{"id":4929,"date":"2026-03-16T16:19:21","date_gmt":"2026-03-16T08:19:21","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4929"},"modified":"2026-03-16T16:19:21","modified_gmt":"2026-03-16T08:19:21","slug":"202603%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-document-level-relation-extraction-with-adaptive-thresholding-and-localized-context-pooling","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202603%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-document-level-relation-extraction-with-adaptive-thresholding-and-localized-context-pooling\/","title":{"rendered":"202603\u8bba\u6587\u7814\u8bfb-Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aWenxuan Zhou Kevin Huang Tengyu Ma Jing Huang<br>\u6765\u6e90\uff1aAAAI<br>\u5355\u4f4d\uff1aUniversity of Southern California\uff1bJD AI Research\uff1bStanford University<br>\u53d1\u8868\u65e5\u671f\uff1a2021.2<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u80cc\u666f\u52a8\u673a<\/h3>\n\n\n\n<p>\u968f\u7740\u77e5\u8bc6\u56fe\u8c31\u4e0e\u4fe1\u606f\u62bd\u53d6\u7684\u53d1\u5c55\uff0c\u5173\u7cfb\u62bd\u53d6\u9010\u6e10\u4ece\u53e5\u5b50\u7ea7\u6269\u5c55\u5230\u6587\u6863\u7ea7\u4efb\u52a1\u3002\u771f\u5b9e\u5173\u7cfb\u5f80\u5f80\u8de8\u8d8a\u591a\u4e2a\u53e5\u5b50\uff0c\u9700\u8981\u6a21\u578b\u7406\u89e3\u6574\u7bc7\u6587\u6863\u4e2d\u7684\u5b9e\u4f53\u4ea4\u4e92\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u6587\u6863\u7ea7\u5173\u7cfb\u62bd\u53d6\u4e2d\uff0c\u4e00\u4e2a\u6587\u6863\u5305\u542b\u5927\u91cf\u5b9e\u4f53\u5bf9\uff0c\u4e14\u540c\u4e00\u5b9e\u4f53\u5bf9\u53ef\u80fd\u5177\u6709\u591a\u4e2a\u5173\u7cfb\u6807\u7b7e\u3002<br>\u73b0\u6709\u65b9\u6cd5\u591a\u4f9d\u8d56\u56fa\u5b9a\u9608\u503c\u6216\u590d\u6742\u56fe\u7ed3\u6784\uff0c\u96be\u4ee5\u540c\u65f6\u517c\u987e\u6548\u7387\u4e0e\u9884\u6d4b\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u957f\u6587\u6863\u4e2d\u53ea\u6709\u5c11\u91cf\u4e0a\u4e0b\u6587\u771f\u6b63\u51b3\u5b9a\u5b9e\u4f53\u5173\u7cfb\uff0c\u4f46\u73b0\u6709\u65b9\u6cd5\u901a\u5e38\u4f7f\u7528\u5168\u5c40\u5b9e\u4f53\u8868\u793a\u3002\u8fd9\u4f1a\u5f15\u5165\u5927\u91cf\u65e0\u5173\u4fe1\u606f\uff0c\u5bfc\u81f4\u6a21\u578b\u96be\u4ee5\u51c6\u786e\u5b9a\u4f4d\u4e0e\u5f53\u524d\u5b9e\u4f53\u5bf9\u76f8\u5173\u7684\u5173\u952e\u8bc1\u636e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7814\u7a76\u76ee\u6807<\/h3>\n\n\n\n<p>\u63d0\u51fa\u6587\u6863\u7ea7\u5173\u7cfb\u62bd\u53d6\u6a21\u578b ATLOP\uff0c\u5229\u7528\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u63d0\u5347\u590d\u6742\u6587\u6863\u4e2d\u5b9e\u4f53\u5173\u7cfb\u8bc6\u522b\u80fd\u529b\u3002<br>\u901a\u8fc7 \u81ea\u9002\u5e94\u9608\u503c\u673a\u5236\uff08Adaptive