{"id":27062,"date":"2025-02-27T18:13:02","date_gmt":"2025-02-27T10:13:02","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27062"},"modified":"2025-02-26T11:15:54","modified_gmt":"2025-02-26T03:15:54","slug":"shijueyuyanmoxingbang","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/shijueyuyanmoxingbang\/","title":{"rendered":"\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u9ad8\u6548 PDF \u6587\u672c\u63d0\u53d6\u5229\u5668\u2014\u2014olmOCR"},"content":{"rendered":"

\u5728\u4eba\u5de5\u667a\u80fd\u79d1\u6280\u9886\u57df\uff0c\u8bed\u8a00\u6a21\u578b (Language Models, LMs) \u5df2\u7ecf\u6210\u4e3a\u9a71\u52a8\u521b\u65b0\u7684\u6838\u5fc3\u529b\u91cf\u3002\u4ece\u9884\u8bad\u7ec3\u5230\u5b9e\u9645\u5e94\u7528\uff0c\u8bed\u8a00\u6a21\u578b\u90fd\u4f9d\u8d56\u4e8e\u7eaf\u6587\u672c\u6570\u636e\u8fdb\u884c\u8fd0\u4f5c\u3002\u65e0\u8bba\u662f\u8fdb\u884c\u4e07\u4ebf tokens<\/a> \u7ea7\u522b\u7684\u8bad\u7ec3\uff0c\u8fd8\u662f\u652f\u6301\u6570\u636e\u5bc6\u96c6\u578b\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff0c\u6587\u672c\u6570\u636e\u7684\u8d28\u91cf\u90fd\u81f3\u5173\u91cd\u8981\u3002\u4f4e\u8d28\u91cf\u7684\u6587\u672c\u6570\u636e\u4e0d\u4ec5\u53ef\u80fd\u5bfc\u81f4\u8bad\u7ec3\u8fc7\u7a0b\u4e0d\u7a33\u5b9a\uff0c\u6a21\u578b\u6027\u80fd\u4e0b\u964d\uff0c\u8fd8\u4f1a\u5728\u7528\u6237\u8bf7\u6c42\u65f6\u4ea7\u751f\u4e0d\u5c3d\u5982\u4eba\u610f\u7684\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n

\u7136\u800c\uff0c\u5e76\u975e\u6240\u6709\u8bed\u8a00\u6a21\u578b\u6240\u9700\u7684\u6570\u636e\u90fd\u4ee5\u6613\u4e8e\u89e3\u6790\u7684\u683c\u5f0f\u5b58\u5728\uff0c\u4f8b\u5982\u7f51\u9875\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5728\u8bb8\u591a\u9886\u57df\uff0c\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u90fd\u5b58\u50a8\u5728\u7535\u5b50\u6587\u6863\u6587\u4ef6\u4e2d\uff0c\u7279\u522b\u662f PDF \u683c\u5f0f\u3002PDF \u683c\u5f0f\u5728\u6570\u636e\u5904\u7406\u65b9\u9762\u5e26\u6765\u4e86\u72ec\u7279\u7684\u6311\u6218\uff0c\u56e0\u4e3a\u5b83\u7684\u8bbe\u8ba1\u521d\u8877\u662f\u4e3a\u4e86\u5728\u56fa\u5b9a\u5c3a\u5bf8\u7684\u9875\u9762\u4e0a\u5448\u73b0\u5185\u5bb9\uff0c\u800c\u975e\u4fdd\u7559\u6587\u672c\u7684\u903b\u8f91\u7ed3\u6784\u3002\u4ee5 PDF \u4e3a\u4f8b\uff0c\u8fd9\u79cd\u683c\u5f0f\u5c06\u6587\u672c\u5b58\u50a8\u4e3a\u4e00\u7cfb\u5217\u5b57\u7b26\u7f16\u7801\uff0c\u5e76\u8bb0\u5f55\u6bcf\u4e2a\u5b57\u7b26\u5728\u9875\u9762\u4e0a\u7684\u4f4d\u7f6e\u548c\u683c\u5f0f\u4fe1\u606f\u3002\u867d\u7136\u8fd9\u79cd\u5b58\u50a8\u65b9\u5f0f\u6548\u7387\u5f88\u9ad8\uff0c\u4f46\u5374\u4f7f\u5f97\u4ece\u4e2d\u6062\u590d\u8bf8\u5982\u6807\u9898\u3001\u6bb5\u843d\u3001\u8868\u683c\u548c\u516c\u5f0f\u7b49\u6587\u672c\u5355\u5143\uff0c\u5e76\u6309\u7167\u6b63\u786e\u7684\u9605\u8bfb\u987a\u5e8f\u6392\u5217\u53d8\u5f97\u5f02\u5e38\u56f0\u96be\u3002<\/p>\n

