{"id":1324,"date":"2024-08-24T07:22:00","date_gmt":"2024-08-23T23:22:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1324"},"modified":"2024-08-17T08:34:12","modified_gmt":"2024-08-17T00:34:12","slug":"%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%94%a8%e4%ba%8e%e9%87%91%e8%9e%8d%e9%a2%86%e5%9f%9f%e6%97%b6%e9%97%b4%e5%ba%8f%e5%88%97%e9%a2%84%e6%b5%8b%ef%bc%8c%e7%9c%9f%e7%9a%84%e6%9c%89%e6%95%88","status":"publish","type":"post","link":"https:\/\/www.laoyulaoyu.com\/index.php\/2024\/08\/24\/%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%94%a8%e4%ba%8e%e9%87%91%e8%9e%8d%e9%a2%86%e5%9f%9f%e6%97%b6%e9%97%b4%e5%ba%8f%e5%88%97%e9%a2%84%e6%b5%8b%ef%bc%8c%e7%9c%9f%e7%9a%84%e6%9c%89%e6%95%88\/","title":{"rendered":"\u5927\u8bed\u8a00\u6a21\u578b\u7528\u4e8e\u91d1\u878d\u9886\u57df\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff0c\u771f\u7684\u6709\u6548\u5417\uff1f"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/6666.jpg\" alt=\"\" class=\"wp-image-1382\"\/><\/figure>\n\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\u4e3b\u8981\u63a2\u8ba8\u4e86<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027<\/mark>\uff0c\u5176\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4e2d\u7684\u6709\u6548\u6027\u63d0\u51fa\u4e86\u8d28\u7591\uff0c\u5e76\u4e14\u9488\u5bf9\u5f53\u4e0b\u6700\u4e3a\u5148\u8fdb\u7684OneFitsAll\u3001Time-LLM\u3001LLaTA\u8fd93\u4e2a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-black-color\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\u5c55\u5f00\u4e86\u5b9e\u9a8c<\/mark>\uff0c\u7ed3\u679c\u53d1\u73b0\uff0c<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u90e8\u5206\u66ff\u6362\u6210\u4e00\u4e2a attention \u7f51\u7edc\uff0c\u7adf\u7136\u80fd\u591f\u83b7\u5f97\u76f8\u540c\u751a\u81f3\u66f4\u4e3a\u51fa\u8272\u7684\u6548\u679c\u3002<\/mark><\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u6458\u8981\u4e0e\u5f15\u8a00 (Abstract &amp; Introduction)<\/strong><\/h2>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.1 \u6458\u8981<\/strong><\/h3>\n\n\n\n<p>\u6458\u8981\u90e8\u5206\u63d0\u51fa\u4e86\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u4e2d\u6709\u6548\u6027\u7684\u8d28\u7591\u3002\u901a\u8fc7\u4e00\u7cfb\u5217\u6d88\u878d\u7814\u7a76\uff0c\u4f5c\u8005\u53d1\u73b0\u5728\u6d41\u884c\u7684\u57fa\u4e8eLLM\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u65b9\u6cd5\u4e2d\uff0c\u79fb\u9664\u6216\u66ff\u6362LLM\u7ec4\u4ef6\u4e0d\u4ec5\u4e0d\u4f1a\u964d\u4f4e\u9884\u6d4b\u6027\u80fd\uff0c\u800c\u4e14\u5728\u591a\u6570\u60c5\u51b5\u4e0b\u8fd8\u80fd\u63d0\u9ad8\u7ed3\u679c\u3002\u6b64\u5916\uff0c\u5c3d\u7ba1\u8ba1\u7b97\u6210\u672c\u663e\u8457\uff0c\u9884\u8bad\u7ec3\u7684LLMs\u5e76\u6ca1\u6709\u6bd4\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u7684\u6a21\u578b\u8868\u73b0\u5f97\u66f4\u597d\uff0c\u4e5f\u6ca1\u6709\u5c55\u73b0\u51fa\u5bf9\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e2d\u5e8f\u5217\u4f9d\u8d56\u6027\u7684\u8868\u793a\u80fd\u529b\uff0c\u4e14\u5728\u5c11\u91cf\u6837\u672c\u7684\u5b66\u4e60\u573a\u666