Thresholding\uff09\uff0c\u89e3\u51b3\u591a\u6807\u7b7e\u5173\u7cfb\u9884\u6d4b\u4e2d\u56fa\u5b9a\u9608\u503c\u4e0d\u9002\u5e94\u4e0d\u540c\u5b9e\u4f53\u5bf9\u7684\u95ee\u9898\u3002<br>\u901a\u8fc7 \u5c40\u90e8\u4e0a\u4e0b\u6587\u6c60\u5316\uff08Localized Context Pooling\uff09\uff0c\u5b9a\u4f4d\u4e0e\u5b9e\u4f53\u5bf9\u76f8\u5173\u7684\u5173\u952e\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u51cf\u5c11\u65e0\u5173\u4fe1\u606f\u5e72\u6270\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u5185\u5bb9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Adaptive Thresholding<\/h3>\n\n\n\n<p>\u4f20\u7edf\u591a\u6807\u7b7e\u5173\u7cfb\u62bd\u53d6\u901a\u8fc7\u56fa\u5b9a\u9608\u503c\u5224\u65ad\u5173\u7cfb\u662f\u5426\u6210\u7acb\uff0c\u4f46\u4e0d\u540c\u5b9e\u4f53\u5bf9\u7684\u9884\u6d4b\u7f6e\u4fe1\u5ea6\u5206\u5e03\u5b58\u5728\u5dee\u5f02\u3002<br>\u672c\u6587\u5f15\u5165 threshold class (TH)\uff0c\u5c06\u9608\u503c\u4f5c\u4e3a\u53ef\u5b66\u4e60\u7c7b\u522b\uff0c\u901a\u8fc7\u6bd4\u8f83\u5173\u7cfb\u5f97\u5206\u4e0e TH \u5f97\u5206\u51b3\u5b9a\u5173\u7cfb\u662f\u5426\u6210\u7acb\uff0c\u4ece\u800c\u5b9e\u73b0 \u81ea\u9002\u5e94\u5173\u7cfb\u51b3\u7b56\u9608\u503c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Localized Context Pooling<\/h3>\n\n\n\n<p>\u4f20\u7edf\u65b9\u6cd5\u4e3a\u6bcf\u4e2a\u5b9e\u4f53\u751f\u6210 \u7edf\u4e00\u7684\u5168\u5c40\u8868\u793a\uff0c<br>\u4f46\u6587\u6863\u4e2d\u53ea\u6709 \u5c11\u91cf\u4e0a\u4e0b\u6587\u771f\u6b63\u51b3\u5b9a\u5b9e\u4f53\u5173\u7cfb\uff0c\u5176\u4f59\u4fe1\u606f\u4f1a\u5f15\u5165\u566a\u58f0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"728\" height=\"318\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-40.png\" alt=\"\" class=\"wp-image-4930\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-40.png 728w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-40-300x131.png 300w\" sizes=\"auto, (max-width: 728px) 100vw, 728px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u6bcf\u4e2a\u5b9e\u4f53\u5bf9\u751f\u6210\u4e13\u5c5e\u4e0a\u4e0b\u6587\u8868\u793a\uff0c\u51cf\u5c11\u65e0\u5173\u4fe1\u606f\u5e72\u6270\uff0c\u63d0\u9ad8\u5173\u7cfb\u9884\u6d4b\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"411\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-41-1024x411.png\" alt=\"\" class=\"wp-image-4931\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-41-1024x411.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-41-300x120.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-41-768x308.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-41.png 1469w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c\u8bc4\u4f30<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"783\" height=\"447\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-42.png\" alt=\"\" class=\"wp-image-4932\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-42.png 783w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-42-300x171.