{"id":906,"date":"2024-07-22T07:31:00","date_gmt":"2024-07-21T23:31:00","guid":{"rendered":"https:\/\/www.laoyulaoyu.com\/?p=906"},"modified":"2024-07-22T07:31:00","modified_gmt":"2024-07-21T23:31:00","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%9c%a8%e9%87%91%e8%9e%8d%e9%a2%86%e5%9f%9f%e7%9a%84%e5%ba%94%e7%94%a8%e3%80%81%e5%89%8d%e6%99%af%e5%92%8c%e6%8c%91%e6%88%98-%ef%bc%88%e6%99%ae%e6%9e%97%e6%96%af%e9%a1%bf","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/07\/22\/%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%9c%a8%e9%87%91%e8%9e%8d%e9%a2%86%e5%9f%9f%e7%9a%84%e5%ba%94%e7%94%a8%e3%80%81%e5%89%8d%e6%99%af%e5%92%8c%e6%8c%91%e6%88%98-%ef%bc%88%e6%99%ae%e6%9e%97%e6%96%af%e9%a1%bf\/","title":{"rendered":"\u5927\u6a21\u578b\u5728\u91d1\u878d\u9886\u57df\u7684\u5e94\u7528\u3001\u524d\u666f\u548c\u6311\u6218 \uff08\u666e\u6797\u65af\u987f&amp;\u725b\u6d25\u5927\u5b66\uff09"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-12-1024x631.webp\" alt=\"\" class=\"wp-image-908\"\/><\/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\u4f5c\u8005\u6765\u81ea\u666e\u6797\u65af\u987f\u548c\u725b\u6d25\u5927\u5b66\u3002\u8bba\u6587\u5168\u9762\u63a2\u8ba8\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u91d1\u878d\u9886\u57df\u7684\u5e94\u7528\uff0c\u5305\u62ec\u5b83\u4eec\u7684\u8fdb\u6b65\u3001\u524d\u666f\u548c\u6311\u6218\u3002\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2406.11903\" data-type=\"link\" data-id=\"https:\/\/arxiv.org\/abs\/2406.11903\" target=\"_blank\" rel=\"noreferrer noopener\">[2406.11903] A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges (arxiv.org)<\/a><\/pre>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. \u5f15\u8a00 (Introduction)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f15\u8a00\u4ecb\u7ecd\u4e86\u91d1\u878d\u9886\u57df\u7684\u590d\u6742\u6027\u548c\u6280\u672f\u878d\u5408\u7684\u91cd\u8981\u6027\uff0c\u5e76\u5f3a\u8c03\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u91d1\u878d\u9886\u57df\u5e94\u7528\u7684\u6f5c\u529b\u548c\u4f18\u52bf\u3002\u540c\u65f6\uff0c\u5b83\u6982\u8ff0\u4e86LLMs\u5728\u91d1\u878d\u5206\u6790\u4e2d\u7684\u591a\u79cd\u7528\u9014\uff0c\u5982\u60c5\u611f\u5206\u6790\u3001\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u548c\u91d1\u878d\u63a8\u7406\uff0c\u5e76\u6307\u51fa\u4e86\u5728\u91d1\u878d\u9886\u57df\u5e94\u7528LLMs\u65f6\u9762\u4e34\u7684\u6311\u6218\uff0c\u5982\u6570\u636e\u95ee\u9898\u3001\u5efa\u6a21\u95ee\u9898\u3001\u57fa\u51c6\u6d4b\u8bd5\u548c\u4f26\u7406\u95ee\u9898\u3002\u6b64\u5916\uff0c\u5f15\u8a00\u90e8\u5206\u8fd8\u56de\u987e\u4e86\u76f8\u5173\u7814\u7a76\uff0c\u6307\u51fa\u4e86\u73b0\u6709\u6587\u732e\u7684\u4e0d\u8db3\uff0c\u5e76\u63d0\u51fa\u4e86\u672c\u7814\u7a76\u65e8\u5728\u586b\u8865\u7684\u7a7a\u767d\uff0c\u5373\u63d0\u4f9b\u5bf9\u91d1\u878d\u9886\u57dfLLMs\u5e94\u7528\u7684\u5168\u9762\u5ba1\u89c6\uff0c\u5e76\u4e3a\u672a\u6765\u7684\u7814\u7a76\u548c\u5b9e\u8df5\u63d0\u4f9b\u6307\u5bfc\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-1-7.webp\" alt=\"\" class=\"wp-image-910\"\/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-9-1-1024x489.webp\" alt=\"\" class=\"wp-image-912\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. \u6a21\u578b (Models)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7ae0\u6df1\u5165\u63a2\u8ba8\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u91d1\u878d\u9886\u57df\u7684\u5e94\u7528\uff0c\u5305\u62ec\u6a21\u578b\u7684\u5206\u7c7b\u3001\u4f18\u52bf\u3001\u4ee5\u53ca\u5b83\u4eec\u5982\u4f55\u9002\u5e94\u91d1\u878d\u4efb\u52a1\u7684\u7279\u5b9a\u9700\u6c42<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-2-7-1024x628.webp\" alt=\"\" class=\"wp-image-911\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>2.1 \u6a21\u578b\u96c6\u5408 (Collections of Models)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7ae0\u4ecb\u7ecd\u4e86\u51e0\u79cd\u4e3b\u8981\u7684\u901a\u7528\u548c\u91d1\u878d\u9886\u57df\u7279\u5b9a\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u4f8b\u5982\uff0cGPT\u7cfb\u5217\u6a21\u578b\u4ee5\u5176\u81ea\u6ce8\u610f\u529b\u673a\u5236\u548c\u4f4d\u7f6e\u5d4c\u5165\u6355\u6349\u6587\u672c\u4e2d\u7684\u957f\u8ddd\u79bb\u4f9d\u8d56\u6027\u800c\u95fb\u540d\u3002Ploutos\u662f\u57fa\u4e8eGPT-4\u7684\u91d1\u878dLLM\u6846\u67b6\uff0c\u5b83\u901a\u8fc7\u6574\u5408\u591a\u6a21\u6001\u6570\u636e\u548c\u5386\u53f2\u80a1\u7968\u6570\u636e\u6765\u63d0\u9ad8\u9884\u6d4b\u7684\u51c6\u786e\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u6a21\u578b\u901a\u8fc7\u5176\u6df1\u5ea6\u53cc\u5411\u67b6\u6784\uff0c\u80fd\u591f\u5b66\u4e60\u4e0a\u4e0b\u6587\u8868\u793a\uff0c\u4ece\u800c\u5728\u91d1\u878d\u6587\u672c\u4e0a\u8fdb\u884c\u4e86\u6301\u7eed\u9884\u8bad\u7ec3\uff0c\u4ea7\u751f\u4e86\u5982FinBERT-19\u3001FinBERT-20\u548cFinBERT-21\u7b49\u91d1\u878d\u9886\u57df\u7279\u5b9a\u53d8\u4f53\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u5728\u91d1\u878d\u8bed\u6599\u5e93\u4e0a\u7684\u9884\u8bad\u7ec3\uff0c\u589e\u5f3a\u4e86\u5bf9\u91d1\u878d\u6587\u672c\u7684\u60c5\u611f\u5206\u6790\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">T5\u6a21\u578b\uff0c\u5373Text-to-Text Transfer Transformer\uff0c\u662f\u4e00\u4e2a\u7edf\u4e00\u6846\u67b6\uff0c\u5c06\u6240\u6709\u6587\u672c\u5904\u7406\u4efb\u52a1\u89c6\u4e3a\u201c\u6587\u672c\u5230\u6587\u672c\u201d\u7684\u95ee\u9898\u3002BBT-FinT5\u662f\u4e3a\u4e2d\u56fd\u5e02\u573a\u5b9a\u5236\u7684T5\u53d8\u4f53\uff0c\u5b83\u7ed3\u5408\u4e86\u77e5\u8bc6\u589e\u5f3a\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ELECTRA\u6a21\u578b\u5f15\u5165\u4e86\u751f\u6210\u5668-\u9274\u522b\u5668\u6846\u67b6\uff0c\u7528\u4e8e\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u3002FLANG\u662f\u57fa\u4e8eELECTRA\u7684\u91d1\u878d\u9886\u57df\u53d8\u4f53\uff0c\u5b83\u901a\u8fc7\u9009\u62e9\u6027\u6807\u8bb0\u63a9\u853d\u548c\u8de8\u5ea6\u8fb9\u754c\u76ee\u6807\u6765\u5904\u7406\u91d1\u878d\u8bed\u8a00\u7684\u590d\u6742\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">BLOOM\u662f\u4e00\u4e2a\u57fa\u7840\u7684\u591a\u8bed\u8a00LLM\uff0c\u652f\u6301\u591a\u79cd\u8bed\u8a00\u3002BloombergGPT\u548cXuanYuan 2.0\u662f\u4eceBLOOM\u884d\u751f\u51fa\u6765\u7684\uff0c\u4e13\u6ce8\u4e8e\u91d1\u878d\u5e94\u7528\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Llama\u7cfb\u5217\u6a21\u578b\u63d0\u4f9b\u4e86\u4e0d\u540c\u5927\u5c0f\u7684\u7075\u6d3b\u6027\uff0c\u5e76\u4e14\u5728\u5927\u591a\u6570\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u4e8e\u66f4\u5927\u7684\u6a21\u578b\u3002Llama\u7684\u91d1\u878d\u53d8\u4f53\uff0c\u5982FinMA\u3001Fin-Llama\u3001Cornucopia \u2013 Chinese\u7b49\uff0c\u4e3a\u5404\u79cd\u91d1\u878d\u4efb\u52a1\u63d0\u4f9b\u4e86\u4e13\u4e1a\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2.2 \u96f6\u6837\u672c\u5b66\u4e60\u4e0e\u5fae\u8c03 (Zero-shot vs Fine-tuning)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7ae0\u8ba8\u8bba\u4e86LLMs\u5728\u5e94\u7528\u4e2d\u7684\u4e24\u79cd\u4e0d\u540c\u9002\u5e94\u65b9\u6cd5\uff1a\u96f6\u6837\u672c\u5b66\u4e60\u548c\u5fae\u8c03\u3002\u96f6\u6837\u672c\u5b66\u4e60\u5141\u8bb8\u6a21\u578b\u57fa\u4e8e\u5176\u73b0\u6709\u7684\u77e5\u8bc6\u548c\u6cdb\u5316\u80fd\u529b\u6765\u9884\u6d4b\u6216\u6267\u884c\u672a\u660e\u786e\u8bad\u7ec3\u7684\u4efb\u52a1\u3002\u5fae\u8c03\u5219\u662f\u5728\u7279\u5b9a\u6570\u636e\u96c6\u6216\u7279\u5b9a\u4efb\u52a1\u4e0a\u8c03\u6574\u9884\u8bad\u7ec3\u6a21\u578b\u4ee5\u63d0\u9ad8\u5176\u51c6\u786e\u6027\u548c\u6027\u80fd\u3002\u8bba\u6587\u8fd8\u4ecb\u7ecd\u4e86\u4e00\u4e9b\u63d0\u9ad8\u5fae\u8c03\u6548\u7387\u7684\u6280\u672f\uff0c\u5982\u6307\u4ee4\u8c03\u6574\u3001\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u548c\u91cf\u5316LLMs\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2.3 \u4e3a\u4ec0\u4e48\u5728\u91d1\u878d\u4e2d\u5e94\u7528LLMs (Why Applying LLMs in Finance)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u90e8\u5206\u6df1\u5165\u63a2\u8ba8\u4e86\u5728\u91d1\u878d\u5206\u6790\u4e2d\u5e94\u7528LLMs\u7684\u539f\u56e0\uff0c\u5f3a\u8c03\u4e86\u5b83\u4eec\u5728\u91d1\u878d\u9886\u57df\u7684\u4e00\u822c\u548c\u7279\u5b9a\u4f18\u52bf\u3002LLMs\u5728\u7406\u89e3\u590d\u6742\u7684\u91d1\u878d\u672f\u8bed\u3001\u884c\u8bdd\u548c\u7ec6\u5fae\u8868\u8fbe\u65b9\u9762\u5177\u6709\u5148\u8fdb\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3002\u5b83\u4eec\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5c31\u5bf9\u5927\u91cf\u4e92\u8054\u7f51\u6587\u672c\u8fdb\u884c\u4e86\u5b66\u4e60\uff0c\u8fd9\u4e3a\u5b83\u4eec\u63d0\u4f9b\u4e86\u5e7f\u6cdb\u7684\u8bed\u8a00\u7406\u89e3\u80fd\u529b\uff0c\u53ef\u4ee5\u9488\u5bf9\u7279\u5b9a\u7684\u91d1\u878d\u4efb\u52a1\u8fdb\u884c\u5fae\u8c03\uff0c\u51cf\u5c11\u4e86\u5bf9\u5927\u578b\u9886\u57df\u7279\u5b9a\u6570\u636e\u96c6\u7684\u4f9d\u8d56\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLMs\u8fd8\u8868\u73b0\u51fa\u53ef\u6269\u5c55\u6027\uff0c\u80fd\u591f\u5feb\u901f\u5904\u7406\u5927\u91cf\u6587\u672c\uff0c\u4e3a\u91d1\u878d\u51b3\u7b56\u8005\u63d0\u4f9b\u5373\u65f6\u6d1e\u89c1\u3002\u6b64\u5916\uff0cLLMs\u7684\u591a\u6a21\u6001\u80fd\u529b\u4f7f\u5b83\u4eec\u80fd\u591f\u6574\u5408\u5404\u79cd\u6570\u636e\u6e90\uff0c\u5982\u65b0\u95fb\u6587\u7ae0\u7684\u6587\u672c\u3001\u8d22\u52a1\u62a5\u8868\u7684\u6570\u5b57\u6570\u636e\u548c\u5e02\u573a\u56fe\u8868\u7684\u89c6\u89c9\u6570\u636e\u3002LLMs\u7684\u53ef\u89e3\u91ca\u6027\u4e5f\u4e3a\u91d1\u878d\u5e94\u7528\u4e2d\u7684\u900f\u660e\u5ea6\u548c\u4fe1\u4efb\u5ea6\u63d0\u4f9b\u4e86\u589e\u5f3a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\uff0cLLMs\u7684\u5b9a\u5236\u5316\u80fd\u529b\u4f7f\u5b83\u4eec\u80fd\u591f\u9002\u5e94\u7279\u5b9a\u7684\u91d1\u878d\u5de5\u5177\u6216\u5e02\u573a\u6761\u4ef6\uff0c\u901a\u8fc7\u6574\u5408\u9886\u57df\u7279\u5b9a\u6570\u636e\u548c\u53c2\u6570\uff0cLLMs\u53ef\u4ee5\u88ab\u8bad\u7ec3\u4ee5\u4e13\u6ce8\u4e8e\u91d1\u878d\u5e02\u573a\u7684\u7279\u5b9a\u65b9\u9762<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. \u5e94\u7528 (Applications)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7ae0\u901a\u8fc7\u6df1\u5165\u5206\u6790LLMs\u5728\u91d1\u878d\u9886\u57df\u7684\u5404\u79cd\u5e94\u7528\uff0c\u5c55\u793a\u4e86\u5b83\u4eec\u5982\u4f55\u8f6c\u53d8\u91d1\u878d\u5206\u6790\u7684\u5b9e\u8df5\uff0c\u5e76\u63d0\u4f9b\u4e86\u5bf9\u672a\u6765\u7814\u7a76\u65b9\u5411\u7684\u89c1\u89e3\u3002\u8fd9\u4e9b\u5e94\u7528\u4e0d\u4ec5\u8986\u76d6\u4e86\u91d1\u878d\u5206\u6790\u7684\u4f20\u7edf\u9886\u57df\uff0c\u8fd8\u63a2\u7d22\u4e86\u65b0\u5174\u7684\u9886\u57df\uff0c\u5982\u57fa\u4e8e\u4ee3\u7406\u7684\u5efa\u6a21\u548c\u5b9e\u65f6\u91d1\u878d\u63a8\u7406\uff0c\u4e3a\u91d1\u878d\u9886\u57df\u7684\u521b\u65b0\u63d0\u4f9b\u4e86\u65b0\u7684\u673a\u4f1a<strong><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3.1 \u8bed\u8a00\u4efb\u52a1 (Linguistic Tasks)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLMs\u5728\u91d1\u878d\u9886\u57df\u7684\u8bed\u8a00\u4efb\u52a1\u4e2d\u626e\u6f14\u7740\u91cd\u8981\u89d2\u8272\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u5927\u91cf\u91d1\u878d\u6587\u6863\u548c\u62a5\u544a\u65f6\u3002\u8fd9\u4e9b\u4efb\u52a1\u5305\u62ec\u6587\u672c\u6458\u8981\u3001\u4fe1\u606f\u63d0\u53d6\u3001\u6587\u6863\u7ed3\u6784\u5904\u7406\u548c\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-3-7.webp\" alt=\"\" class=\"wp-image-913\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6587\u672c\u6458\u8981\u4e0e\u4fe1\u606f\u63d0\u53d6<\/strong>\uff1aLLMs\u80fd\u591f\u5c06\u957f\u7bc7\u91d1\u878d\u6587\u6863\u538b\u7f29\u6210\u7b80\u6d01\u7684\u6458\u8981\uff0c\u540c\u65f6\u4fdd\u7559\u5173\u952e\u4fe1\u606f\u3002\u7814\u7a76\u8005\u901a\u8fc7\u5206\u5272\u6587\u6863\u3001\u4f7f\u7528\u7279\u5b9a\u6a21\u578b\u6216\u7ed3\u6784\u5316\u5143\u7d20\u6765\u63d0\u9ad8\u5904\u7406\u957f\u6587\u672c\u7684\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ba1\u7406\u591a\u6837\u5316\u7684\u6587\u6863\u7ed3\u6784<\/strong>\uff1aLLMs\u5904\u7406\u5305\u542b\u56fe\u50cf\u3001\u56fe\u8868\u548c\u8868\u683c\u7684PDF\u6587\u4ef6\u65f6\u9762\u4e34\u6311\u6218\u3002\u89e3\u51b3\u65b9\u6848\u5305\u62ec\u5c06PDF\u8f6c\u6362\u4e3a\u6587\u672c\u6216\u4f7f\u7528\u5e03\u5c40\u611f\u77e5\u6a21\u578b\u6765\u7406\u89e3\u6587\u6863\u4e2d\u7684\u7a7a\u95f4\u5e03\u5c40\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b (NER)<\/strong>\uff1a\u5728\u91d1\u878d\u9886\u57df\u4e2d\uff0cNER\u7528\u4e8e\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u516c\u53f8\u540d\u79f0\u3001\u80a1\u7968\u7b26\u53f7\u3001\u8d22\u52a1\u6307\u6807\u7b49\u5b9e\u4f53\u3002LLMs\u901a\u8fc7\u9884\u8bad\u7ec3\u77e5\u8bc6\u589e\u5f3a\u4e86\u5728\u590d\u6742\u91d1\u878d\u6587\u672c\u4e2d\u8bc6\u522b\u5b9e\u4f53\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3.2 \u60c5\u611f\u5206\u6790 (Sentiment