{"id":4613,"date":"2025-12-15T23:05:37","date_gmt":"2025-12-15T15:05:37","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4613"},"modified":"2025-12-15T23:05:37","modified_gmt":"2025-12-15T15:05:37","slug":"202512-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-individualized-value-discovery-using-llms-for-short-video-recommendation","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202512-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-individualized-value-discovery-using-llms-for-short-video-recommendation\/","title":{"rendered":"202512 \u8bba\u6587\u7814\u8bfb-Individualized Value Discovery using LLMs for Short Video Recommendation"},"content":{"rendered":"\n<p>\u6765\u6e90\uff1aICIS 2025<br>\u4f5c\u8005\uff1aKejun Chen\u7b49<br>\u5355\u4f4d\uff1aTsinghuaUniversity, KuaishouTechnology,<br>\u53d1\u8868\u65f6\u95f4\uff1a2025 \u5e74 10\u6708<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u77ed\u89c6\u9891\u5e73\u53f0\u4e0e\u63a8\u8350\u7cfb\u7edf\u7684\u73b0\u72b6<br>\u5e73\u53f0\u9ad8\u5ea6\u4f9d\u8d56\u63a8\u8350\u7cfb\u7edf\u5e2e\u52a9\u7528\u6237\u4ece\u6d77\u91cf\u5185\u5bb9\u4e2d\u7b5b\u9009\u611f\u5174\u8da3\u89c6\u9891\u3002<br>\u5f53\u524d\u4e3b\u6d41\u63a8\u8350\u7cfb\u7edf\u4e3b\u8981\u57fa\u4e8e\u884c\u4e3a\u4fe1\u53f7\uff0c\u4f8b\u5982\u70b9\u51fb\u3001\u89c2\u770b\u65f6\u957f\u3001\u70b9\u8d5e\u3001\u8f6c\u53d1\u7b49\uff0c\u76ee\u6807\u662f\u6700\u5927\u5316\u77ed\u671f\u7528\u6237\u53c2\u4e0e\u5ea6\u3002<\/li>\n<\/ol>\n\n\n\n<p>2. \u4eba\u7c7b\u4ef7\u503c\u89c2\u5728\u51b3\u7b56\u4e2d\u7684\u6838\u5fc3\u4f5c\u7528<br>\u8de8\u5b66\u79d1\u7814\u7a76\uff08\u5fc3\u7406\u5b66\u3001\u6d88\u8d39\u8005\u884c\u4e3a\u5b66\u3001\u51b3\u7b56\u79d1\u5b66\u7b49\uff09\u4e00\u81f4\u8868\u660e\uff1a\u4eba\u7c7b\u884c\u4e3a\u6df1\u53d7\u4e2a\u4eba\u4ef7\u503c\u89c2\u5f71\u54cd\u3002<br>\u8bba\u6587\u91c7\u7528 Schwartz \u4ef7\u503c\u89c2\u7406\u8bba\u4f5c\u4e3a\u7406\u8bba\u57fa\u7840\uff0c\u8be5\u7406\u8bba\u5c06\u4eba\u7c7b\u4ef7\u503c\u89c2\u5f52\u7eb3\u4e3a19\u4e2a\u7ef4\u5ea6\uff08\u5982\u81ea\u6211\u5bfc\u5411\u3001\u4eab\u4e50\u4e3b\u4e49\u3001\u4ec1\u7231\u3001\u666e\u4e16\u4e3b\u4e49\u7b49\uff09\uff0c\u4ee3\u8868\u4e2a\u4f53\u6216\u7fa4\u4f53\u8ba4\u4e3a\u201c\u751f\u6d3b\u4e2d\u4ec0\u4e48\u662f\u91cd\u8981\u7684\u201d<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u6587\u7ae0\u662f\u4ece\u201c\u884c\u4e3a\u9a71\u52a8\u201d\u8f6c\u5411\u201c\u4ef7\u503c\u9a71\u52a8\u201d\u7684\u63a8\u8350\u8303\u5f0f\uff0c\u5229\u7528LLM\u6316\u6398\u77ed\u89c6\u9891\u4e2d\u9690\u542b\u7684\u4ef7\u503c\u4fe1\u53f7\uff0c\u5e76\u5c06\u5176\u878d\u5165\u63a8\u8350\u7b97\u6cd5\uff0c\u4ee5\u5b9e\u73b0\u66f4\u6df1\u5c42\u3001\u66f4\u6301\u4e45\u3001\u66f4\u4eba\u6027\u5316\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u4e3b\u8981\u6846\u67b6<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u57fa\u4e8e\u89d2\u8272\u7684\u4ef7\u503c\u63d0\u53d6<\/li>\n<\/ol>\n\n\n\n<p>\uff081\uff09\u8f93\u5165\u51c6\u5907<br>\u89c6\u9891\u8868\u793a\uff1a\u4f7f\u7528\u5e73\u53f0\u81ea\u7814\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08fine-tuned