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-42-768x438.png 768w\" sizes=\"auto, (max-width: 783px) 100vw, 783px\" \/><\/figure>\n\n\n\n<p>ATLOP \u5728 DocRED \u6570\u636e\u96c6\u4e0a\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff0c\u5176\u4e2d RoBERTa-ATLOP \u8fbe\u5230 63.40 F1\uff0c\u53d6\u5f97\u5f53\u524d\u6700\u4f73\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"791\" height=\"355\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-43.png\" alt=\"\" class=\"wp-image-4933\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-43.png 791w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-43-300x135.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-43-768x345.png 768w\" sizes=\"auto, (max-width: 791px) 100vw, 791px\" \/><\/figure>\n\n\n\n<p>\u968f\u7740\u6587\u6863\u4e2d\u5b9e\u4f53\u6570\u91cf\u589e\u52a0\uff0c\u52a0\u5165 Localized Context Pooling\uff08LOP\uff09 \u7684\u6a21\u578b\u59cb\u7ec8\u4f18\u4e8e\u4e0d\u4f7f\u7528 LOP \u7684\u6a21\u578b\uff0c\u8bf4\u660e\u8be5\u65b9\u6cd5\u80fd\u591f\u66f4\u6709\u6548\u5730\u6355\u83b7\u591a\u5b9e\u4f53\u6587\u6863\u4e2d\u7684\u5173\u952e\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3\u601d\u8003<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bba\u6587\u603b\u7ed3<\/h3>\n\n\n\n<p>1.\u6587\u6863\u7ea7\u5173\u7cfb\u62bd\u53d6\u4efb\u52a1\u76f8\u6bd4\u53e5\u7ea7\u5173\u7cfb\u62bd\u53d6\u66f4\u52a0\u590d\u6742\uff0c\u4e00\u4e2a\u6587\u6863\u4e2d\u901a\u5e38\u5305\u542b\u591a\u4e2a\u5b9e\u4f53\u5bf9\uff0c\u5e76\u4e14\u540c\u4e00\u5b9e\u4f53\u5bf9\u53ef\u80fd\u5bf9\u5e94\u591a\u4e2a\u5173\u7cfb\u6807\u7b7e\uff0c\u5bfc\u81f4\u6a21\u578b\u9700\u8981\u540c\u65f6\u89e3\u51b3<strong>\u591a\u5b9e\u4f53\uff08multi-entity\uff09\u548c\u591a\u6807\u7b7e\uff08multi-label\uff09<\/strong>\u95ee\u9898\u3002\u4f20\u7edf\u65b9\u6cd5\u5f80\u5f80\u4f9d\u8d56\u6784\u5efa\u6587\u6863\u56fe\u7ed3\u6784\u8fdb\u884c\u63a8\u7406\uff0c\u4f46\u5728\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08\u5982 BERT\uff09\u5df2\u7ecf\u80fd\u591f\u6355\u83b7\u957f\u8ddd\u79bb\u4f9d\u8d56\u7684\u60c5\u51b5\u4e0b\uff0c\u56fe\u7ed3\u6784\u7684\u5fc5\u8981\u6027\u4ecd\u5b58\u5728\u4e89\u8bae\u3002<\/p>\n\n\n\n<p><br>2.