea6\uff0c\u4f18\u5316\u653e\u5c04\u6cbb\u7597\u8ba1\u5212\uff0c\u81ea\u52a8\u6743\u8861\u80bf\u7624\u548c\u9644\u8fd1\u5065\u5eb7\u7ec4\u7ec7\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c531b31f5e68805e744d947cc690ee0c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c531b31f5e68805e744d947cc690ee0c.png\"><\/a><\/p>\n<section>TextGrad \u7528\u8bed\u8a00\u6253\u901a\u4e86\u4e0d\u540c\u8ba4\u77e5\u6a21\u5757\u4e4b\u95f4\u7684\u5c4f\u969c\u3002\u5b83\u8ba9 LLM \u53c2\u4e0e\u5230\u4e86\u81ea\u5df1\u7684\u8fed\u4ee3\u4f18\u5316\u4e2d\uff0c\u901a\u8fc7\u5185\u7701\u3001\u8bc4\u5224\u3001\u521b\u9020\u7b49 high-level \u7684\u8ba4\u77e5\u80fd\u529b\u5b9e\u73b0\u6301\u7eed\u8fdb\u5316\u3002\u4ece\u672c\u8d28\u4e0a\u770b\uff0cTextGrad \u7684\u610f\u4e49\u8fdc\u4e0d\u6b62\u4e8e\u4f18\u5316 pipeline \u7684\u6027\u80fd\uff0c\u5b83\u5411\u6211\u4eec\u5c55\u793a\u4e86\u4e00\u79cd\u901a\u8fc7\u8bed\u8a00\u5b9e\u73b0 AI \u81ea\u6211\u8ba4\u77e5\u3001\u81ea\u6211\u4fee\u6b63\u7684\u53ef\u80fd\u6027\u3002\u8fd9\u6761 \u201cLanguage-Driven Optimization\u201d \u7684\u9053\u8def\uff0c\u6216\u8bb8\u4e5f\u662f\u76ee\u524d\u5f88\u591a \u201c\u5e7b\u89c9\u95ee\u9898\u201d \u7684\u4e00\u5242\u826f\u836f\u3002TextGrad \u5df2\u7ecf\u88ab\u5e94\u7528\u5230\u89e3\u51b3\u5f88\u591a\u79d1\u5b66\u548c\u533b\u5b66\u65b9\u9762\u7684\u95ee\u9898\uff01\u66f4\u591a\u7684\u5e94\u7528\u7b49\u7740\u4f60\u6765\u63a2\u7d22\u548c\u53d1\u73b0\uff01<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-04-13\" target=\"_blank\">\u5168\u65b0TextGrad\u6846\u67b6\uff1a\u7528GPT-4o\u4f5c\u5f15\u64ce\uff0c\u81ea\u52a8\u4f18\u5316\u7aef\u5230\u7aef\u4efb\u52a1<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5168\u65b0TextGrad\u6846 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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