\"\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u9ad8\u6548<\/p>\n

\u4e3a\u4e86\u66f4\u597d\u5730\u5904\u7406\u7535\u5b50\u6587\u6863\uff0c\u6211\u4eec\u9686\u91cd\u63a8\u51fa\u00a0olmOCR<\/strong>\uff0c\u8fd9\u662f\u4e00\u6b3e\u9ad8\u6027\u80fd\u5de5\u5177\u5305\uff0c\u65e8\u5728\u5c06 PDF \u548c\u6587\u6863\u56fe\u50cf\u8f6c\u6362\u4e3a\u6e05\u6670\u3001\u7ed3\u6784\u5316\u7684\u7eaf\u6587\u672c\u3002olmOCR \u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n

\u5353\u8d8a\u7684\u6027\u80fd<\/h2>\n

\u4e3a\u4e86\u786e\u4fdd olmOCR<\/a> \u80fd\u591f\u51c6\u786e\u5730\u4ece\u5404\u79cd\u6587\u6863\u4e2d\u63d0\u53d6\u6587\u672c\uff0c\u5f00\u53d1\u56e2\u961f\u4f7f\u7528\u4e86\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684 25 \u4e07\u4e2a PDF \u9875\u9762\u8fdb\u884c\u4e86\u6a21\u578b\u5fae\u8c03\u3002\u8fd9\u4e9b PDF \u6587\u6863\u6765\u6e90\u5e7f\u6cdb\uff0c\u65e2\u5305\u62ec\u539f\u751f\u6570\u5b57\u6587\u6863\uff0c\u4e5f\u5305\u62ec\u516c\u5171\u9886\u57df\u4e66\u7c4d\u7684\u626b\u63cf\u526f\u672c\u3002\u8fd9\u79cd\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u4fdd\u8bc1\u4e86 olmOCR \u5728\u5904\u7406\u5404\u79cd\u6587\u6863\u65f6\u90fd\u80fd\u4fdd\u6301\u51fa\u8272\u7684\u6027\u80fd\u3002<\/p>\n

\u6781\u5177\u6210\u672c\u6548\u76ca<\/h2>\n

olmOCR \u5de5\u5177\u5305\u5904\u7406\u4e00\u767e\u4e07\u9875 PDF \u6587\u6863\u7684\u6210\u672c\u7ea6\u4e3a 190 \u7f8e\u5143\uff0c\u8fd9\u5927\u7ea6\u662f\u4f7f\u7528 GPT-4o API \u6279\u91cf\u5904\u7406\u76f8\u540c\u6570\u91cf\u9875\u9762\u7684\u6210\u672c\u7684 1\/32\u3002 \u663e\u8457\u964d\u4f4e\u4e86\u6587\u6863\u5904\u7406\u7684\u7ecf\u6d4e\u95e8\u69db\u3002<\/p>\n

Markdown \u683c\u5f0f\u8f93\u51fa<\/h2>\n

olmOCR \u4ee5 Markdown \u683c\u5f0f\u8f93\u51fa\u6587\u672c\uff0c\u8fd9\u79cd\u683c\u5f0f\u6613\u4e8e\u89e3\u6790\u548c\u5904\u7406\u3002\u5b83\u80fd\u591f\u5904\u7406\u516c\u5f0f\u3001\u8868\u683c\u751a\u81f3\u624b\u5199\u5185\u5bb9\uff0c\u5e76\u80fd\u786e\u4fdd\u5373\u4f7f\u662f\u9762\u5bf9\u6700\u590d\u6742\u7684\u3001\u591a\u680f\u6587\u6863\u5e03\u5c40\uff0c\u4e5f\u80fd\u6309\u7167\u6b63\u786e\u7684\u9605\u8bfb\u987a\u5e8f\u8f93\u51fa\u3002<\/p>\n

