{"id":829,"date":"2024-07-16T11:52:00","date_gmt":"2024-07-16T03:52:00","guid":{"rendered":"http:\/\/123.60.176.65\/?p=829"},"modified":"2024-07-16T11:52:00","modified_gmt":"2024-07-16T03:52:00","slug":"%e5%8f%af%e8%a7%a3%e9%87%8a%e7%9a%84%e8%82%a1%e7%a5%a8%e8%bf%90%e5%8a%a8%e9%a2%84%e6%b5%8b%ef%bc%9allmfactor%e5%9f%ba%e4%ba%8e%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%92%8cskgp","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/07\/16\/%e5%8f%af%e8%a7%a3%e9%87%8a%e7%9a%84%e8%82%a1%e7%a5%a8%e8%bf%90%e5%8a%a8%e9%a2%84%e6%b5%8b%ef%bc%9allmfactor%e5%9f%ba%e4%ba%8e%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%92%8cskgp\/","title":{"rendered":"\u53ef\u89e3\u91ca\u7684\u80a1\u7968\u8fd0\u52a8\u9884\u6d4b\uff1aLLMFactor\u57fa\u4e8e\u5927\u6a21\u578b\u548cSKGP"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" src=\"http:\/\/123.60.176.65\/wp-content\/uploads\/2024\/07\/640-4.png\" alt=\"\" class=\"wp-image-830\" style=\"width:645px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u672c\u6587\u4ecb\u7ecdLLMFactor \u7684\u65b0\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u901a\u8fc7\u987a\u5e8f\u77e5\u8bc6\u5f15\u5bfc\u63d0\u793a(SKGP)\u6765\u63d0\u53d6\u5f71\u54cd\u80a1\u7968\u8d70\u52bf\u7684\u56e0\u7d20\uff0c\u5e76\u63d0\u4f9b\u53ef\u89e3\u91ca\u7684\u80a1\u7968\u8fd0\u52a8\u9884\u6d4b\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. \u5f15\u8a00 (Introduction)<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ecb\u7ecd\u4e86\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u5728\u91d1\u878d\u9886\u57df\u7684\u5e94\u7528\uff0c\u7279\u522b\u662f\u9884\u6d4b\u80a1\u7968\u8d70\u52bf\u7684\u91cd\u8981\u6027\u3002<\/li>\n\n\n\n<li>\u8ba8\u8bba\u4e86\u6709\u6548\u5e02\u573a\u5047\u8bf4\uff08EMH\uff09\u53ca\u5176\u5c40\u9650\u6027\uff0c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u8bc6\u522b\u5e02\u573a\u6548\u7387\u7684\u504f\u5dee\u6765\u5bfb\u6c42\u8d85\u989d\u56de\u62a5\u3002<\/li>\n\n\n\n<li>\u5f3a\u8c03\u4e86\u65b0\u95fb\u62a5\u9053\u3001\u516c\u53f8\u95f4\u5173\u7cfb\u548c\u884c\u4e1a\u95f4\u8054\u7cfb\u5728\u7406\u89e3\u5e02\u573a\u52a8\u6001\u4e2d\u7684\u91cd\u8981\u6027\u3002<\/li>\n\n\n\n<li>\u63d0\u51fa\u4e86\u4f7f\u7528\u201c\u56e0\u7d20\u201d\u6765\u589e\u5f3a\u80a1\u7968\u8fd0\u52a8\u9884\u6d4b\u7684\u65b0\u4efb\u52a1\uff0c\u5e76\u4ecb\u7ecd\u4e86 LLMFactor \u6846\u67b6\u7684\u6982\u5ff5\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. \u76f8\u5173\u5de5\u4f5c (Related Work)<\/strong><\/h3>\n\n\n\n<p>\u76f8\u5173\u5de5\u4f5c\u6db5\u76d6\u4e86\u4ee5\u4e0b\u4e09\u4e2a\u4e3b\u8981\u9886\u57df\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528\u6587\u672c\u6570\u636e\u9884\u6d4b\u80a1\u7968\u8d70\u52bf (Stock Movement Prediction using Textual