f\u4e2d\u4e5f\u6ca1\u6709\u63d0\u4f9b\u5e2e\u52a9\u3002\u7814\u7a76\u8fd8\u63a2\u7d22\u4e86\u65f6\u95f4\u5e8f\u5217\u7f16\u7801\u5668\uff0c\u5e76\u53d1\u73b0\u4f7f\u7528\u62fc\u63a5\u548c\u6ce8\u610f\u529b\u7ed3\u6784\u7684\u7b80\u5355\u6a21\u578b\u80fd\u591f\u8fbe\u5230\u4e0eLLMs\u76f8\u4f3c\u7684\u9884\u6d4b\u6027\u80fd\u3002\u8fd9\u4e9b\u53d1\u73b0\u63ed\u793a\u4e86\u5f53\u524d\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6587\u732e\u4e2d\u4ee4\u4eba\u62c5\u5fe7\u7684\u8d8b\u52bf\uff0c\u5e76\u6307\u51fa\u4e86\u73b0\u6709\u65b9\u6cd5\u5728\u5229\u7528\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u56fa\u6709\u63a8\u7406\u80fd\u529b\u65b9\u9762\u6240\u5b58\u5728\u7684\u4e0d\u8db3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.2 \u5f15\u8a00<\/strong><\/h3>\n\n\n\n<p>\u672c\u7ae0\u5f3a\u8c03\u4e86\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u5728\u591a\u4e2a\u5173\u952e\u9886\u57df\u5982\u75be\u75c5\u4f20\u64ad\u3001\u96f6\u552e\u9500\u552e\u3001\u533b\u7597\u4fdd\u5065\u548c\u91d1\u878d\u9884\u6d4b\u4e2d\u7684\u91cd\u8981\u6027\uff0c\u5e76\u6307\u51fa\u4e86\u8fd1\u671f\u7814\u7a76\u4e2d\u5c06\u9884\u8bad\u7ec3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5e94\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u5206\u7c7b\u3001\u9884\u6d4b\u548c\u5f02\u5e38\u68c0\u6d4b\u7684\u8d8b\u52bf\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u8d28\u7591\u8fd9\u4e9b\u901a\u5e38\u5728\u6587\u672c\u4e2d\u8868\u73b0\u51fa\u8272\u7684\u8bed\u8a00\u6a21\u578b\u662f\u5426\u80fd\u591f\u6cdb\u5316\u5230\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u5e8f\u5217\u4f9d\u8d56\u6027\u4e0a\uff0c\u5e76\u63a2\u8ba8\u4e86\u8fd9\u4e9b\u6a21\u578b\u5728\u4f20\u7edf\u65f6\u95f4\u5e8f\u5217\u4efb\u52a1\u4e2d\u7684\u5b9e\u9645\u76ca\u5904\uff0c\u63d0\u51fa\u4e86\u672c\u6587\u7814\u7a76\u7684\u4e3b\u8981\u95ee\u9898\uff1a\u5373\u8fd9\u4e9b\u6d41\u884c\u7684\u9002\u5e94\u8bed\u8a00\u6a21\u578b\u4e8e\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u65b9\u6cd5\u662f\u5426\u771f\u7684\u6bd4\u57fa\u672c\u7684\u6a21\u578b\u6539\u8fdb\u66f4\u6709\u76ca\u5904\uff0c\u5c24\u5176\u662f\u5728\u8ba1\u7b97\u6210\u672c\u663e\u8457\u589e\u52a0\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/f62bde2cf0d518a50be1f0b817ad1187-1024x601.png\" alt=\"\" class=\"wp-image-1396\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u76f8\u5173\u5de5\u4f5c (Related Work)<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09<\/strong>\uff1a\u8fd9\u90e8\u5206\u8ba8\u8bba\u4e86\u8fd1\u671f\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u5176\u4e2d\u7814\u7a76\u4eba\u5458\u6210\u529f\u5730\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u3002\u8fd9\u4e9b\u7814\u7a76\u5229\u7528\u4e86LLMs\u5728\u591a\u6a21\u6001\u80fd\u529b\u4e0a\u7684\u4f18\u52bf\uff0c\u4f8b\u5982\u901a\u8fc7\u5fae\u8c03\uff08fine-tuning\uff09\u548c\u4f4d\u7f6e\u7f16\u7801\u5bf9\u9f50\u6765\u9002\u5e94\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>LLM\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u4e2d\u7684\u7f16\u7801