\u529f\u80fd\u5b8c\u5907\uff0c\u5f00\u7bb1\u5373\u7528<\/h2>\n

olmOCR \u662f\u4e00\u4e2a\u7ecf\u8fc7\u5168\u9762\u4f18\u5316\u7684pipeline (\u6d41\u7a0b\u7ba1\u7ebf)\uff0c\u53ef\u4ee5\u4e0e SGLang \u548c vLLM<\/a> \u63a8\u7406\u5f15\u64ce\u534f\u540c\u5de5\u4f5c\u3002\u5b83\u80fd\u591f\u4ece\u5355 GPU \u6269\u5c55\u5230\u6570\u767e\u4e2a GPU\uff0c\u5e76\u5185\u7f6e\u4e86\u542f\u53d1\u5f0f\u7b97\u6cd5\u6765\u5904\u7406\u5e38\u89c1\u7684\u89e3\u6790\u5931\u8d25\u548c\u5143\u6570\u636e\u9519\u8bef\u3002<\/p>\n

\u5b8c\u5168\u5f00\u6e90<\/h2>\n

olmOCR \u57fa\u4e8e\u00a0Qwen2-VL-7B-Instruct\u00a0\u6784\u5efa\u3002\u5f00\u53d1\u56e2\u961f\u5f00\u6e90\u4e86\u5de5\u5177\u5305\u7684\u6240\u6709\u7ec4\u4ef6\uff0c\u5305\u62ec\u00a0\u6a21\u578b\u6743\u91cd\u3001\u5fae\u8c03\u6570\u636e\u96c6\u3001\u4ee5\u53ca\u00a0\u8bad\u7ec3\u548c\u63a8\u7406\u4ee3\u7801\u3002<\/p>\n

\u60f3\u4e86\u89e3 olmOCR \u4e0e\u5176\u4ed6\u9886\u5148\u6587\u6863\u63d0\u53d6\u5de5\u5177\u7684\u00a0\u5bf9\u6bd4\u00a0\u7ed3\u679c\uff0c\u4ee5\u53ca\u5173\u4e8e olmOCR\u00a0\u6784\u5efa\u8fc7\u7a0b\u00a0\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u70b9\u51fb\u94fe\u63a5\u67e5\u770b\u3002\u5982\u679c\u60a8\u5df2\u7ecf\u51c6\u5907\u597d\u8bd5\u7528 olmOCR\uff0c\u8bf7\u8bbf\u95ee\u00a0GitHub \u4ed3\u5e93\uff0c\u5728\u60a8\u7684\u9879\u76ee\u4e2d\u5f00\u59cb\u4f7f\u7528 olmOCR \u5427\uff01<\/p>\n

 <\/p>\n

\u4ea4\u4e92\u5f0f\u5de5\u5177\u5bf9\u6bd4<\/h2>\n

\u901a\u8fc7\u5bf9\u6bd4\u793a\u4f8b\u6587\u6863\uff0c\u60a8\u53ef\u4ee5\u76f4\u89c2\u5730\u4e86\u89e3 olmOCR \u76f8\u8f83\u4e8e\u5176\u4ed6\u9886\u5148\u6587\u6863\u63d0\u53d6\u5de5\u5177\u7684\u6027\u80fd\u8868\u73b0\u3002\u4f7f\u7528\u4e0b\u65b9\u7684\u6807\u7b7e\u9875\uff0c\u60a8\u53ef\u4ee5\u67e5\u770b\u4e0d\u540c\u5de5\u5177\u7684\u8f93\u51fa\u7ed3\u679c\uff0c\u5e76\u6df1\u5165\u4e86\u89e3\u5b83\u4eec\u5728\u5904\u7406\u8d28\u91cf\u4e0a\u7684\u5173\u952e\u5dee\u5f02\u3002<\/p>\n