Data)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4ecb\u7ecd\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u6280\u672f\u5728\u9884\u6d4b\u80a1\u7968\u5e02\u573a\u8d8b\u52bf\u65b9\u9762\u7684\u5e94\u7528\u3002<\/li>\n\n\n\n<li>\u4e3e\u4f8b\u8bf4\u660e\u4e86\u5982\u4f55\u4f7f\u7528\u63a8\u6587\u548c\u5386\u53f2\u4ef7\u683c\u6570\u636e\u8fdb\u884c\u65f6\u95f4\u4f9d\u8d56\u6027\u9884\u6d4b\u3002<\/li>\n\n\n\n<li>\u8ba8\u8bba\u4e86\u591a\u6a21\u6001\u6570\u636e\uff08\u5982\u91d1\u878d\u6587\u672c\u6570\u636e\u548c\u589e\u5f3a\u578b\u80a1\u7968\u76f8\u5173\u6027\uff09\u7684\u5efa\u6a21\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li>\u5f3a\u8c03\u4e86\u4ece\u6587\u672c\u6570\u636e\u4e2d\u63d0\u53d6\u66f4\u7ec6\u7c92\u5ea6\u7684\u6d1e\u5bdf\u529b\u7684\u91cd\u8981\u6027\uff0c\u6bd4\u5982\u8bc6\u522b\u516c\u53f8\u4e8b\u4ef6\u4f5c\u4e3a\u80a1\u7968\u8fd0\u52a8\u7684\u9a71\u52a8\u529b\uff0c\u4ee5\u53ca\u5a92\u4f53\u60c5\u7eea\u4e0e\u5e02\u573a\u56de\u62a5\u4e4b\u95f4\u7684\u663e\u8457\u5173\u8054\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f7f\u7528 LLMs \u8fdb\u884c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b (Time-series Forecasting with LLMs)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u63cf\u8ff0\u4e86\u5927\u578b\u9884\u8bad\u7ec3\u53d8\u6362\u5668\uff08\u5982 GPT \u53d8\u4f53\uff09\u7684\u6784\u5efa\u548c\u5b83\u4eec\u4e30\u5bcc\u7684\u77e5\u8bc6\u5e93\u3002<\/li>\n\n\n\n<li>\u6307\u51fa\u4e86\u8fd9\u4e9b\u6a21\u578b\u5728\u5206\u6790\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u65b9\u9762\u7684\u5c40\u9650\u6027\uff0c\u5e76\u8ba8\u8bba\u4e86\u5982\u4f55\u8c03\u6574 LLMs \u4ee5\u63d0\u9ad8\u5176\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u65b9\u9762\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u63d0\u5230\u4e86\u4f7f\u7528\u63d0\u793a\u65b9\u6cd5\u5c06\u6570\u503c\u8f93\u5165\u8f93\u51fa\u8f6c\u6362\u4e3a\u6587\u672c\u63d0\u793a\uff0c\u4ece\u800c\u5c06\u9884\u6d4b\u4efb\u52a1\u6846\u67b6\u4e3a\u53e5\u5b50\u5230\u53e5\u5b50\u7684\u8f6c\u6362\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u63d0\u793a\u5de5\u7a0b (Prompt Engineering)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8ba8\u8bba\u4e86\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u4f7f LLMs \u6709\u6548\u5904\u7406\u5404\u79cd\u4efb\u52a1\u7684\u6311\u6218\u3002<\/li>\n\n\n\n<li>\u4ecb\u7ecd\u4e86\u4e0d\u540c\u7684\u63d0\u793a\u7b56\u7565\uff0c\u5982\u94fe\u5f0f\u601d\u7ef4\uff08CoT\uff09\u65b9\u6cd5\u3001\u751f\u6210\u77e5\u8bc6\u63d0\u793a\u6280\u672f\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\u3002<\/li>\n\n\n\n<li>\u8fd9\u4e9b\u6280\u672f\u542f\u53d1\u4e86\u672c\u7814\u7a76\u63d0\u51fa\u7684\u987a\u5e8f\u77e5\u8bc6\u5f15\u5bfc\u63d0\u793a\uff08SKGP\uff09\u7b56\u7565\uff0c\u65e8\u5728\u63d0\u9ad8\u91d1\u878d\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. LLMFactor \u6846\u67b6 (LLMFactor)<\/strong><\/h3>\n\n\n\n<p>\u672c\u7ae0\u8be6\u7ec6\u4ecb\u7ecd\u4e86 