{"id":16235,"date":"2024-12-21T10:42:57","date_gmt":"2024-12-21T02:42:57","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=16235"},"modified":"2024-12-21T10:42:57","modified_gmt":"2024-12-21T02:42:57","slug":"longbench-v2pingai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/longbench-v2pingai\/","title":{"rendered":"LongBench v2\uff1a\u8bc4\u4f30\u957f\u6587\u672c+o1\uff1f"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/6879d3f695821e0.jpeg\" width=\"880\" height=\"374\" \/><\/p>\n<blockquote><p>\u8bc4\u4f30\u5927\u6a21\u578b\u5728\u771f\u5b9e\u4e16\u754c\u3001\u957f\u6587\u672c\u3001\u591a\u4efb\u52a1\u4e2d\u7684\u300c\u6df1\u5ea6\u7406\u89e3\u4e0e\u63a8\u7406\u300d\u80fd\u529b<\/p><\/blockquote>\n<p>\u8fd1\u5e74\u6765\uff0c\u957f\u6587\u672c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7814\u7a76\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u5df2\u7ecf\u4ece\u6700\u521d\u7684 8k \u6269\u5c55\u5230 128k \u751a\u81f3 1M \u4e2a tokens\u3002\u7136\u800c\uff0c\u4e00\u4e2a\u5173\u952e\u7684\u95ee\u9898\u4ecd\u7136\u5b58\u5728\uff1a\u8fd9\u4e9b\u6a21\u578b\u662f\u5426\u771f\u6b63\u7406\u89e3\u4e86\u5b83\u4eec\u6240\u5904\u7406\u7684\u957f\u6587\u672c\uff1f\u6362\u53e5\u8bdd\u8bf4\uff0c\u5b83\u4eec\u662f\u5426\u80fd\u591f\u57fa\u4e8e\u957f\u6587\u672c\u4e2d\u7684\u4fe1\u606f\u8fdb\u884c\u6df1\u5165\u7684\u7406\u89e3\u3001\u5b66\u4e60\u548c\u63a8\u7406\uff1f<\/p>\n<p>\u4e3a\u4e86\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u5e76\u63a8\u52a8\u957f\u6587\u672c\u6a21\u578b\u5728\u6df1\u5ea6\u7406\u89e3\u4e0e\u63a8\u7406\u4e0a\u7684\u8fdb\u6b65\uff0c\u6e05\u534e\u5927\u5b66\u548c\u667a\u8c31\u7684\u7814\u7a76\u56e2\u961f\u63a8\u51fa\u4e86\u00a0LongBench v2\uff0c\u4e00\u4e2a\u4e13\u4e3a\u8bc4\u4f30 LLMs \u5728\u771f\u5b9e\u4e16\u754c\u957f\u6587\u672c\u591a\u4efb\u52a1\u4e2d\u7684\u6df1\u5ea6\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u800c\u8bbe\u8ba1\u7684\u57fa\u51c6\u6d4b\u8bd5\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u76f8\u4fe1LongBench v2\u5c06\u63a8\u52a8\u63a2\u7d22scaling inference-time compute\uff08\u4f8b\u5982 o1 \u6a21\u578b\uff09\u5982\u4f55\u5e2e\u52a9\u89e3\u51b3\u957f\u6587\u672c\u573a\u666f\u4e2d\u7684\u6df1\u5ea6\u7406\u89e3\u548c\u63a8\u7406\u95ee\u9898\u3002<\/p>\n<h2>\u7279\u70b9<\/h2>\n<p>LongBench v2 \u76f8\u6bd4\u4e8e\u73b0\u6709\u7684\u957f\u6587\u672c\u7406\u89e3\u57fa\u51c6\u6d4b\u8bd5\uff0c\u5177\u6709\u4ee5\u4e0b\u51e0\u4e2a\u663e\u8457\u7279\u70b9\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/c7bda1631d0056e.jpg\" \/><\/p>\n<p>\u66f4\u957f\u7684\u6587\u672c\u957f\u5ea6\uff1a\u00a0LongBench