multimodal LLM\uff09\u4e3a\u6bcf\u4e2a\u77ed\u89c6\u9891\u751f\u6210\u6587\u672c\u63cf\u8ff0\uff08video caption\uff09\uff0c\u4f5c\u4e3a\u540e\u7eed\u5206\u6790\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u7528\u6237\u89d2\u8272\uff08Persona\uff09\uff1a\u5229\u7528\u540c\u4e00\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5bf9\u6bcf\u4e2a\u89c6\u9891\u751f\u62108\u201310\u4e2a\u201c\u53ef\u80fd\u559c\u6b22\u8be5\u89c6\u9891\u7684\u7528\u6237\u7c7b\u578b\u201d\u6807\u7b7e\uff08\u5982\u201c\u5e74\u8f7b\u804c\u573a\u5973\u6027\u201d\u201c\u73af\u4fdd\u4e3b\u4e49\u8005\u201d\u201c\u4f20\u7edf\u6587\u5316\u7231\u597d\u8005\u201d\u7b49\uff09\uff0c\u6784\u6210\u7528\u6237\u89d2\u8272\u5e93\u3002<\/p>\n\n\n\n<p>2. LLM\u63d0\u793a\u5de5\u7a0b<\/p>\n\n\n\n<p>\u8bbe\u8ba1\u7ed3\u6784\u5316\u63d0\u793a\uff08prompt\uff09\uff0c\u5f15\u5bfc LLM\uff08\u4f7f\u7528 Qwen2.5-7B\uff09\u6a21\u62df\u7279\u5b9a\u7528\u6237\u89d2\u8272\uff0c\u5e76\u57fa\u4e8e Schwartz \u7406\u8bba\u5224\u65ad\u8be5\u89d2\u8272\u4f1a\u4ece\u89c6\u9891\u4e2d\u611f\u77e5\u5230\u54ea\u4e9b\u4ef7\u503c\u3002<\/p>\n\n\n\n<p>\u63d0\u793a\u5305\u542b\u4e94\u4e2a\u5173\u952e\u7ec4\u4ef6\uff1a<br>Persona\uff1a\u6307\u5b9a\u6a21\u62df\u7684\u7528\u6237\u7c7b\u578b\uff1b<br>Objective\uff1a\u660e\u786e\u4efb\u52a1\u76ee\u6807\uff08\u201c\u8bf7\u5224\u65ad\u8be5\u89c6\u9891\u4f53\u73b0\u4e86\u54ea\u4e9b\u4ef7\u503c\u89c2\u201d\uff09\uff1b<br>Schwartz \u4ef7\u503c\u7406\u8bba\u4ecb\u7ecd\uff1a\u5217\u51fa\u5168\u90e819\u4e2a\u4ef7\u503c\u53ca\u5176\u52a8\u673a\u6027\u5b9a\u4e49\uff1b<br>Chain-of-Thought \u6307\u4ee4\uff1a\u8981\u6c42\u6a21\u578b\u9010\u6b65\u63a8\u7406\uff08\u5982\u201c\u5148\u7406\u89e3\u89c6\u9891\u5185\u5bb9 \u2192 \u8054\u7cfb\u7528\u6237\u8eab\u4efd \u2192 \u5339\u914d\u4ef7\u503c\u7ef4\u5ea6\u201d\uff09\uff1b<br>Video Description\uff1a\u8f93\u5165\u7531\u591a\u6a21\u6001\u6a21\u578b\u751f\u6210\u7684\u89c6\u9891\u6587\u672c\u63cf\u8ff0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"661\" height=\"293\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-17.png\" alt=\"\" class=\"wp-image-4614\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-17.png 661w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-17-300x133.png 300w\" sizes=\"auto, (max-width: 661px) 100vw, 661px\" \/><\/figure>\n\n\n\n<p>\u793a\u4f8b\u8f93\u51fa\uff1a\u5bf9\u4e8e\u4e00\u4e2a\u5c55\u793a\u4e61\u6751\u6559\u5e08\u575a\u5b88\u5c97\u4f4d\u7684\u89c6\u9891\uff0c\u6a21\u62df\u201c\u6559\u80b2\u5de5\u4f5c\u8005\u201d\u89d2\u8272\u7684 LLM \u53ef\u80fd\u8f93\u51fa\uff1aBenevolence-caring, Tradition, Universalism-concern\u3002<\/p>\n\n\n\n<p>3. \u4ef7\u503c\u5411\u91cf\u5316<\/p>\n\n\n\n<p>\u5bf9\u6bcf\u4e2a\u89c6\u9891\uff0c\u6c47\u603b\u5176\u5728\u6240\u6709\u5173\u8054\u7528\u6237\u89d2\u8272\u4e0b\u7684 LLM \u8f93\u51fa\uff1b<br>\u6784\u5efa\u4e00\u4e2a 19\u7ef4\u4e8c\u503c\u5411\u91cf\uff1a\u82e5\u4efb\u4e00\u89d2\u8272\u5728\u591a\u6b21\u91c7\u6837\u4e2d\u63d0\u53ca\u67d0\u4ef7\u503c\uff0c\u5219\u5bf9\u5e94\u7ef4\u5ea6\u8bbe\u4e3a1\uff0c\u5426\u5219\u4e3a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"647\" height=\"393\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-18.png\" alt=\"\" class=\"wp-image-4615\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-18.png 647w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-18-300x182.png 300w\" sizes=\"auto, (max-width: 647px) 100vw, 647px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u4ef7\u503c\u7279\u5f81\u878d\u5165\u63a8\u8350\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u6a21\u578b<\/td><td>\u7279\u70b9<\/td><td>\u589e\u5f3a\u65b9\u5f0f<\/td><\/tr><tr><td>SASRec<\/td><td>\u57fa\u4e8e&nbsp;Transformer&nbsp;\u7684\u5e8f\u5217\u63a8\u8350\u6a21\u578b\uff0c\u901a\u8fc7\u81ea\u6ce8\u610f\u529b\u673a\u5236\u6355\u6349\u7528\u6237\u884c\u4e3a\u5e8f\u5217\u4e2d\u7684\u4f9d\u8d56\u5173\u7cfb<\/td><td>\u5c0619\u7ef4\u4ef7\u503c\u5411\u91cf\u4f5c\u4e3a\u89c6\u9891\u7684\u989d\u5916\u7279\u5f81\uff0c\u4e0e\u539f\u59cb&nbsp;item&nbsp;embedding&nbsp;\u62fc\u63a5\u540e\u8f93\u5165\u6a21\u578b<\/td><\/tr><tr><td>FDSA<\/td><td>\u5728&nbsp;item-level&nbsp;\u548c&nbsp;feature-level&nbsp;\u5206\u522b\u5efa\u6a21\u7684\u6df1\u5ea6\u81ea\u6ce8\u610f\u529b\u6a21\u578b\uff0c\u652f\u6301\u5f02\u6784\u7279\u5f81\u878d\u5408<\/td><td>\u5c06\u4ef7\u503c\u7279\u5f81\u89c6\u4e3a\u4e00\u7c7b\u65b0\u7684\u201c\u8bed\u4e49\u7279\u5f81\u201d\uff0c\u901a\u8fc7\u72ec\u7acb\u7684\u7279\u5f81\u7ea7\u6ce8\u610f\u529b\u6a21\u5757\u5904\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bc4\u4f30\u65b9\u6cd5<\/li>\n<\/ul>\n\n\n\n<p>\uff081\uff09\u4eba\u5de5\u8bc4\u4f30 LLM \u7684\u4ef7\u503c\u63d0\u53d6\u80fd\u529b<br>\u62db\u52df3\u540d\u793e\u4f1a\u79d1\u5b66\/\u7ba1\u7406\u5b66\u80cc\u666f\u7684\u7814\u7a76\u751f\u4f5c\u4e3a\u6807\u6ce8\u5458\uff1b<br>\u5148\u5bf910\u4e2a\u89c6\u9891\u8fdb\u884c\u5171\u8bc6\u6807\u6ce8\u8bad\u7ec3\uff0c\u518d\u72ec\u7acb\u6807\u6ce8100\u4e2a\u89c6\u9891\uff0c\u91c7\u7528\u591a\u6570\u6295\u7968\u786e\u5b9a\u201c\u4eba\u7c7b\u6807\u51c6\u7b54\u6848\u201d\uff1b<br>LLM \u88ab\u8bbe\u5b9a\u4e3a\u76f8\u540c\u80cc\u666f\u7684\u201c\u7814\u7a76\u751f\u201d\u89d2\u8272\uff0c\u5e76\u5bf9\u6bcf\u4e2a\u89c6\u9891-\u89d2\u8272\u5bf9\u8fd0\u884c10\u6b21\uff08\u91c7\u6837\u591a\u6837\u6027\uff09\uff1b<br>\u8ba1\u7b97 LLM \u8f93\u51fa\u4e0e\u4eba\u5de5\u6807\u6ce8\u5728 Top-K \u4e0b\u7684\u00a0Recall\u3001Precision\u3001F1\u3001Hit