LLMFactor \u6846\u67b6\uff0c\u8fd9\u662f\u4e00\u4e2a\u521b\u65b0\u7684\u7cfb\u7edf\uff0c\u65e8\u5728\u901a\u8fc7\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u63d0\u53d6\u5f71\u54cd\u80a1\u7968\u5e02\u573a\u52a8\u6001\u7684\u6709\u5229\u56e0\u7d20\uff0c\u5e76\u63d0\u4f9b\u53ef\u89e3\u91ca\u7684\u80a1\u7968\u8d70\u52bf\u9884\u6d4b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1 \u4efb\u52a1\u5b9a\u4e49 (Task Definition)<\/strong><\/h3>\n\n\n\n<p>\u4efb\u52a1\u5b9a\u4e49\u90e8\u5206\u660e\u786e\u4e86 LLMFactor \u6846\u67b6\u7684\u76ee\u6807\uff1a\u9884\u6d4b\u7279\u5b9a\u80a1\u7968\uff08stocktarget\uff09\u5728\u76ee\u6807\u65e5\u671f\uff08datetarget\uff09\u7684\u4ef7\u683c\u8d70\u52bf\u3002\u8be5\u4efb\u52a1\u5229\u7528\u4e0e\u80a1\u7968\u76f8\u5173\u7684\u65b0\u95fb\uff08newstarget\uff09\u548c\u5386\u53f2\u80a1\u4ef7\u5e8f\u5217\uff08P\uff09\uff0c\u5c06\u80a1\u7968\u4ef7\u683c\u5e8f\u5217\u8f6c\u6362\u4e3a\u80a1\u7968\u8d70\u52bf\u7684\u4e8c\u5143\u8868\u793a\uff08\u02c6P\uff09\uff0c\u5176\u4e2d\u4e0a\u5347\u7528 1 \u8868\u793a\uff0c\u4e0b\u964d\u7528 0 \u8868\u793a\u3002\u76ee\u6807\u662f\u57fa\u4e8e\u7ed9\u5b9a\u7684\u65e5\u671f\u3001\u65b0\u95fb\u548c\u5386\u53f2\u8d70\u52bf\u5e8f\u5217\u6765\u9884\u6d4b\u4e0b\u4e00\u4e2a\u65f6\u95f4\u70b9\u7684\u80a1\u7968\u4ef7\u683c\u662f\u4e0a\u5347\u8fd8\u662f\u4e0b\u964d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 \u987a\u5e8f\u77e5\u8bc6\u5f15\u5bfc\u63d0\u793a (Sequential Knowledge-Guided Prompting, SKGP)<\/strong><\/h3>\n\n\n\n<p>SKGP \u662f LLMFactor \u6846\u67b6\u7684\u6838\u5fc3\u7b56\u7565\uff0c\u5206\u4e3a\u4e09\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"http:\/\/123.60.176.65\/wp-content\/uploads\/2024\/07\/640-1-2-1024x577.png\" alt=\"\" class=\"wp-image-831\"\/><\/figure>\n<\/div>\n\n\n<h4 class=\"wp-block-heading\">&nbsp;&nbsp;&nbsp;&nbsp;<strong>3.2.1 \u5339\u914d\u548c\u83b7\u53d6\u65b0\u95fb\u80cc\u666f\u77e5\u8bc6<\/strong><\/h4>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u7b2c\u4e00\u9636\u6bb5\u6d89\u53ca\u5339\u914d\u80a1\u7968\u4e0e\u76f8\u5173\u65b0\u95fb\uff0c\u5e76\u83b7\u53d6\u80cc\u666f\u77e5\u8bc6\u3002\u901a\u8fc7\u4f7f\u7528\u586b\u7a7a\u63d0\u793a\uff08fill-in-the-blank\uff09\u6280\u672f\uff0cLLMs \u88ab\u5f15\u5bfc\u751f\u6210\u4e0e\u80a1\u7968\u76f8\u5173\u7684\u80cc\u666f\u77e5\u8bc6\uff0c\u4f8b\u5982\u516c\u53f8\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u4e00\u6b65\u9aa4\u5bf9\u4e8e\u7406\u89e3\u65b0\u95fb\u5185\u5bb9\u548c\u9884\u6d4b\u80a1\u7968\u8d70\u52bf\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">&nbsp;&nbsp;&nbsp;&nbsp;<strong>3.2.2 \u751f\u6210\u53ef\u80fd\u5f71\u54cd\u80a1\u7968\u4ef7\u683c\u7684\u56e0\u7d20<\/strong><\/h4>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u7b2c\u4e8c\u9636\u6bb5\u662f\u4ece\u672a\u52a0\u5de5\u7684\u65b0\u95fb\u4e2d\u63d0\u53d6\u53ef\u80fd\u5f71\u54cd\u80a1\u7968\u4ef7\u683c\u7684\u5173\u952e\u56e0\u7d20\u3002\u4e0e\u4f20\u7edf\u7684\u5173\u952e\u8bcd\u63d0\u53d6\u6216\u60c5\u611f\u5206\u6790\u4e0d\u540c\uff0c\u8fd9\u4e00\u9636\u6bb5\u7684\u76ee\u7684\u662f\u63d0\u53d6\u4e0e\u80a1\u7968\u5e02\u573a\u52a8\u6001\u66f4\u76f4\u63a5\u76f8\u5173\u7684\u56e0\u7d20\uff0c\u8fd9\u4e9b\u56e0\u7d20\u5bf9\u4e8e\u9884\u6d4b\u80a1\u7968\u4ef7\u683c\u8d70\u52bf\u5177\u6709\u66f4\u9ad8\u7684\u89e3\u91ca\u6027\u548c\u53ef\u8bfb\u6027\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">&nbsp;&nbsp;&nbsp;&nbsp;<strong>3.2.3 \u9884\u6d4b\u80a1\u7968\u4ef7\u683c\u8d70\u52bf<\/strong><\/h4>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u7b2c\u4e09\u9636\u6bb5\u7ed3\u5408\u4e86\u524d\u4e24\u6b65\u4e2d\u63d0\u53d6\u7684\u80cc\u666f\u77e5\u8bc6\u548c\u56e0\u7d20\uff0c\u4ee5\u53ca\u5386\u53f2\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u6765\u9884\u6d4b\u80a1\u7968\u7684\u672a\u6765\u8d70\u52bf\u3002\u901a\u8fc7\u5c06\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u8f6c\u6362\u4e3a\u6587\u672c\u683c\u5f0f\uff0cLLMs \u80fd\u591f\u6839\u636e\u8fd9\u4e9b\u4fe1\u606f\u9884\u6d4b\u80a1\u7968\u4ef7\u683c\u7684\u4e0a\u5347\u6216\u4e0b\u964d\uff0c\u5e76\u63d0\u4f9b\u9884\u6d4b\u7684\u7406\u7531\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3 \u80a1\u7968\u5e02\u573a\u4e2d\u7684\u56e0\u7d20\u5206\u6790 (Factor Analysis in the Stock Market)<\/strong><\/h3>\n\n\n\n<p>\u56e0\u7d20\u5206\u6790\u90e8\u5206\u5c55\u793a\u4e86\u5982\u4f55\u5c06 SKGP \u6280\u672f\u5e94\u7528\u4e8e\u80a1\u7968\u5e02\u573a\uff0c\u4ee5\u53ca\u5982\u4f55\u5229\u7528\u63d0\u53d6\u7684\u56e0\u7d20\u6765\u63d0\u4f9b\u5bf9\u80a1\u7968\u5e02\u573a\u8d8b\u52bf\u7684\u6df1\u5165\u89c1\u89e3\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u5206\u6790 Nvidia \u80a1\u7968\u4ef7\u683c\u7684\u8d8b\u52bf\uff0cLLMFactor \u80fd\u591f\u8bc6\u522b\u51fa\u5f71\u54cd\u80a1\u4ef7\u7684\u5173\u952e\u56e0\u7d20\uff0c\u5982\u201cNvidia \u80a1\u7968\u5728\u4e00\u6708\u4efd\u7684\u6536\u76ca\u201d\u3001\u201c\u65b0\u4ea7\u54c1\u516c\u544a\u201d\u548c\u201cEV\u5236\u9020\u5546\u9009\u62e9 Nvidia Drive Thor\u201d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. \u5b9e\u9a8c (Experiments)<\/strong><\/h3>\n\n\n\n<p>\u672c\u7ae0\u662f\u5173\u4e8eLLMFactor\u6846\u67b6\u7684\u5b9e\u9a8c\u8bc4\u4f30\uff0c\u65e8\u5728\u9a8c\u8bc1\u5176\u5728\u80a1\u7968\u5e02\u573a\u9884\u6d4b\u65b9\u9762\u7684\u6709\u6548\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.1 \u6570\u636e\u96c6 (Datasets)<\/strong><\/h3>\n\n\n\n<p>\u5b9e\u9a8c\u4f7f\u7528\u4e86\u56db\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u6765\u8bc4\u4f30LLMFactor\u6846\u67b6\u7684\u6027\u80fd\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>StockNet<\/strong>\uff1a\u5305\u542b87\u4e2a\u7f8e\u56fd\u80a1\u5e02\u80a1\u7968\uff0c\u4ee5\u53ca\u76f8\u5173\u7684\u63a8\u6587\u548c2014\u5e74\u81f32016\u5e74\u95f4\u7684\u5386\u53f2\u4ef7\u683c\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>CMIN-US<\/strong>\uff1a\u6db5\u76d6\u7f8e\u56fd\u80a1\u5e02\u524d110\u652f\u80a1\u7968\uff0c\u4ee5\u53ca2018\u5e74\u81f32021\u5e74\u95f4\u7684\u63a8\u6587\u548c\u5386\u53f2\u4ef7\u683c\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>CMIN-CN<\/strong>\uff1a\u5305\u542b\u4e2d\u56fd\u80a1\u5e02CSI300\u6307\u6570\u4e2d\u7684300\u652f\u80a1\u7968\uff0c\u4ee5\u53ca\u540c\u671f\u7684\u63a8\u6587\u548c\u5386\u53f2\u4ef7\u683c\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>EDT<\/strong>\uff1a\u5305\u542b\u4ece2020\u5e74\u81f32021\u5e74\u95f4\u768454,080\u7bc7\u65b0\u95fb\u6587\u7ae0\uff0c\u4ee5\u53ca\u76f8\u5173\u7684\u7f8e\u56fd\u80a1\u5e02\u80a1\u7968\u548c\u4ef7\u683c\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"http:\/\/123.60.176.65\/wp-content\/uploads\/2024\/07\/640-2-2-1024x322.png\" alt=\"\" class=\"wp-image-832\"\/><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\"><strong>4.2 \u8bc4\u4f30\u6307\u6807 (Evaluation Metrics)<\/strong><\/h3>\n\n\n\n<p>\u4f7f\u7528\u4e86\u4ee5\u4e0b\u4e24\u4e2a\u4e3b\u8981\u8bc4\u4f30\u6307\u6807\u6765\u8861\u91cf\u9884\u6d4b\u6a21\u578b\u7684\u6027\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u51c6\u786e\u7387\uff08Accuracy, ACC\uff09<\/strong>\uff1a\u9884\u6d4b\u6b63\u786e\u7684\u6837\u672c\u6570\u5360\u603b\u6837\u672c\u6570\u7684\u6bd4\u4f8b\u3002<\/li>\n\n\n\n<li><strong>\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\uff08Matthews Correlation Coefficient, MCC\uff09<\/strong>\uff1a\u8861\u91cf\u5206\u7c7b\u6a21\u578b\u7684\u5e73\u8861\u6027\u548c\u51c6\u786e\u6027\u7684\u6307\u6807\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.3 \u57fa\u7ebf\u6a21\u578b (Baselines)<\/strong><\/h3>\n\n\n\n<p>\u5b9e\u9a8c\u4e2d\u5bf9\u6bd4\u4e86\u591a\u79cd\u57fa\u7ebf\u6a21\u578b\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u57fa\u4e8e\u5173\u952e\u8bcd\u7684\u6a21\u578b<\/strong>\uff1a\u5982PromptRank\u3001KeyBERT\u3001YAKE\u3001TextRank\u7b49\uff0c\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u63d0\u53d6\u6587\u672c\u4e2d\u7684\u5173\u952e\u8bcd\u6765\u9884\u6d4b\u80a1\u7968\u8d70\u52bf\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u4e8e\u60c5\u611f\u7684\u6a21\u578b<\/strong>\uff1a\u5982EDT\u3001FinGPT\u3001GPT\u7cfb\u5217\u6a21\u578b\u7b49\uff0c\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u5206\u6790\u6587\u672c\u7684\u60c5\u611f\u503e\u5411\u6765\u9884\u6d4b\u80a1\u7968\u5e02\u573a\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u4e8e\u65f6\u95f4\u5e8f\u5217\u7684\u6a21\u578b<\/strong>\uff1a\u5982CMIN\u548cStockNet\uff0c\u8fd9\u4e9b\u6a21\u578b\u7ed3\u5408\u4e86\u6587\u672c\u548c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u6765\u9884\u6d4b\u80a1\u7968\u8d70\u52bf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.4 \u5b9e\u65bd\u7ec6\u8282 (Implementation Details)<\/strong><\/h3>\n\n\n\n<p>\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5b9e\u9a8c\u7684\u5b9e\u65bd\u8fc7\u7a0b\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u96c6\u7684\u5212\u5206\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li>\u5173\u952e\u8bcd\u63d0\u53d6\u548c\u60c5\u611f\u5206\u6790\u7684\u5177\u4f53\u5b9e\u73b0\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5982gpt-3.5-turbo\u3001gpt-4\u7b49\uff0c\u4ee5\u53ca\u5b83\u4eec\u7684\u53c2\u6570\u8bbe\u7f6e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.5 \u7ed3\u679c (Results)<\/strong><\/h3>\n\n\n\n<p>\u5c55\u793a\u4e86LLMFactor\u548c\u5176\u4ed6\u57fa\u7ebf\u6a21\u578b\u5728\u56db\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\u7ed3\u679c\u3002LLMFactor\u5728\u6240\u6709\u8bc4\u4f30\u65b9\u6cd5\u4e0a\u5747\u4f18\u4e8e\u5176\u4ed6\u65b9\u6cd5\uff0c\u7279\u522b\u662f\u5728MCC\u6307\u6807\u4e0a\uff0c\u663e\u793a\u51fa\u5176\u5728\u9884\u6d4b\u51c6\u786e\u6027\u548c\u89e3\u91ca\u6027\u65b9\u9762\u7684\u4f18\u52bf\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"http:\/\/123.60.176.65\/wp-content\/uploads\/2024\/07\/640-3-2-1024x542.png\" alt=\"\" class=\"wp-image-833\"\/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"http:\/\/123.60.176.65\/wp-content\/uploads\/2024\/07\/640-4-1-1024x274.png\" alt=\"\" class=\"wp-image-834\"\/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"http:\/\/123.60.176.65\/wp-content\/uploads\/2024\/07\/640-5-1024x485.png\" alt=\"\" class=\"wp-image-835\"\/><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\"><strong>4.6 \u6570\u636e\u5206\u6790 (Data Analysis)<\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">&nbsp;&nbsp;&nbsp;&nbsp;<strong>4.6.1 \u6d88\u878d\u7814\u7a76 (Ablation Study)<\/strong><\/h4>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u901a\u8fc7\u6d88\u878d\u7814\u7a76\u6765\u8bc4\u4f30LLMFactor\u4e2d\u6bcf\u4e2a\u7ec4\u6210\u90e8\u5206\u7684\u8d21\u732e\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u63d0\u53d6\u7684\u56e0\u7d20\u5c42\u5bf9\u6574\u4f53\u6027\u80fd\u7684\u63d0\u5347\u6700\u4e3a\u663e\u8457\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">&nbsp;&nbsp;&nbsp;&nbsp;<strong>4.6.2 \u6848\u4f8b\u7814\u7a76 (Case Study)<\/strong><\/h4>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u901a\u8fc7\u5177\u4f53\u6848\u4f8b\u5c55\u793a\u4e86LLMFactor\u5728\u5b9e\u9645\u80a1\u7968\u5e02\u573a\u5206\u6790\u4e2d\u7684\u5e94\u7528\u6548\u679c\u3002\u4f8b\u5982\uff0c\u5206\u6790\u4e86\u82f9\u679c\u516c\u53f8\u548c\u7279\u65af\u62c9\u516c\u53f8\u7684\u80a1\u4ef7\u53d8\u52a8\uff0c\u5c55\u793a\u4e86LLMFactor\u5982\u4f55\u7ed3\u5408\u516c\u53f8\u80cc\u666f\u77e5\u8bc6\u3001\u5386\u53f2\u65b0\u95fb\u548c\u4ef7\u683c\u6570\u636e\u6765\u63d0\u4f9b\u80a1\u4ef7\u53d8\u52a8\u7684\u89e3\u91ca\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. \u7ed3\u8bba (Conclusion)<\/strong><\/h3>\n\n\n\n<p>LLMFactor\u5229\u7528\u987a\u5e8f\u77e5\u8bc6\u5f15\u5bfc\u63d0\u793a\uff08Sequential Knowledge-Guided Prompting, SKGP\uff09\u7b56\u7565\uff0c\u6210\u529f\u5730\u96c6\u6210\u4e86\u80cc\u666f\u77e5\u8bc6\u3001\u80a1\u7968\u76f8\u5173\u56e0\u7d20\u548c\u65f6\u95f4\u6570\u636e\uff0c\u4ee5\u9884\u6d4b\u80a1\u7968\u8d70\u52bf\u3002\u901a\u8fc7\u5728\u56db\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u7684\u4e25\u683c\u6d4b\u8bd5\uff0cLLMFactor\u8bc1\u660e\u4e86\u5176\u5728\u51c6\u786e\u6027\u548c\u89e3\u91ca\u6027\u65b9\u9762\u4f18\u4e8e\u4f9d\u8d56\u5173\u952e\u8bcd\u3001\u60c5\u611f\u5206\u6790\u548c\u591a\u6a21\u6001\u6570\u636e\u8f93\u5165\u7684\u6700\u65b0\u6280\u672f\uff08state-of-the-art, SOTAs\uff09\u3002\u6b64\u5916\uff0c\u672c\u7814\u7a76\u8fd8\u6307\u51fa\u4e86\u4e09\u4e2a\u4e3b\u8981\u5c40\u9650\u6027\uff0c\u5e76\u5bf9\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u63d0\u51fa\u4e86\u5c55\u671b\uff0c\u5305\u62ec\u6539\u8fdb\u65f6\u95f4\u6570\u636e\u5230\u6587\u672c\u683c\u5f0f\u7684\u8f6c\u6362\u65b9\u6cd5\u3001\u63d0\u9ad8\u5b9e\u9a8c\u7ed3\u679c\u7684\u53ef\u590d\u5236\u6027\uff0c\u4ee5\u53ca\u8bc4\u4f30\u4e0d\u540c\u957f\u5ea6\u548c\u7c7b\u578b\u6587\u672c\u4e2d\u63d0\u53d6\u56e0\u7d20\u7684\u8d28\u91cf\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u672c\u6587\u5185\u5bb9\u4ec5\u4ec5\u662f\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u5e76\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/mark><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a\u672c\u6587\u4ecb\u7ecdLLMFactor \u7684\u65b0\u6846\u67b6&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/laoyulaoyu.com\/index.php\/2024\/07\/16\/%e5%8f%af%e8%a7%a3%e9%87%8a%e7%9a%84%e8%82%a1%e7%a5%a8%e8%bf%90%e5%8a%a8%e9%a2%84%e6%b5%8b%ef%bc%9allmfactor%e5%9f%ba%e4%ba%8e%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%92%8cskgp\/\">Continue reading<span class=\"screen-reader-text\">\u53ef\u89e3\u91ca\u7684\u80a1\u7968\u8fd0\u52a8\u9884\u6d4b\uff1aLLMFactor\u57fa\u4e8e\u5927\u6a21\u578b\u548cSKGP<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[6],"class_list":["post-829","post","type-post","status-publish","format-standard","hentry","category-aiinvest","tag-6","entry"],"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/829","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=829"}],"version-history":[{"count":0,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/829\/revisions"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=829"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=829"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=829"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}