Analysis)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u60c5\u611f\u5206\u6790\u662f\u91d1\u878d\u9886\u57df\u4e2d\u7684\u4e00\u9879\u5173\u952e\u4efb\u52a1\uff0c\u5b83\u6d89\u53ca\u5bf9\u6587\u672c\u6570\u636e\u4e2d\u8868\u8fbe\u7684\u610f\u89c1\u3001\u60c5\u611f\u3001\u4e3b\u89c2\u6027\u548c\u60c5\u7eea\u7684\u91cf\u5316\u63a2\u7d22\u3002LLMs\u5728\u6b64\u9886\u57df\u7684\u5e94\u7528\u5305\u62ec\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-4-6-1024x537.webp\" alt=\"\" class=\"wp-image-914\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u793e\u4ea4\u5a92\u4f53\u548c\u65b0\u95fb<\/strong>\uff1aLLMs\u80fd\u591f\u5206\u6790\u793e\u4ea4\u5a92\u4f53\u548c\u65b0\u95fb\u4e2d\u7684\u516c\u4f17\u60c5\u7eea\uff0c\u8fd9\u4e9b\u60c5\u7eea\u53ef\u80fd\u9884\u6d4b\u5e02\u573a\u52a8\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u516c\u53f8\u62ab\u9732<\/strong>\uff1a\u901a\u8fc7\u5206\u6790\u516c\u53f8\u8d22\u62a5\u7535\u8bdd\u4f1a\u8bae\u548c\u5b98\u65b9\u58f0\u660e\u4e2d\u7684\u60c5\u611f\uff0cLLMs\u53ef\u4ee5\u63ed\u793a\u5f71\u54cd\u6295\u8d44\u8005\u51b3\u7b56\u548c\u7ba1\u7406\u5e02\u573a\u611f\u77e5\u7684\u6f5c\u5728\u60c5\u7eea\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5e02\u573a\u7814\u7a76\u62a5\u544a\u548c\u653f\u7b56\u7ecf\u6d4e\u6307\u6807<\/strong>\uff1aLLMs\u4e5f\u88ab\u7528\u4e8e\u5206\u6790\u653f\u7b56\u6587\u4ef6\u548c\u7ecf\u6d4e\u6307\u6807\u62a5\u544a\u4e2d\u7684\u60c5\u611f\uff0c\u4ee5\u6307\u5bfc\u6295\u8d44\u51b3\u7b56\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3.3 \u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u5206\u6790 (Financial Time Series Analysis)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLMs\u5728\u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u4e2d\u7684\u5e94\u7528\u5305\u62ec\u9884\u6d4b\u5e02\u573a\u8d8b\u52bf\u3001\u68c0\u6d4b\u5f02\u5e38\u548c\u5206\u7c7b\u91d1\u878d\u6570\u636e\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"alignleft size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-5-3-702x1024.webp\" alt=\"\" class=\"wp-image-915\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9884\u6d4b<\/strong>\uff1aLLMs\u76f4\u63a5\u7528\u4e8e\u80a1\u7968\u5e02\u573a\u548c\u5176\u4ed6\u91d1\u878d\u6307\u6807\u7684\u9884\u6d4b\uff0c\u901a\u8fc7\u6574\u5408\u591a\u79cd\u6570\u636e\u6e90\u63d0\u4f9b\u7a33\u5065\u7684\u9884\u6d4b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1aLLMs\u80fd\u591f\u8bc6\u522b\u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u5f02\u5e38\u6a21\u5f0f\u6216\u79bb\u7fa4\u503c\uff0c\u5bf9\u4e8e\u98ce\u9669\u7ba1\u7406\u548c\u6b3a\u8bc8\u68c0\u6d4b\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6570\u636e\u589e\u5f3a\u548c\u63d2\u8865<\/strong>\uff1aLLMs\u901a\u8fc7\u751f\u6210\u5408\u6210\u6570\u636e\u6765\u589e\u5f3a\u73b0\u6709\u6570\u636e\u96c6\uff0c\u6216\u586b\u8865\u7f3a\u5931\u7684\u6570\u636e\u70b9\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3.4 \u91d1\u878d\u63a8\u7406 (Financial