\"\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u9ad8\u6548<\/p>\n

 <\/p>\n

\"\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u9ad8\u6548<\/p>\n

 <\/p>\n

\"\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u9ad8\u6548<\/p>\n

 <\/p>\n

olmOCR \u7684\u6784\u5efa\u4e4b\u8def<\/h2>\n

\u4f20\u7edf\u7684 OCR \u6280\u672f\u5728\u5904\u7406\u5e03\u5c40\u590d\u6742\u7684 PDF \u6587\u6863\u65f6\uff0c\u5f80\u5f80\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002\u4e3a\u4e86\u83b7\u5f97\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u6765\u8bad\u7ec3 olmOCR\uff0c\u5f00\u53d1\u56e2\u961f\u521b\u65b0\u6027\u5730\u7814\u53d1\u4e86\u4e00\u79cd\u540d\u4e3a\u00a0\u6587\u6863\u951a\u5b9a (document anchoring)<\/strong>\u00a0\u7684\u6280\u672f\u3002\u8be5\u65b9\u6cd5\u5145\u5206\u5229\u7528 PDF \u6587\u4ef6\u4e2d\u5df2\u6709\u7684\u6587\u672c\u548c\u5143\u6570\u636e\uff0c\u6765\u663e\u8457\u63d0\u5347\u6587\u672c\u63d0\u53d6\u7684\u8d28\u91cf\u3002<\/p>\n

\"\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u9ad8\u6548<\/p>\n

\u56fe 1: \u5c55\u793a\u4e86\u6587\u6863\u951a\u5b9a\u6280\u672f\u5728\u4e00\u4e2a\u5178\u578b\u9875\u9762\u4e0a\u7684\u5de5\u4f5c\u539f\u7406\u3002\u76f8\u5173\u7684\u56fe\u50cf\u4f4d\u7f6e\u548c\u6587\u672c\u5757\u88ab\u63d0\u53d6\u51fa\u6765\uff0c\u8fde\u63a5\u5728\u4e00\u8d77\uff0c\u5e76\u63d2\u5165\u5230\u6a21\u578b prompt (\u63d0\u793a) \u4e2d\u3002\u5f53\u5411 VLM (\u89c6\u89c9\u8bed\u8a00\u6a21\u578b) \u0437\u0430\u043f\u0440\u043e\u0441\u0438\u0442\u044c (\u8bf7\u6c42) \u6587\u6863\u7684\u7eaf\u6587\u672c\u7248\u672c\u65f6\uff0c\u951a\u5b9a\u7684\u6587\u672c\u5c06\u4e0e\u9875\u9762\u7684\u6805\u683c\u5316\u56fe\u50cf\u7ed3\u5408\u4f7f\u7528\u3002<\/p>\n

\u501f\u52a9\u6587\u6863\u951a\u5b9a\u6280\u672f\uff0c\u5f00\u53d1\u56e2\u961f\u4f7f\u7528 GPT-4o \u6807\u6ce8\u4e86 25 \u4e07\u4e2a\u9875\u9762\u3002\u6570\u636e\u96c6\u7684\u6765\u6e90\u5341\u5206\u5e7f\u6cdb\uff0c\u5305\u62ec\u4ece\u7f51\u7edc\u4e0a\u6293\u53d6\u7684\u516c\u5f00 PDF \u6587\u6863\uff0c\u4ee5\u53ca\u4e92\u8054\u7f51\u6863\u6848\u9986\u626b\u63cf\u7684\u516c\u5171\u9886\u57df\u4e66\u7c4d\u3002\u6570\u636e\u96c6\u7c7b\u578b\u591a\u6837\uff0c\u5176\u4e2d 60% \u4e3a\u5b66\u672f\u8bba\u6587\uff0c12% \u4e3a\u5ba3\u4f20\u518c\uff0c11% \u4e3a\u6cd5\u5f8b\u6587\u4ef6\uff0c6% \u4e3a\u56fe\u8868\uff0c5% \u4e3a\u5e7b\u706f\u7247\uff0c\u4ee5\u53ca 4% \u4e3a\u5176\u4ed6\u6587\u6863\u7c7b\u578b\u3002<\/p>\n