v2 \u7684\u6587\u672c\u957f\u5ea6\u8303\u56f4\u4ece 8k \u5230 2M \u4e2a\u8bcd\uff0c\u5176\u4e2d\u5927\u591a\u6570\u6587\u672c\u7684\u957f\u5ea6\u5c0f\u4e8e 128k\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u66f4\u9ad8\u7684\u96be\u5ea6\uff1a\u00a0LongBench v2 \u5305\u542b\u4e86 503 \u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u56db\u9009\u4e00\u9009\u62e9\u9898\u2014\u2014\u5373\u4f7f\u662f\u4f7f\u7528\u6587\u6863\u5185\u641c\u7d22\u5de5\u5177\u7684\u4eba\u7c7b\u4e13\u5bb6\uff0c\u4e5f\u5f88\u96be\u5728\u77ed\u65f6\u95f4\u5185\u6b63\u786e\u56de\u7b54\u8fd9\u4e9b\u95ee\u9898\u3002\u4eba\u7c7b\u4e13\u5bb6\u5728 15 \u5206\u949f\u7684\u65f6\u95f4\u9650\u5236\u4e0b\uff0c\u5e73\u5747\u51c6\u786e\u7387\u4ec5\u4e3a 53.7%\uff08\u968f\u673a\u7684\u51c6\u786e\u7387\u4e3a25%\uff09\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u66f4\u5e7f\u6cdb\u7684\u4efb\u52a1\u8986\u76d6\uff1a\u00a0LongBench v2 \u6db5\u76d6\u4e86\u516d\u4e2a\u4e3b\u8981\u7684\u4efb\u52a1\u7c7b\u522b\uff0c\u5305\u62ec\u5355\u6587\u6863\u95ee\u7b54\u3001\u591a\u6587\u6863\u95ee\u7b54\u3001\u957f\u6587\u672c\u8bed\u5883\u5b66\u4e60\u3001\u957f\u5bf9\u8bdd\u5386\u53f2\u7406\u89e3\u3001\u4ee3\u7801\u4ed3\u5e93\u7406\u89e3\u548c\u957f\u7ed3\u6784\u5316\u6570\u636e\u7406\u89e3\uff0c\u5171\u8ba1 20 \u4e2a\u5b50\u4efb\u52a1\uff0c\u8986\u76d6\u4e86\u5404\u79cd\u73b0\u5b9e\u573a\u666f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u66f4\u9ad8\u7684\u53ef\u9760\u6027\uff1a\u00a0\u4e3a\u4e86\u4fdd\u8bc1\u8bc4\u4f30\u7684\u53ef\u9760\u6027\uff0cLongBench v2 \u7684\u6240\u6709\u95ee\u9898\u90fd\u91c7\u7528\u591a\u9879\u9009\u62e9\u9898\u7684\u5f62\u5f0f\uff0c\u5e76\u7ecf\u8fc7\u4e86\u4e25\u683c\u7684\u4eba\u5de5\u6807\u6ce8\u548c\u5ba1\u6838\u6d41\u7a0b\uff0c\u786e\u4fdd\u6570\u636e\u7684\u9ad8\u8d28\u91cf\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/62375feeb6f2279.png\" \/><\/p>\n<h2>\u6570\u636e\u6536\u96c6\u6d41\u7a0b<\/h2>\n<p>\u4e3a\u4e86\u786e\u4fdd\u6570\u636e\u7684\u8d28\u91cf\u548c\u96be\u5ea6\uff0cLongBench v2 \u91c7\u7528\u4e86\u4e25\u683c\u7684\u6570\u636e\u6536\u96c6\u6d41\u7a0b\uff0c\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/039e4eeade08e0b.png\" \/><\/p>\n<p>\u6587\u6863\u6536\u96c6\uff1a\u00a0\u62db\u52df 97 \u540d\u6765\u81ea\u9876\u5c16\u5927\u5b66\u3001\u5177\u6709\u4e0d\u540c\u5b66\u672f\u80cc\u666f\u548c\u5e74\u7ea7\u7684\u6807\u6ce8\u5458\uff0c\u6536\u96c6\u4ed6\u4eec\u4e2a\u4eba\u9605\u8bfb\u6216\u4f7f\u7528\u8fc7\u7684\u957f\u6587\u6863\uff0c\u4f8b\u5982\u7814\u7a76\u8bba\u6587\u3001\u6559\u79d1\u4e66\u3001\u5c0f\u8bf4\u7b49\u3002<\/p>\n<p>\u6570\u636e\u6807\u6ce8\uff1a\u00a0\u6807\u6ce8\u5458\u6839\u636e\u6536\u96c6\u5230\u7684\u6587\u6863\uff0c\u63d0\u51fa\u4e00\u4e2a\u591a\u9879\u9009\u62e9\u9898\uff0c\u5e76\u63d0\u4f9b\u56db\u4e2a\u9009\u9879\u3001\u4e00\u4e2a\u6b63\u786e\u7b54\u6848\u548c\u76f8\u5e94\u7684\u8bc1\u636e\u3002<\/p>\n<p>\u81ea\u52a8\u5ba1\u6838\uff1a\u00a0\u4f7f\u7528\u4e09\u4e2a\u5177\u6709 128k \u4e0a\u4e0b\u6587\u7a97\u53e3\u7684 LLMs\uff08GPT-4o-mini\u3001GLM-4-Air \u548c GLM-4-Flash\uff09\u5bf9\u6807\u6ce8\u7684\u6570\u636e\u8fdb\u884c\u81ea\u52a8\u5ba1\u6838\uff0c\u5982\u679c\u4e09\u4e2a\u6a21\u578b\u90fd\u80fd\u6b63\u786e\u56de\u7b54\u95ee\u9898\uff0c\u5219\u8ba4\u4e3a\u8be5\u95ee\u9898\u8fc7\u4e8e\u7b80\u5355\uff0c\u9700\u8981\u91cd\u65b0\u6807\u6ce8\u3002<\/p>\n<p>\u4eba\u5de5\u5ba1\u6838\uff1a\u00a0\u901a\u8fc7\u81ea\u52a8\u5ba1\u6838\u7684\u6570\u636e\u4f1a\u88ab\u5206\u914d\u7ed9 24 \u4f4d\u4e13\u4e1a\u7684\u4eba\u7c7b\u4e13\u5bb6\u8fdb\u884c\u4eba\u5de5\u5ba1\u6838\uff0c\u4ed6\u4eec\u4f1a\u5c1d\u8bd5\u56de\u7b54\u95ee\u9898\uff0c\u5e76\u5224\u65ad\u95ee\u9898\u662f\u5426\u5408\u9002\u3001\u7b54\u6848\u662f\u5426\u6b63\u786e\u3002\u5982\u679c\u4e13\u5bb6\u5728 3 \u5206\u949f\u5185\u80fd\u591f\u6b63\u786e\u56de\u7b54\u95ee\u9898\uff0c\u5219\u8ba4\u4e3a\u8be5\u95ee\u9898\u8fc7\u4e8e\u7b80\u5355\uff0c\u9700\u8981\u91cd\u65b0\u6807\u6ce8\u3002\u6b64\u5916\uff0c\u5982\u679c\u4e13\u5bb6\u8ba4\u4e3a\u95ee\u9898\u672c\u8eab\u4e0d\u7b26\u5408\u8981\u6c42\u6216\u7b54\u6848\u6709\u8bef\uff0c\u4e5f\u4f1a\u9000\u56de\u91cd\u65b0\u6807\u6ce8\u3002<\/p>\n<p>\u6570\u636e\u4fee\u8ba2\uff1a\u00a0\u672a\u901a\u8fc7\u5ba1\u6838\u7684\u6570\u636e\u4f1a\u88ab\u9000\u56de\u7ed9\u6807\u6ce8\u5458\u8fdb\u884c\u4fee\u8ba2\uff0c\u76f4\u5230\u901a\u8fc7\u6240\u6709\u5ba1\u6838\u6b65\u9aa4\u3002<\/p>\n<h2>\u8bc4\u4f30\u7ed3\u679c<\/h2>\n<p>\u7814\u7a76\u56e2\u961f\u4f7f\u7528 LongBench v2 \u8bc4\u4f30\u4e86 10 \u4e2a\u5f00\u6e90 LLMs \u548c 6 \u4e2a\u95ed\u6e90 LLMs\u3002\u8bc4\u4f30\u4e2d\u8003\u8651\u4e24\u79cd\u573a\u666f\uff1azero-shot\u4e0ezero-shot+CoT\uff08\u5373\u5148\u8ba9\u6a21\u578b\u8f93\u51fachain-of-thought\uff0c\u518d\u8ba9\u6a21\u578b\u8f93\u51fa\u6240\u9009\u7b54\u6848\uff09\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/3b46949f769c065.