\u5668<\/strong>\uff1a\u8fd9\u91cc\u8ba8\u8bba\u4e86\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u4e2d\u7528\u4e8e\u4ece\u6587\u672c\u4e2d\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u5373\u9996\u5148\u9700\u8981\u5c06\u6587\u672c\u79bb\u6563\u5316\u5e76\u7f16\u7801\u4e3a\u8bcd\u5411\u91cf\u3002\u7c7b\u4f3c\u5730\uff0c\u57fa\u4e8eLLM\u7684\u65b9\u6cd5\u5b66\u4e60\u65f6\u95f4\u5e8f\u5217\u7684\u79bb\u6563\u4ee4\u724c\uff0c\u5305\u62ec\u5c06\u65f6\u95f4\u5e8f\u5217\u5206\u5272\u6210\u91cd\u53e0\u7684\u5757\uff0c\u4ee5\u53ca\u4f7f\u7528\u57fa\u4e8e\u8d8b\u52bf\u3001\u5b63\u8282\u6027\u548c\u6b8b\u5dee\u6210\u5206\u7684\u5206\u89e3\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li><strong>\u5c0f\u578b\u9ad8\u6548\u7684\u795e\u7ecf\u6a21\u578b<\/strong>\uff1a\u9664\u4e86LLMs\uff0c\u8fd8\u6709\u5927\u91cf\u7814\u7a76\u96c6\u4e2d\u5728\u5c0f\u578b\u4f46\u9ad8\u6548\u7684\u6846\u67b6\u4e0a\uff0c\u8fd9\u4e9b\u6846\u67b6\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u65b9\u9762\u7684\u8868\u73b0\u8d85\u8fc7\u4e86\u7b28\u91cd\u7684\u5bf9\u5e94\u6a21\u578b\u3002\u4f8b\u5982\uff0c\u4e00\u4e9b\u7b80\u5355\u7684\u6a21\u578b\u7ed3\u5408\u4e86\u89e3\u6784\u56fe\u6280\u672f\u548c\u5206\u89e3\u6280\u672f\uff0c\u5c55\u73b0\u51fa\u6bd4\u5f53\u65f6\u6700\u5148\u8fdb\u7684\u57fa\u4e8eTransformer\u7684\u65f6\u95f4\u5e8f\u5217\u67b6\u6784\u66f4\u597d\u7684\u9884\u6d4b\u6027\u80fd\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-1024x181.jpg\" alt=\"\" class=\"wp-image-1383\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u5b9e\u9a8c\u8bbe\u7f6e (Experimental Setup)<\/strong><\/h2>\n\n\n\n<p>\u672c\u7ae0\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4f5c\u8005\u4eec\u4e3a\u4e86\u8bc4\u4f30\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\u6240\u91c7\u7528\u7684\u65b9\u6cd5\u3001\u6570\u636e\u96c6\u3001\u6d88\u878d\u6280\u672f\u4ee5\u53ca\u8bc4\u4f30\u6307\u6807\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1 \u53c2\u8003\u65b9\u6cd5\u548c\u6570\u636e\u96c6<\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u53c2\u8003\u65b9\u6cd5<\/strong><\/h4>\n\n\n\n<p>\u4f5c\u8005\u4eec\u9009\u62e9\u4e86\u4e09\u79cd\u6700\u65b0\u7684\u3001\u6d41\u884c\u7684\u57fa\u4e8eLLM\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5728GitHub\u4e0a\u7684\u603b\u661f\u6570\u8d85\u8fc7\u4e861200\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>OneFitsAll<\/strong>\uff1a\u4f7f\u7528\u5b9e\u4f8b\u5f52\u4e00\u5316\u548c\u5206\u5757\u6280\u672f\u5904\u7406\u8f93\u5165\u65f6\u95f4\u5e8f\u5217\uff0c\u5e76\u901a\u8fc7\u7ebf\u6027\u5c42\u83b7\u5f97\u8f93\u5165\u8868\u793a\uff0c\u7528\u4e8e\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>Time-LLM<\/strong>\uff1a\u901a\u8fc7\u5206\u5757\u548c\u591a\u5934\u6ce8\u610f\u529b\u5c06\u8f93\u5165\u65f6\u95f4\u5e8f\u5217\u4e0e\u4f4e\u7ef4\u8bcd\u5d4c\u5165\u8868\u793a\u5bf9\u9f50\uff0c\u7136\u540e\u4f20\u9012\u7ed9\u51bb\u7ed3\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>LLaTA<\/strong>\uff1a\u5c06\u8f93\u5165\u65f6\u95f4\u5e8f\u5217\u7684\u6bcf\