Reasoning)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLMs\u652f\u6301\u91d1\u878d\u63a8\u7406\uff0c\u5305\u62ec\u6218\u7565\u89c4\u5212\u3001\u6295\u8d44\u5efa\u8bae\u3001\u51b3\u7b56\u652f\u6301\u548c\u5b9e\u65f6\u63a8\u7406\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-6-2-1024x380.webp\" alt=\"\" class=\"wp-image-916\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89c4\u5212<\/strong>\uff1aLLMs\u5206\u6790\u5e02\u573a\u8d8b\u52bf\u548c\u7ade\u4e89\u6570\u636e\uff0c\u5e2e\u52a9\u7ec4\u7ec7\u5236\u5b9a\u5546\u4e1a\u7b56\u7565\u548c\u8d22\u52a1\u89c4\u5212\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u63a8\u8350<\/strong>\uff1aLLMs\u63d0\u4f9b\u57fa\u4e8e\u4e2a\u4eba\u98ce\u9669\u504f\u597d\u548c\u5e02\u573a\u6761\u4ef6\u7684\u4e2a\u6027\u5316\u6295\u8d44\u5efa\u8bae\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u652f\u6301\u51b3\u7b56<\/strong>\uff1aLLMs\u901a\u8fc7\u76d1\u63a7\u5e02\u573a\u8d8b\u52bf\u548c\u65b0\u95fb\uff0c\u63d0\u4f9b\u53ca\u65f6\u7684\u66f4\u65b0\u548c\u8b66\u62a5\uff0c\u5e2e\u52a9\u7528\u6237\u8c03\u6574\u7b56\u7565\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9e\u65f6\u63a8\u7406<\/strong>\uff1aLLMs\u63d0\u4f9b\u5373\u65f6\u548c\u52a8\u6001\u7684\u4ea4\u4e92\uff0c\u901a\u8fc7\u804a\u5929\u673a\u5668\u4eba\u548c\u865a\u62df\u52a9\u624b\u63d0\u4f9b\u51c6\u786e\u3001\u76f8\u5173\u548c\u53ca\u65f6\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3.5 \u57fa\u4e8e\u4ee3\u7406\u7684\u5efa\u6a21 (Agent-based Modeling)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e\u4ee3\u7406\u7684\u5efa\u6a21\uff08ABM\uff09\u662f\u4e00\u79cd\u6a21\u62df\u590d\u6742\u7cfb\u7edf\u7684\u65b9\u6cd5\uff0c\u7279\u522b\u662f\u5728\u91d1\u878d\u9886\u57df\u4e2d\u3002LLMs\u4e0eABM\u7684\u7ed3\u5408\u4e3a\u5e02\u573a\u548c\u7ecf\u6d4e\u6d3b\u52a8\u7684\u6a21\u62df\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-7-2-1024x356.webp\" alt=\"\" class=\"wp-image-917\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4ea4\u6613\u548c\u6295\u8d44<\/strong>\uff1aLLMs\u589e\u5f3a\u7684\u4ea4\u6613\u4ee3\u7406\u80fd\u591f\u5904\u7406\u5927\u91cf\u6570\u636e\u5e76\u6267\u884c\u9ad8\u7cbe\u5ea6\u4ea4\u6613\uff0c\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u6295\u8d44\u7b56\u7565\u548c\u6d1e\u5bdf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6a21\u62df\u5e02\u573a\u548c\u7ecf\u6d4e\u6d3b\u52a8<\/strong>\uff1aLLMs\u589e\u5f3a\u7684ABM\u80fd\u591f\u6a21\u62df\u590d\u6742\u7684\u5b8f\u89c2\u7ecf\u6d4e\u6d3b\u52a8\uff0c\u63d0\u4f9b\u5bf9\u4e0d\u540c\u7ecf\u6d4e\u56e0\u7d20\u76f8\u4e92\u4f5c\u7528\u7684\u6df1\u5165\u7406\u89e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u81ea\u52a8\u5316\u91d1\u878d\u6d41\u7a0b<\/strong>\uff1aLLMs\u96c6\u6210\u5230\u91d1\u878d\u6d41\u7a0b\u4e2d\uff0c\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7a0b\u751f\u6210\u548c\u6218\u7565\u89c4\u5212\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u591a\u4ee3\u7406\u7cfb\u7edf<\/strong>\uff1a\u591a\u4ee3\u7406\u7cfb\u7edf\u5229\u7528LLMs\u63d0\u9ad8\u91d1\u878d\u7b56\u7565\u7684\u7a33\u5065\u6027\u548c\u51c6\u786e\u6027\uff0c\u6a21\u62df\u5404\u79cd\u4ee3\u7406\u4e4b\u95f4\u7684\u4e92\u52a8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3.6 \u5176\u4ed6\u5e94\u7528 (Other Applications)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLMs\u5728\u91d1\u878d\u9886\u57df\u7684\u5176\u4ed6\u5e94\u7528\u5305\u62ec\u4e91\u8ba1\u7b97\u96c6\u6210\u3001\u81ea\u52a8\u5316\u5ba2\u6237\u670d\u52a1\u3001\u5408\u89c4\u6027\u68c0\u67e5\u7b49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. \u6570\u636e\u96c6\u3001\u4ee3\u7801\u548c\u57fa\u51c6 (Datasets, Code and Benchmark)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>4.1 \u6570\u636e\u96c6 (Datasets)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u56db\u7ae0\u9996\u5148\u4ecb\u7ecd\u4e86\u591a\u79cd\u91d1\u878d\u9886\u57df\u7684\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u5bf9\u4e8e\u8bad\u7ec3\u548c\u8bc4\u4f30\u7279\u5b9a\u91d1\u878d\u4efb\u52a1\u7684\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002\u5305\u62ec\u60c5\u611f\u5206\u6790\u3001\u95ee\u9898\u56de\u7b54\u3001\u5173\u7cfb\u63d0\u53d6\u548c\u6570\u503c\u63a8\u7406\u7b49\u4efb\u52a1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u522b\u63d0\u5230\u4e86Financial PhraseBank (FPB)\u3001Financial Question Answering and Opinion Mining (FiQA)\u3001FinQA\u7b49\u6570\u636e\u96c6\uff0c\u5b83\u4eec\u5206\u522b\u7528\u4e8e\u91d1\u878d\u60c5\u611f\u5206\u6790\u3001\u57fa\u4e8e\u65b9\u9762\u7684\u60c5\u611f\u5206\u6790\u548c\u91d1\u878d\u6570\u636e\u7684\u6570\u503c\u63a8\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>4.2 \u57fa\u51c6\u548c\u4ee3\u7801 (Benchmarks and Code)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u51c6\u6d4b\u8bd5\u5bf9\u4e8e\u8bc4\u4f30LLMs\u5728\u91d1\u878d\u9886\u57df\u7684\u8868\u73b0\u81f3\u5173\u91cd\u8981\uff0c\u5b83\u4eec\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u7684\u5ea6\u91cf\uff0c\u786e\u4fdd\u4e86\u91d1\u878d\u6587\u672c\u7406\u89e3\u548c\u9884\u6d4b\u7684\u53ef\u9760\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">FLUE\uff08Financial Language Understanding Evaluation\uff09\u662f\u4e00\u4e2a\u5168\u9762\u7684\u57fa\u51c6\u6d4b\u8bd5\u5957\u4ef6\uff0c\u8bbe\u8ba1\u7528\u4e8e\u8bc4\u4f30\u8bed\u8a00\u6a21\u578b\u5728\u5404\u79cd\u91d1\u878dNLP\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u8fd8\u4ecb\u7ecd\u4e86FLANG-BERT\u548cFLANG-ELECTRA\uff0c\u8fd9\u4e24\u79cd\u6a21\u578b\u4e13\u95e8\u9488\u5bf9\u91d1\u878d\u6570\u636e\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u5e76\u91c7\u7528\u4e86\u65b0\u9896\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-8-1-1024x689.webp\" alt=\"\" class=\"wp-image-918\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. \u6311\u6218\u548c\u673a\u9047 (Challenges and Opportunities)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6570\u636e\u95ee\u9898<\/strong>\uff1aLLMs\u5728\u5904\u7406\u9ad8\u7ef4\u91d1\u878d\u6570\u636e\u65f6\u5b58\u5728\u6311\u6218\uff0c\u6570\u636e\u6c61\u67d3\u548c\u4fe1\u53f7\u8870\u51cf\u95ee\u9898\u53ef\u80fd\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002\u9700\u8981\u7814\u7a76\u6df7\u5408\u6a21\u578b\u548c\u7279\u5b9a\u9886\u57df\u7684\u9884\u8bad\u7ec3\u7b56\u7565\u6765\u63d0\u5347\u5bf9\u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5efa\u6a21\u95ee\u9898<\/strong>\uff1aLLMs\u7684\u9ad8\u8ba1\u7b97\u9700\u6c42\u5bfc\u81f4\u63a8\u7406\u901f\u5ea6\u6162\u548c\u6210\u672c\u9ad8\u3002\u672a\u6765\u524d\u77bb\u504f\u5dee\u548c\u5e7b\u89c9\u95ee\u9898\u5728\u91d1\u878d\u56de\u6d4b\u4e2d\u9700\u88ab\u4e25\u683c\u63a7\u5236\u3002\u6b64\u5916\uff0cLLMs\u751f\u6210\u5185\u5bb9\u7684\u4e0d\u786e\u5b9a\u6027\u4f30\u8ba1\u5bf9\u4e8e\u91d1\u878d\u51b3\u7b56\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u57fa\u51c6