\u5728\u6a21\u578b\u8bad\u7ec3\u65b9\u9762\uff0colmOCR \u56e2\u961f\u5bf9 Qwen2-VL-7B-Instruct checkpoint (\u68c0\u67e5\u70b9) \u8fdb\u884c\u4e86\u5fae\u8c03\u3002\u4e3a\u4e86\u5b9e\u73b0\u5927\u89c4\u6a21\u6279\u91cf\u5904\u7406\uff0c\u5e76\u4f18\u5316\u63a8\u7406 pipeline (\u6d41\u7a0b\u7ba1\u7ebf)\uff0c\u4ed6\u4eec\u4f7f\u7528\u4e86 SGLang\u3002\u6700\u7ec8\uff0colmOCR \u4ec5\u9700\u82b1\u8d39 190 \u7f8e\u5143\u5373\u53ef\u8f6c\u6362\u4e00\u767e\u4e07\u9875 PDF \u6587\u6863\uff0c\u6210\u672c\u4ec5\u4e3a GPT-4o API \u7684 1\/32\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u5176\u5b83\u6d41\u884c\u7684 OCR \u5de5\u5177\u76f8\u6bd4\uff0colmOCR \u4e0d\u4ec5\u663e\u8457\u964d\u4f4e\u4e86\u6210\u672c\uff0c\u800c\u4e14\u5728\u4eba\u5de5\u8bc4\u4f30\u4e2d\u4e5f\u5c55\u73b0\u51fa\u66f4\u5353\u8d8a\u7684\u6027\u80fd\u3002<\/p>\n

\"\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u9ad8\u6548<\/p>\n

\u56fe 2: olmOCR \u4e0e\u5176\u4ed6\u6d41\u884c\u5de5\u5177\u7684 ELO \u6392\u540d\u7bb1\u7ebf\u56fe\u3002<\/p>\n

\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30 olmOCR \u7684\u6027\u80fd\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u5176\u8f93\u51fa\u7ed3\u679c\u4e0e\u5176\u4ed6\u6d41\u884c\u7684 PDF \u63d0\u53d6\u5de5\u5177\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0c\u8fd9\u4e9b\u5de5\u5177\u5305\u62ec\uff1aMarker\u3001MinerU\u00a0\u548c\u00a0GOT-OCR 2.0\u3002\u4ed6\u4eec\u9080\u8bf7\u4e86 11 \u4f4d\u7814\u7a76\u4eba\u5458\u8fdb\u884c pairwise judgments (\u6210\u5bf9\u5224\u65ad)\u3002\u5728 2017 \u4efd PDF \u6587\u6863\u4e2d\uff0c\u6536\u96c6\u4e86 452 \u7ec4\u6709\u610f\u4e49\u7684\u5bf9\u6bd4\u7ed3\u679c\uff0c\u5e76\u901a\u8fc7\u8ba1\u7b97 ELO \u8bc4\u5206\u6765\u91cf\u5316\u6027\u80fd\u3002\u7ed3\u679c\u663e\u793a\uff0colmOCR \u7684 ELO \u8bc4\u5206\u8d85\u8fc7 1800 \u5206\uff0c\u663e\u8457\u4f18\u4e8e\u6240\u6709\u7ade\u4e89\u5bf9\u624b\u3002\u5728\u4e0e\u5176\u4ed6\u5de5\u5177\u7684\u76f4\u63a5\u5bf9\u6bd4\u4e2d\uff0colmOCR \u5728 61.3% \u5bf9 Marker<\/a> \u7684\u6bd4\u8f83\u4e2d\u66f4\u53d7\u9752\u7750\uff0c\u5728 58.6% \u5bf9 GOT-OCR \u7684\u6bd4\u8f83\u4e2d\u66f4\u53d7\u6b22\u8fce\uff0c\u5728\u5bf9 MinerU<\/a> \u7684\u6bd4\u8f83\u4e2d\uff0c\u8fd9\u4e00\u6bd4\u4f8b\u66f4\u662f\u9ad8\u8fbe 71.4%\uff0c\u5145\u5206\u8bc1\u660e\u4e86 olmOCR \u5728\u751f\u6210\u6e05\u6670\u3001\u7ed3\u6784\u826f\u597d\u7684\u6587\u672c\u65b9\u9762\u7684\u5353\u8d8a\u80fd\u529b\u3002<\/p>\n