u4e2a\u901a\u9053\u89c6\u4e3a\u4e00\u4e2aToken\uff0c\u5e76\u4f7f\u7528\u4ea4\u53c9\u6ce8\u610f\u529b\u5c06\u65f6\u95f4\u5e8f\u5217\u8868\u793a\u4e0e\u8bed\u8a00\u6a21\u578b\u7684\u8bcd\u5d4c\u5165\u8868\u793a\u5bf9\u9f50\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6bcf\u79cd\u65b9\u6cd5\u90fd\u4f7f\u7528\u4e86\u4e0d\u540c\u7684\u57fa\u7840\u6a21\u578b\uff0c\u5982GPT-2\u6216LLaMA\uff0c\u5e76\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u5bf9\u9f50\u548c\u5fae\u8c03\u7b56\u7565\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-14-1024x252.png\" alt=\"\" class=\"wp-image-1384\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6570\u636e\u96c6<\/strong><\/h4>\n\n\n\n<p>\u4f5c\u8005\u4eec\u4f7f\u7528\u4e86\u516b\u4e2a\u6807\u51c6\u57fa\u51c6\u6570\u636e\u96c6\u548c\u53e6\u5916\u4e94\u4e2aMONASH\u6570\u636e\u96c6\u6765\u8bc4\u4f30\u8fd9\u4e9b\u65b9\u6cd5\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u4e0d\u540c\u7684\u9886\u57df\uff0c\u5305\u62ec\u7535\u529b\u53d8\u538b\u5668\u3001\u6d41\u611f\u75be\u75c5\u3001\u6c14\u5019\u3001\u4ea4\u901a\u3001\u7535\u529b\u6d88\u8017\u3001\u6c47\u7387\u3001COVID-19\u6b7b\u4ea1\u3001\u51fa\u79df\u8f66\u51fa\u884c\u548cATM\u53d6\u6b3e\u7b49\u3002\u6570\u636e\u96c6\u7684\u9009\u62e9\u53cd\u6620\u4e86\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u5728\u591a\u4e2a\u5b9e\u9645\u5e94\u7528\u9886\u57df\u7684\u91cd\u8981\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 \u6d88\u878d\u65b9\u6cd5<\/strong><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u9694\u79bbLLM\u5728\u57fa\u4e8eLLM\u7684\u9884\u6d4b\u5668\u4e2d\u7684\u5f71\u54cd\uff0c\u4f5c\u8005\u4eec\u63d0\u51fa\u4e86\u4e09\u79cd\u6d88\u878d\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u901a\u8fc7\u79fb\u9664\u6216\u66ff\u6362LLM\u7ec4\u4ef6\u6765\u8bc4\u4f30\u5176\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4e2d\u7684\u4f5c\u7528\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>w\/o LLM<\/strong>\uff1a\u5b8c\u5168\u79fb\u9664\u8bed\u8a00\u6a21\u578b\u7ec4\u4ef6\uff0c\u76f4\u63a5\u5c06\u8f93\u5165\u6807\u8bb0\u4f20\u9012\u5230\u6700\u7ec8\u5c42\u3002<\/li>\n\n\n\n<li><strong>LLM2Attn<\/strong>\uff1a\u7528\u5355\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684\u591a\u5934\u6ce8\u610f\u529b\u5c42\u66ff\u6362\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>LLM2Trsf<\/strong>\uff1a\u7528\u5355\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684Transformer\u5757\u66ff\u6362\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-1-5-1024x368.png\" alt=\"\" class=\"wp-image-1385\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e9b\u6d88\u878d\u65b9\u6cd5\u5141\u8bb8\u4f5c\u8005\u4eec\u8bc4\u4f30LLM\u7ec4\u4ef6\u5bf9\u4e8e\u6574\u4f53\u9884\u6d4b\u6027\u80fd\u7684\u8d21\u732e\uff0c\u5e76\u6bd4\u8f83\u5176\u4e0e\u66f4\u7b80\u5355\u7684\u6a21\u578b\u7ec4\u4ef6\u7684\u6027\u80fd\u5dee\u5f02\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3 \u8bc4\u4f30\u6307\u6807\u548c\u5b9e\u9a8c\u6761\u4ef6<\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u8bc4\u4f30\u6307\u6807<\/strong><\/h4>\n\n\n\n<p>\u4f5c\u8005\u4eec\u4f7f\u7528\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09\u548c\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\uff0c\u8fd9\u4e24\u79cd\u6307\u6807\u90fd\u662f\u8861\u91cf\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u4e4b\u95f4\u5dee\u5f02\u7684\u5e38\u7528\u65b9\u6cd5\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5b9e\u9a8c\u6761\u4ef6<\/strong><\/h4>\n\n\n\n<p>\u4e3a\u4e86\u786e\u4fdd\u5b9e\u9a8c\u7684\u53ef\u590d\u73b0\u6027\u548c\u516c\u5e73\u6027\uff0c\u4f5c\u8005\u4eec\u5c3d\u53ef\u80fd\u5730\u590d\u5236\u4e86\u539f\u59cb\u8bba\u6587\u4e2d\u7684\u5b9e\u9a8c\u6761\u4ef6\uff0c\u5305\u62ec\u4f7f\u7528\u539f\u59cb\u7684\u8d85\u53c2\u6570\u3001\u8fd0\u884c\u73af\u5883\u548c\u4ee3\u7801\u3002\u8fd9\u5305\u62ec\u6a21\u578b\u67b6\u6784\u3001\u8bad\u7ec3\u5faa\u73af\u548c\u6570\u636e\u52a0\u8f7d\u5668\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-4-3-1024x482.png\" alt=\"\" class=\"wp-image-1386\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u7ed3\u679c (Results)<\/strong><\/h2>\n\n\n\n<p>\u672c\u7ae0\u63d0\u4f9b\u4e86\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u4e0a\u6027\u80fd\u7684\u5168\u9762\u8bc4\u4f30\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5c3d\u7ba1LLMs\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4e2d\u53d7\u5230\u5e7f\u6cdb\u5173\u6ce8\uff0c\u4f46\u5b83\u4eec\u5e76\u6ca1\u6709\u663e\u8457\u63d0\u9ad8\u9884\u6d4b\u6027\u80fd\uff0c\u800c\u4e14\u5728\u8ba1\u7b97\u6210\u672c\u4e0a\u8fdc\u9ad8\u4e8e\u66f4\u7b80\u5355\u7684\u6a21\u578b\u3002\u8fd9\u4e9b\u53d1\u73b0\u63d0\u793a\u7814\u7a76\u793e\u533a\u5e94\u8be5\u66f4\u52a0\u5173\u6ce8LLMs\u5728\u65f6\u95f4\u5e8f\u5217\u548c\u8bed\u8a00\u63a5\u53e3\u4e0a\u53ef\u80fd\u89e3\u9501\u7684\u66f4\u6fc0\u52a8\u4eba\u5fc3\u7684\u4efb\u52a1\uff0c\u800c\u4e0d\u662f\u5728\u4f20\u7edf\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u4e0a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.1 \u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u5bf9\u9884\u6d4b\u6027\u80fd\u7684\u8d21\u732e\uff08RQ1\uff09<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u9996\u5148\u63a2\u8ba8\u4e86\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u662f\u5426\u5bf9\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u6709\u5b9e\u8d28\u6027\u7684\u8d21\u732e\u3002\u901a\u8fc7\u5bf9\u4e09\u79cd\u57fa\u4e8eLLM\u7684\u65b9\u6cd5\uff08Time-LLM\u3001LLaTA\u3001OneFitsAll\uff09\u5728\u516b\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6d88\u878d\u7814\u7a76\uff0c\u7ed3\u679c\u663e\u793a\uff0c\u572826\u4e2a\u6848\u4f8b\u4e2d\uff0c\u6d88\u878d\u65b9\u6cd5\u5728\u6240\u6709\u60c5\u51b5\u4e0b\u90fd\u4f18\u4e8e\u6216\u7b49\u4e8e\u539f\u59cb\u7684LLM\u65b9\u6cd5\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6d88\u878d\u65b9\u6cd5\u572835\/40\u300131\/40\u548c29\/40\u7684\u60c5\u51b5\u4e0b\u5206\u522b\u4f18\u4e8eTime-LLM\u3001LLaTA\u548cOneFitsAll\uff0c\u8fd9\u662f\u901a\u8fc7\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09