\u6d4b\u8bd5<\/strong>\uff1a\u73b0\u6709\u57fa\u51c6\u53ef\u80fd\u4e0d\u9002\u5408\u8bc4\u4f30LLMs\u751f\u6210\u7684\u4ea4\u6613\u4fe1\u53f7\uff0c\u9700\u8981\u5f00\u53d1\u65b0\u7684\u57fa\u51c6\u6765\u9002\u5e94\u5e02\u573a\u53d8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f26\u7406\u95ee\u9898<\/strong>\uff1aLLMs\u7684\u8f93\u51fa\u9700\u8981\u7b26\u5408\u793e\u4f1a\u4ef7\u503c\u89c2\u548c\u6cd5\u5f8b\u89c4\u8303\uff0c\u907f\u514d\u4ea7\u751f\u6709\u5bb3\u5efa\u8bae\u3002\u968f\u7740LLMs\u5728\u91d1\u878d\u51b3\u7b56\u4e2d\u7684\u4f5c\u7528\u65e5\u76ca\u589e\u5f3a\uff0c\u6cd5\u5f8b\u8d23\u4efb\u548c\u95ee\u8d23\u95ee\u9898\u53d8\u5f97\u91cd\u8981\u3002\u6570\u636e\u5b89\u5168\u548c\u9690\u79c1\u4fdd\u62a4\u4e5f\u662f\u5173\u952e\u6311\u6218\u3002\u540c\u65f6\uff0c\u7406\u89e3LLMs\u5f00\u53d1\u548c\u5e94\u7528\u80cc\u540e\u7684\u52a8\u673a\u5bf9\u4e8e\u786e\u4fdd\u5176\u7b26\u5408\u4f26\u7406\u6807\u51c6\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. \u7ed3\u8bba (Conclusion)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u4e86LLMs\u5728\u91d1\u878d\u9886\u57df\u5e94\u7528\u7684\u7efc\u5408\u6982\u51b5\uff0c\u5f3a\u8c03\u4e86\u5b83\u4eec\u5728\u63d0\u5347\u91d1\u878d\u4efb\u52a1\u6548\u7387\u548c\u51c6\u786e\u6027\u65b9\u9762\u7684\u6f5c\u529b\u3002\u540c\u65f6\uff0c\u6307\u51fa\u4e86\u9700\u8981\u89e3\u51b3\u7684\u6311\u6218\uff0c\u5982\u6570\u636e\u9690\u79c1\u3001\u53ef\u89e3\u91ca\u6027\u548c\u8ba1\u7b97\u6210\u672c\uff0c\u4ee5\u786e\u4fddLLMs\u5728\u91d1\u878d\u4e2d\u7684\u8d1f\u8d23\u4efb\u548c\u6709\u6548\u90e8\u7f72\u3002\u6700\u540e\uff0c\u8bba\u6587\u671f\u671b\u80fd\u591f\u6fc0\u53d1\u5bf9LLMs\u6f5c\u529b\u548c\u5c40\u9650\u6027\u7684\u8fdb\u4e00\u6b65\u63a2\u7d22\uff0c\u63a8\u52a8\u5b83\u4eec\u5728\u91d1\u878d\u884c\u4e1a\u7684\u6574\u5408\uff0c\u4ee5\u5b9e\u73b0\u66f4\u6218\u7565\u6027\u6295\u8d44\u548c\u9ad8\u6548\u51b3\u7b56\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 wp-block-paragraph\"><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><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a\u672c\u6587\u4f5c\u8005\u6765\u81ea\u666e\u6797\u65af\u987f\u548c\u725b\u6d25\u5927\u5b66\u3002\u8bba\u6587&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/laoyulaoyu.com\/index.php\/2024\/07\/22\/%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%9c%a8%e9%87%91%e8%9e%8d%e9%a2%86%e5%9f%9f%e7%9a%84%e5%ba%94%e7%94%a8%e3%80%81%e5%89%8d%e6%99%af%e5%92%8c%e6%8c%91%e6%88%98-%ef%bc%88%e6%99%ae%e6%9e%97%e6%96%af%e9%a1%bf\/\">Continue reading<span class=\"screen-reader-text\">\u5927\u6a21\u578b\u5728\u91d1\u878d\u9886\u57df\u7684\u5e94\u7528\u3001\u524d\u666f\u548c\u6311\u6218 \uff08\u666e\u6797\u65af\u987f&amp;\u725b\u6d25\u5927\u5b66\uff09<\/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-906","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\/906","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=906"}],"version-history":[{"count":0,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/906\/revisions"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=906"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=906"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=906"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}