\u672c\u6587\u63d0\u51fa ATLOP\uff08Adaptive Thresholding and Localized Context Pooling\uff09\u6a21\u578b\uff0c\u901a\u8fc7\u4e24\u4e2a\u5173\u952e\u6280\u672f\u63d0\u5347\u6587\u6863\u7ea7\u5173\u7cfb\u62bd\u53d6\u6027\u80fd\uff1a<br>Adaptive Thresholding\uff08\u81ea\u9002\u5e94\u9608\u503c\uff09\uff1a\u5f15\u5165\u53ef\u5b66\u4e60\u7684\u9608\u503c\u7c7b\u522b\u66ff\u4ee3\u4f20\u7edf\u5168\u5c40\u9608\u503c\uff0c\u4f7f\u4e0d\u540c\u5b9e\u4f53\u5bf9\u80fd\u591f\u81ea\u52a8\u5b66\u4e60\u6700\u5408\u9002\u7684\u5173\u7cfb\u5224\u5b9a\u9608\u503c\uff0c\u4ece\u800c\u66f4\u597d\u5730\u89e3\u51b3\u591a\u6807\u7b7e\u5206\u7c7b\u95ee\u9898\u3002<br>Localized Context Pooling\uff08\u5c40\u90e8\u4e0a\u4e0b\u6587\u805a\u5408\uff09\uff1a\u5229\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6ce8\u610f\u529b\u6743\u91cd\u5b9a\u4f4d\u4e0e\u5b9e\u4f53\u5bf9\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u5e76\u6784\u5efa\u9488\u5bf9\u5b9e\u4f53\u5bf9\u7684\u5c40\u90e8\u8bed\u4e49\u8868\u793a\uff0c\u51cf\u5c11\u65e0\u5173\u4e0a\u4e0b\u6587\u5e26\u6765\u7684\u566a\u58f0\u3002<\/p>\n\n\n\n<p><br>3.\u5b9e\u9a8c\u5728 DocRED\u3001CDR \u548c GDA \u4e09\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9a8c\u8bc1\uff0c\u7ed3\u679c\u8868\u660e ATLOP \u5728\u6587\u6863\u7ea7\u5173\u7cfb\u62bd\u53d6\u4efb\u52a1\u4e0a\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff0c\u5728 DocRED \u6570\u636e\u96c6\u4e0a\u8fbe\u5230 63.4% F1 \u7684\u65b0 SOTA\u3002\u5b9e\u9a8c\u5206\u6790\u8fd8\u8868\u660e\uff0c\u81ea\u9002\u5e94\u9608\u503c\u673a\u5236\u80fd\u591f\u6709\u6548\u7f13\u89e3\u591a\u6807\u7b7e\u51b3\u7b56\u95ee\u9898\uff0c\u800c\u5c40\u90e8\u4e0a\u4e0b\u6587\u805a\u5408\u53ef\u4ee5\u5728\u5b9e\u4f53\u6570\u91cf\u8f83\u591a\u7684\u6587\u6863\u4e2d\u66f4\u51c6\u786e\u5730\u5b9a\u4f4d\u5173\u7cfb\u8bc1\u636e<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u542f\u53d1\u601d\u8003<\/h3>\n\n\n\n<p><strong>1.1\u6280\u672f\u521b\u65b0-\u903b\u8f91\u601d\u7ef4\u63a8\u7406\u6846\u67b6<\/strong>\uff1aATLOP \u63d0\u51fa\u4e86 Adaptive Thresholding \u4e0e Localized Context Pooling \u4e24\u79cd\u673a\u5236\uff0c\u7528\u4e8e\u89e3\u51b3\u6587\u6863\u7ea7\u5173\u7cfb\u62bd\u53d6\u4e2d\u7684 \u591a\u5b9e\u4f53\u3001\u591a\u5173\u7cfb\u6807\u7b7e\u95ee\u9898\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u5229\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6ce8\u610f\u529b\u673a\u5236\u5b9a\u4f4d\u5b9e\u4f53\u5bf9\u76f8\u5173\u4e0a\u4e0b\u6587\uff0c\u5e76\u901a\u8fc7\u81ea\u9002\u5e94\u9608\u503c\u52a8\u6001\u5224\u65ad\u5173\u7cfb\u6807\u7b7e\uff0c\u6709\u6548\u51cf\u5c11\u65e0\u5173\u4e0a\u4e0b\u6587\u548c\u56fa\u5b9a\u9608\u503c\u5e26\u6765\u7684\u8bef\u5224\u3002\u8fd9\u4e00\u601d\u8def\u8bf4\u660e\uff0c\u5728\u590d\u6742\u6587\u672c\u62bd\u53d6\u4efb\u52a1\u4e2d\uff0c\u7b80\u5355\u62fc\u63a5\u957f\u6587\u672c\u5e76\u4e0d\u80fd\u4fdd\u8bc1\u6a21\u578b\u6709\u6548\u5229\u7528\u5173\u952e\u4fe1\u606f\uff0c\u9700\u8981\u901a\u8fc7\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\u7ec4\u7ec7\u6216\u6ce8\u610f\u529b\u673a\u5236\u5f3a\u5316\u5173\u952e\u4fe1\u606f\u5efa\u6a21\u3002<\/p>\n\n\n