\u6765\u8861\u91cf\u7684\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u8fd8\u62a5\u544a\u4e86\u6bcf\u4e2a\u65b9\u6cd5\u539f\u59cb\u8bba\u6587\u4e2d\u7684\u7ed3\u679c\uff0c\u4ee5\u4fbf\u8fdb\u884c\u516c\u5e73\u6bd4\u8f83\uff0c\u5e76\u63d0\u4f9b\u4e8695%\u7684\u81ea\u4e3e\u7f6e\u4fe1\u533a\u95f4\u6765\u8bc4\u4f30LLMs\u548c\u6d88\u878d\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-3-4-883x1024.png\" alt=\"\" class=\"wp-image-1387\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.2 LLM\u65b9\u6cd5\u7684\u8ba1\u7b97\u6210\u672c\uff08RQ2\uff09<\/strong><\/h3>\n\n\n\n<p>\u5728\u786e\u8ba4LLMs\u5728\u9884\u6d4b\u6027\u80fd\u4e0a\u5e76\u6ca1\u6709\u663e\u8457\u4f18\u52bf\u540e\uff0c\u4f5c\u8005\u8fdb\u4e00\u6b65\u8bc4\u4f30\u4e86\u8fd9\u4e9b\u65b9\u6cd5\u7684\u8ba1\u7b97\u6210\u672c\u3002\u4e0e\u6d88\u878d\u65b9\u6cd5\u76f8\u6bd4\uff0cLLM\u65b9\u6cd5\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u4e0a\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u4f8b\u5982\uff0cTime-LLM\u5728Weather\u6570\u636e\u96c6\u4e0a\u7684\u8bad\u7ec3\u65f6\u95f4\u8d85\u8fc73000\u5206\u949f\uff0c\u800c\u6d88\u878d\u65b9\u6cd5\u5e73\u5747\u53ea\u97002.17\u5206\u949f\u3002\u5728\u63a8\u7406\u65f6\u95f4\u4e0a\uff0cLLM\u65b9\u6cd5\u6bd4\u4fee\u6539\u540e\u7684\u6a21\u578b\u5e73\u5747\u61622.3\u523012\u500d\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0cLLMs\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u4e2d\u7684\u8ba1\u7b97\u5bc6\u96c6\u5ea6\u5e76\u6ca1\u6709\u5e26\u6765\u76f8\u5e94\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-4-4-1024x482.png\" alt=\"\" class=\"wp-image-1388\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-5-3-1024x357.png\" alt=\"\" class=\"wp-image-1389\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.3 \u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u5bf9\u9884\u6d4b\u4efb\u52a1\u7684\u5e2e\u52a9\uff08RQ3\uff09<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u8bc4\u4f30\u4e86\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u5bf9\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6027\u80fd\u7684\u5f71\u54cd\u3002\u901a\u8fc7\u5728\u4e0d\u540c\u7684\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u7ec4\u5408\u4e0b\u6d4b\u8bd5LLaTA\u6a21\u578b\uff0c\u4f5c\u8005\u53d1\u73b0\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\uff08Pre+FT\uff09\u57288\u4e2a\u6570\u636e\u96c6\u4e0a\u4ec53\u6b21\u8868\u73b0\u6700\u4f73\uff0c\u800c\u968f\u673a\u521d\u59cb\u5316\u5e76\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\uff08woPre+FT\uff09\u52198\u6b21\u8868\u73b0\u6700\u4f73\u3002\u8fd9\u8868\u660e\u9884\u8bad\u7ec3\u7684\u8bed\u8a00\u77e5\u8bc6\u5bf9\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u5e2e\u52a9\u975e\u5e38\u6709\u9650\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-6-2-1024x423.png\" alt=\"\" class=\"wp-image-1390\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.4 