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0cLongBench v2 \u5bf9\u5f53\u524d\u7684 LLMs \u6765\u8bf4\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\uff0c\u5373\u4f7f\u662f\u8868\u73b0\u6700\u597d\u7684\u6a21\u578b\uff0c\u5728\u76f4\u63a5\u8f93\u51fa\u7b54\u6848\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u4ec5\u53d6\u5f97\u4e86 50.1% \u7684\u51c6\u786e\u7387\uff0c\u800c\u5f15\u5165\u4e86\u66f4\u957f\u63a8\u7406\u94fe\u7684 o1-preview \u6a21\u578b\u5219\u53d6\u5f97\u4e86 57.7% \u7684\u51c6\u786e\u7387\uff0c\u8d85\u8fc7\u4e86\u4eba\u7c7b\u4e13\u5bb6 4%\u3002<\/p>\n<p>1\u3001Scaling Inference-Time Compute \u7684\u91cd\u8981\u6027<\/p>\n<p>\u8bc4\u4f30\u7ed3\u679c\u4e2d\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u53d1\u73b0\u662f\uff0c\u901a\u8fc7\u6269\u5c55\u63a8\u7406\u65f6\u95f4\u8ba1\u7b97\uff08Scaling Inference-Time Compute\uff09\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728 LongBench v2 \u4e0a\u7684\u8868\u73b0\u3002\u4f8b\u5982\uff0co1-preview \u6a21\u578b\u76f8\u6bd4\u4e8e GPT-4o\uff0c\u901a\u8fc7\u96c6\u6210\u66f4\u591a\u63a8\u7406\u6b65\u9aa4\uff0c\u5728\u591a\u6587\u6863\u95ee\u7b54\u3001\u957f\u6587\u672c\u8bed\u5883\u5b66\u4e60\u548c\u4ee3\u7801\u4ed3\u5e93\u7406\u89e3\u7b49\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u7684\u63d0\u5347\u3002<\/p>\n<p>\u8fd9\u8868\u660e\uff0cLongBench v2 \u5bf9\u5f53\u524d\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\uff0c\u800c\u589e\u52a0\u63a8\u7406\u65f6\u95f4\u7684\u601d\u8003\u548c\u63a8\u7406\u4f3c\u4e4e\u662f\u89e3\u51b3\u6b64\u7c7b\u957f\u6587\u672c\u63a8\u7406\u6311\u6218\u7684\u4e00\u4e2a\u81ea\u7136\u4e14\u5173\u952e\u7684\u6b65\u9aa4\u3002<\/p>\n<p>2\u3001RAG + Long-context\u5b9e\u9a8c<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/fbf0448e4bbaa12.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u5b9e\u9a8c\u53d1\u73b0\uff0cQwen2.5 \u548c GLM-4-Plus \u4e24\u4e2a\u6a21\u578b\u5728\u68c0\u7d22\u5757\u6570\u91cf\u8d85\u8fc7\u4e00\u5b9a\u9608\u503c\uff0832k tokens\uff0c\u7ea6 64 \u4e2a 512 \u957f\u5ea6\u7684\u5757\uff09\u540e\uff0c\u6027\u80fd\u5e76\u6ca1\u6709\u663e\u8457\u63d0\u5347\uff0c\u751a\u81f3\u51fa\u73b0\u4e0b\u964d\u7684\u60c5\u51b5\u3002<\/p>\n<p>\u8fd9\u8868\u660e\u7b80\u5355\u5730\u589e\u52a0\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u91cf\u5e76\u4e0d\u603b\u80fd\u5e26\u6765\u6027\u80fd\u7684\u63d0\u5347\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cGPT-4o \u80fd\u591f\u6709\u6548\u5229\u7528\u66f4\u957f\u7684\u68c0\u7d22\u4e0a\u4e0b\u6587\uff0c\u5176\u6700\u4f73 <a href=\"https:\/\/www.kdjingpai.com\/ja\/rag\/\">RAG<\/a> \u6027\u80fd\u51fa\u73b0\u5728 