\n<p><strong>2.1\u6280\u672f\u76ee\u6807-\u4e13\u4e1a\u624b\u518c\u516c\u5171\u670d\u52a1<\/strong>\uff1a\u63d0\u5347\u6a21\u578b\u5728\u590d\u6742\u6587\u6863\u4e2d\u7684\u5173\u7cfb\u8bc6\u522b\u80fd\u529b\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u5305\u542b\u5927\u91cf\u5b9e\u4f53\u4e0e\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u6587\u6863\u4e2d\u51c6\u786e\u8bc6\u522b\u5b9e\u4f53\u5173\u7cfb\u3002\u7136\u800c ATLOP \u4ecd\u7136\u5c40\u9650\u4e8e \u5355\u6587\u6863\u5173\u7cfb\u62bd\u53d6\u4efb\u52a1\uff0c\u65e0\u6cd5\u76f4\u63a5\u5904\u7406\u8de8\u6587\u6863\u4fe1\u606f\u6574\u5408\u95ee\u9898\u3002\u9488\u5bf9\u8fd9\u4e00\u4e0d\u8db3\uff0c\u672c\u8bfe\u9898\u53ef\u4ee5\u5728\u5176\u57fa\u7840\u4e0a\u5f15\u5165 \u68c0\u7d22\u589e\u5f3a\u673a\u5236\uff08RAG\uff09\u6216\u8de8\u6587\u6863\u8bc1\u636e\u805a\u5408\u6a21\u5757\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u591a\u4e2a\u4e13\u4e1a\u6587\u6863\u4e4b\u95f4\u8fdb\u884c\u8bc1\u636e\u68c0\u7d22\u4e0e\u63a8\u7406\uff0c\u4ece\u800c\u66f4\u597d\u5730\u670d\u52a1\u4e8e\u4e13\u4e1a\u77e5\u8bc6\u62bd\u53d6\u4e0e\u516c\u5171\u77e5\u8bc6\u670d\u52a1\u573a\u666f\u3002<\/p>\n\n\n\n<p><strong>3.1\u573a\u666f\u529f\u80fd-\u98df\u517b\u901a\uff1a<\/strong>\u53ef\u4ee5\u5728 ATLOP \u7684\u57fa\u7840\u4e0a\u6784\u5efa \u8de8\u6587\u6863\u5173\u7cfb\u62bd\u53d6\u6846\u67b6\uff0c\u4f8b\u5982\u901a\u8fc7\u5b9e\u4f53\u5bf9\u9a71\u52a8\u7684\u6587\u6863\u68c0\u7d22\u3001\u8bc1\u636e\u6bb5\u843d\u9009\u62e9\u4ee5\u53ca\u8de8\u6587\u6863\u63a8\u7406\u6a21\u5757\uff0c\u5b9e\u73b0\u5bf9\u201c\u6210\u5206\u2014\u529f\u6548\u2014\u9002\u7528\u4eba\u7fa4\u201d\u7b49\u5173\u7cfb\u7684\u7efc\u5408\u62bd\u53d6\u3002\u8fd9\u5c06\u6709\u52a9\u4e8e\u63d0\u5347\u7cfb\u7edf\u5728\u5065\u5eb7\u996e\u98df\u77e5\u8bc6\u670d\u52a1\u573a\u666f\u4e2d\u7684\u4fe1\u606f\u6574\u5408\u80fd\u529b\uff0c\u540c\u65f6\u589e\u5f3a\u7cfb\u7edf\u7ed3\u679c\u7684\u53ef\u89e3\u91ca\u6027\u4e0e\u5b9e\u7528\u4ef7\u503c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aWenxuan Zhou Kevin Huang Tengyu Ma Jing Huang\u6765\u6e90\uff1aAAAI [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4929","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4929","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/67"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4929"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4929\/revisions"}],"predecessor-version":[{"id":4935,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4929\/revisions\/4935"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4929"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4929"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4929"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}