LLMs\u662f\u5426\u8868\u793a\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u5e8f\u5217\u4f9d\u8d56\u6027\uff08RQ4\uff09<\/strong><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30LLMs\u662f\u5426\u80fd\u591f\u8868\u793a\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u5e8f\u5217\u4f9d\u8d56\u6027\uff0c\u4f5c\u8005\u5bf9\u8f93\u5165\u65f6\u95f4\u5e8f\u5217\u8fdb\u884c\u4e86\u4e09\u79cd\u7c7b\u578b\u7684\u6d17\u724c\u5904\u7406\uff0c\u5305\u62ec\u968f\u673a\u6d17\u724c\u6574\u4e2a\u5e8f\u5217\u3001\u4ec5\u6d17\u724c\u5e8f\u5217\u7684\u524d\u534a\u90e8\u5206\u4ee5\u53ca\u4ea4\u6362\u5e8f\u5217\u7684\u524d\u540e\u534a\u90e8\u5206\u3002\u7ed3\u679c\u663e\u793a\uff0c\u57fa\u4e8eLLM\u7684\u65b9\u6cd5\u4e0e\u5b83\u4eec\u7684\u6d88\u878d\u7248\u672c\u5728\u8f93\u5165\u6d17\u724c\u540e\u7684\u6027\u80fd\u4e0b\u964d\u6ca1\u6709\u663e\u8457\u5dee\u5f02\uff0c\u8fd9\u610f\u5473\u7740LLMs\u5e76\u6ca1\u6709\u72ec\u7279\u7684\u80fd\u529b\u6765\u8868\u793a\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u5e8f\u5217\u4f9d\u8d56\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-7-3-1024x429.png\" alt=\"\" class=\"wp-image-1391\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.5 LLMs\u662f\u5426\u6709\u52a9\u4e8e\u5c11\u91cf\u5b66\u4e60\uff08RQ5\uff09<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u63a2\u8ba8\u4e86LLMs\u5728\u5c11\u91cf\u5b66\u4e60\u573a\u666f\u4e2d\u7684\u4f5c\u7528\uff0c\u5373\u5728\u6570\u636e\u7a00\u7f3a\u7684\u60c5\u51b5\u4e0b\u3002\u901a\u8fc7\u5728\u6bcf\u4e2a\u6570\u636e\u96c6\u768410%\u5b50\u96c6\u4e0a\u8bad\u7ec3\u6a21\u578b\u53ca\u5176\u6d88\u878d\u7248\u672c\uff0c\u7ed3\u679c\u8868\u660eLLMs\u5728\u5c11\u91cf\u5b66\u4e60\u573a\u666f\u4e2d\u5e76\u6ca1\u6709\u63d0\u4f9b\u6709\u610f\u4e49\u7684\u5e2e\u52a9\u3002\u7279\u522b\u662f\u5728\u4f7f\u7528LLaMA\u7684Time-LLM\u65b9\u6cd5\u4e2d\uff0c\u4e0e\u5b8c\u5168\u79fb\u9664LLM\uff08w\/o LLM\uff09\u76f8\u6bd4\uff0c\u4e24\u8005\u5728\u6027\u80fd\u4e0a\u6ca1\u6709\u663e\u8457\u5dee\u5f02\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-8-2-1024x396.png\" alt=\"\" class=\"wp-image-1392\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-9-1.png\" alt=\"\" class=\"wp-image-1393\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.6 \u6027\u80fd\u6765\u6e90\uff08RQ6\uff09<\/strong><\/h3>\n\n\n\n<p>\u6700\u540e\uff0c\u4f5c\u8005\u8bc4\u4f30\u4e86LLM\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u4e2d\u5e38\u7528\u7684\u7f16\u7801\u6280\u672f\uff0c\u53d1\u73b0\u7ed3\u5408\u5206\u5757\u548c\u4e00\u5c42\u6ce8\u610f\u529b\u7684\u7b80\u5355\u7ed3\u6784\uff08\u79f0\u4e3a\u201cPAttn\u201d\uff09\u5728\u5c0f\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u5927\u591a\u6570\u5176\u4ed6\u7f16\u7801\u65b9\u6cd5\uff0c\u5e76\u4e14\u4e0eLLM\u65b9\u6cd5\u76f8\u5f53\u3002\u5bf9\u4e8e\u66f4\u5927\u7684\u6570\u636e\u96c6\uff0c\u4f7f\u7528\u57fa\u672cTransformer\u5757\u7684\u5355\u5c42\u7ebf\u6027\u6a21\u578b\uff08\u79f0\u4e3a\u201cLTrsf\u201d\uff09\u5728\u7f16\u7801\u4e0a\u8868\u73b0\u66f4\u597d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-10-1.png\" alt=\"\" class=\"wp-image-1394\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001\u7ed3\u8bba (Conclusion)<\/strong><\/h2>\n\n\n\n<p>\u5c3d\u7ba1\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u4e2d\u53d7\u5230\u4e86\u5e7f\u6cdb\u5173\u6ce8\uff0c\u4f46\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\u5b83\u4eec\u5e76\u6ca1\u6709\u663e\u8457\u63d0\u5347\u9884\u6d4b\u6027\u80fd\uff0c\u53cd\u800c\u5e26\u6765\u4e86\u66f4\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\u3002\u4f5c\u8005\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u53d1\u73b0\uff0c\u7b80\u5355\u7684\u6a21\u578b\u7ec4\u4ef6\uff0c\u5982\u6ce8\u610f\u529b\u5c42\u6216Transformer\u5757\uff0c\u53ef\u4ee5\u4e0eLLMs\u76f8\u5ab2\u7f8e\u751a\u81f3\u66f4\u4f18\uff0c\u540c\u65f6\u5927\u5e45\u51cf\u5c11\u4e86\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u65f6\u95f4\u3002\u6b64\u5916\uff0c\u9884\u8bad\u7ec3\u7684LLMs\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4e2d\u5e76\u672a\u5c55\u793a\u51fa\u5bf9\u5e8f\u5217\u4f9d\u8d56\u6027\u7684\u7279\u522b\u8868\u793a\u80fd\u529b\uff0c\u4e5f\u672a\u80fd\u5728\u5c11\u91cf\u6837\u672c\u5b66\u4e60\u573a\u666f\u4e2d\u63d0\u4f9b\u5e2e\u52a9\u3002\u56e0\u6b64\uff0c\u4f5c\u8005\u5efa\u8bae\u7814\u7a76\u8005\u4eec\u5e94\u5c06\u6ce8\u610f\u529b\u8f6c\u5411LLMs\u5728\u65f6\u95f4\u5e8f\u5217\u548c\u8bed\u8a00\u7ed3\u5408\u9886\u57df\u7684\u5e94\u7528\uff0c\u5982\u65f6\u95f4\u5e8f\u5217\u63a8\u7406\u6216\u793e\u4f1a\u7406\u89e3\u7b49\uff0c\u8fd9\u4e9b\u9886\u57df\u53ef\u80fd\u66f4\u80fd\u53d1\u6325LLMs\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u8bba\u6587\u6807\u9898\uff1a<\/strong>Are Language Models Actually Useful for Time Series Forecasting?<\/p>\n\n\n\n<p><strong>\u4e0b\u8f7d\u5730\u5740\uff1a<\/strong><a href=\"https:\/\/arxiv.org\/pdf\/2406.16964v1\">https:\/\/arxiv.org\/pdf\/2406.16964v1<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong><mark style=\"background-color:#ffffff\" 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<br>\u8f6c\u53d1\u8bf7\u6ce8\u660e\u539f\u4f5c\u8005\u548c\u51fa\u5904\u3002<\/mark><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" 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class=\"screen-reader-text\">\u5927\u8bed\u8a00\u6a21\u578b\u7528\u4e8e\u91d1\u878d\u9886\u57df\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff0c\u771f\u7684\u6709\u6548\u5417\uff1f<\/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":[5],"class_list":["post-1324","post","type-post","status-publish","format-standard","hentry","category-aiinvest","tag-ai","entry"],"_links":{"self":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1324","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=1324"}],"version-history":[{"count":1,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1324\/revisions"}],"predecessor-version":[{"id":1325,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1324\/revisions\/1325"}],"wp:attachment":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=1324"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=1324"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=1324"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}