128k \u68c0\u7d22\u957f\u5ea6\u65f6\u3002<\/p>\n<p>\u603b\u7ed3\u6765\u8bf4\uff0c\u5728\u9762\u5bf9\u9700\u8981\u6df1\u5ea6\u7406\u89e3\u548c\u63a8\u7406\u7684\u957f\u6587\u672c\u95ee\u7b54\u4efb\u52a1\u65f6\uff0cRAG\u7684\u4f5c\u7528\u6709\u9650\uff0c\u7279\u522b\u662f\u5f53\u68c0\u7d22\u5757\u6570\u91cf\u8d85\u8fc7\u4e00\u5b9a\u9608\u503c\u540e\u3002\u6a21\u578b\u9700\u8981\u5177\u5907\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4f9d\u8d56\u68c0\u7d22\u5230\u7684\u4fe1\u606f\uff0c\u624d\u80fd\u6709\u6548\u5904\u7406 LongBench v2 \u4e2d\u7684\u6311\u6218\u6027\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u4e5f\u6697\u793a\u4e86\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u4e5f\u9700\u8981\u66f4\u591a\u5730\u5173\u6ce8\u5982\u4f55\u63d0\u5347\u6a21\u578b\u81ea\u8eab\u7684\u957f\u6587\u672c\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4f9d\u8d56\u5916\u90e8\u68c0\u7d22\u3002<\/p>\n<p>\u6211\u4eec\u671f\u5f85 LongBench v2 \u80fd\u591f\u63a8\u52a8\u957f\u6587\u672c\u7406\u89e3\u548c\u63a8\u7406\u6280\u672f\u7684\u53d1\u5c55\u3002\u6b22\u8fce\u9605\u8bfb\u6211\u4eec\u7684\u8bba\u6587\uff0c\u4f7f\u7528\u6211\u4eec\u7684\u6570\u636e\u5e76\u4e86\u89e3\u66f4\u591a\uff01<\/p>\n<p>\u4e3b\u9875\uff1ahttps:\/\/longbench2.github.io<\/p>\n<p>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2412.15204<\/p>\n<p>\u6570\u636e\u4e0e\u4ee3\u7801\uff1ahttps:\/\/github.com\/THUDM\/LongBench<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bc4\u4f30\u5927\u6a21\u578b\u5728\u771f\u5b9e\u4e16\u754c\u3001\u957f\u6587\u672c\u3001\u591a\u4efb\u52a1\u4e2d\u7684\u300c\u6df1\u5ea6\u7406\u89e3\u4e0e\u63a8\u7406\u300d\u80fd\u529b \u8fd1\u5e74\u6765\uff0c\u957f\u6587\u672c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7814\u7a76\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u5df2\u7ecf\u4ece\u6700\u521d\u7684 8k \u6269\u5c55\u5230 128k \u751a\u81f3 1M \u4e2a tokens\u3002\u7136\u800c\uff0c\u4e00\u4e2a\u5173\u952e\u7684\u95ee\u9898\u4ecd\u7136\u5b58\u5728\uff1a\u8fd9\u4e9b\u6a21\u578b\u662f\u5426&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-16235","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/16235","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=16235"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/16235\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=16235"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=16235"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=16235"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}