\u60a8\u53ef\u4ee5\u5728\u00a0\u6280\u672f\u62a5\u544a\u00a0\u4e2d\u67e5\u770b\u66f4\u591a\u7ec6\u8282\u4fe1\u606f\u4ee5\u53ca\u5176\u4ed6\u8bc4\u4f30\u7ed3\u679c\u3002<\/p>\n

 <\/p>\n

\u5982\u4f55\u4f7f\u7528 olmOCR<\/h2>\n

olmOCR \u7684\u9996\u4e2a\u7248\u672c\u5305\u62ec\u4e00\u4e2a demo (\u6f14\u793a)\u3001\u6a21\u578b\u6743\u91cd\u3001\u5fae\u8c03\u6570\u636e\u96c6\u3001\u4e00\u4efd\u7b80\u8981\u7684\u6280\u672f\u62a5\u544a\uff0c\u4ee5\u53ca\u6700\u91cd\u8981\u7684\uff0c\u4e00\u4e2a\u9ad8\u6548\u7684\u63a8\u7406 pipeline (\u6d41\u7a0b\u7ba1\u7ebf)\u3002<\/p>\n

\u8bbf\u95ee\u00a0GitHub \u4ed3\u5e93\u00a0\u5b89\u88c5 olmOCR \u5e76\u67e5\u9605\u76f8\u5173\u6587\u6863\u3002\u4e4b\u540e\uff0c\u5728\u4e00\u53f0\u914d\u5907 GPU \u7684\u673a\u5668\u4e0a\uff0c\u53ea\u9700\u7b80\u5355\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n

python -m olmocr.pipeline .\/localworkspace --pdfs tests\/gnarly_pdfs\/horribleocr.pdf\r\n<\/code><\/pre>\n
\u5f00\u53d1\u56e2\u961f\u5e0c\u671b\u5728\u4e0d\u4e45\u7684\u5c06\u6765\u53d1\u5e03\u66f4\u591a\u7684\u5b9a\u91cf benchmark (\u57fa\u51c6\u6d4b\u8bd5)\uff0c\u4ee5\u52a9\u529b\u5f00\u53d1\u66f4\u4f18\u79c0\u7684 PDF \u63d0\u53d6\u6a21\u578b\uff0c\u5e76\u66f4\u6709\u6548\u5730\u8bc4\u4f30\u5b83\u4eec\u7684\u6027\u80fd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u5728\u4eba\u5de5\u667a\u80fd\u79d1\u6280\u9886\u57df\uff0c\u8bed\u8a00\u6a21\u578b (Language Models, LMs) \u5df2\u7ecf\u6210\u4e3a\u9a71\u52a8\u521b\u65b0\u7684\u6838\u5fc3\u529b\u91cf\u3002\u4ece\u9884\u8bad\u7ec3\u5230\u5b9e\u9645\u5e94\u7528\uff0c\u8bed\u8a00\u6a21\u578b\u90fd\u4f9d\u8d56\u4e8e\u7eaf\u6587\u672c\u6570\u636e\u8fdb\u884c\u8fd0\u4f5c\u3002\u65e0\u8bba\u662f\u8fdb\u884c\u4e07\u4ebf tokens \u7ea7\u522b\u7684\u8bad\u7ec3\uff0c\u8fd8\u662f\u652f\u6301\u6570\u636e\u5bc6\u96c6\u578b\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff0c\u6587\u672c…<\/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-27062","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/27062","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=27062"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/27062\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=27062"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=27062"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=27062"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}