Ratio\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"576\" height=\"279\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-19.png\" alt=\"\" class=\"wp-image-4616\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-19.png 576w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-19-300x145.png 300w\" sizes=\"auto, (max-width: 576px) 100vw, 576px\" \/><\/figure>\n\n\n\n<p>\u7ed3\u679c\uff1aF1-score \u8fbe 0.762\uff08K=1\uff09\uff0c\u8868\u660e LLM \u80fd\u8f83\u51c6\u786e\u6a21\u62df\u4eba\u7c7b\u7684\u4ef7\u503c\u611f\u77e5\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6838\u5fc3\u5b9e\u9a8c\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<p>\uff082\uff09\u8ba1\u7b97\u5b9e\u9a8c\u9a8c\u8bc1\u63a8\u8350\u6027\u80fd\u63d0\u5347<br>\u6570\u636e\u96c6\uff1a\u6765\u81ea\u4e2d\u56fd\u67d0\u5934\u90e8\u77ed\u89c6\u9891\u5e73\u53f0\uff08\u65e5\u6d3b7.36\u4ebf\uff09\uff1b<br>\u65f6\u95f4\u7a97\u53e3\uff1a2025\u5e744\u67081\u201314\u65e5\uff1b<br>\u7528\u6237\uff1a31,444\u4eba\uff08\u6bcf\u4eba\u226530\u6b21\u957f\u89c2\u770b\u884c\u4e3a\uff09\uff1b<br>\u89c6\u9891\uff1a27,952\u4e2a\uff08\u6bcf\u4e2a\u226510\u6b21\u4ea4\u4e92\uff09\uff1b<br>\u603b\u4ea4\u4e92\uff1a278,176\u6761\u201c\u957f\u89c2\u770b\u201d\u884c\u4e3a\uff08\u89c6\u4e3a\u6b63\u6837\u672c\uff09\uff1b<br>\u5212\u5206\uff1a\u8bad\u7ec3\/\u9a8c\u8bc1\/\u6d4b\u8bd5 = 8:1:1\uff1b<\/p>\n\n\n\n<p>\u6307\u6807\uff1aGAUC\uff08Group-wise AUC\uff09\u3001Recall@20\u3001Precision@20\uff1b<br>\u5bf9\u6bd4\u6a21\u578b\uff1aSASRec vs. SASRec+value\uff1bFDSA vs. FDSA+value\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"764\" height=\"125\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-20.png\" alt=\"\" class=\"wp-image-4617\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-20.png 764w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-20-300x49.png 300w\" sizes=\"auto, (max-width: 764px) 100vw, 764px\" \/><\/figure>\n\n\n\n<p>\u7ed3\u679c\uff1a\u52a0\u5165\u4ef7\u503c\u7279\u5f81\u540e\uff0c\u6240\u6709\u6307\u6807\u5747\u663e\u8457\u63d0\u5347\uff08\u5982 SASRec GAUC \u4ece 0.7719 \u2192 0.7833\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u603b\u7ed3\u4e0e\u7efc\u5408\u5bf9\u9f50\u601d\u8003<\/h2>\n\n\n\n<p>\uff08\u4e00\uff09\u8bba\u6587\u6838\u5fc3\u5185\u5bb9<br>\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8eLLM\u7684\u77ed\u89c6\u9891\u63a8\u8350\u65b9\u6cd5\uff0c\u901a\u8fc7\u8bc6\u522b\u89c6\u9891\u4e2d\u9690\u542b\u7684\u7528\u6237\u611f\u77e5\u4ef7\u503c\u89c2\uff08\u4f9d\u636e Schwartz \u768419\u4e2a\u4ef7\u503c\u7ef4\u5ea6\uff09\uff0c\u5c06\u8fd9\u4e9b\u4ef7\u503c\u7279\u5f81\u878d\u5165\u73b0\u6709\u63a8\u8350\u6a21\u578b\uff08\u5982 SASRec\u3001FDSA\uff09\uff0c\u5b9e\u73b0\u201c\u4ef7\u503c\u5bf9\u9f50\u201d\u7684\u4e2a\u6027\u5316\u63a8\u8350\uff0c\u4e3a\u4e0b\u4e00\u4ee3\u201c\u4ee5\u4eba\u4e3a\u672c\u201d\u7684\u63a8\u8350\u7cfb\u7edf\u63d0\u4f9b\u4e86\u65b0\u8303\u5f0f\u3002\u5176\u6838\u5fc3\u8d21\u732e\u5305\u62ec\uff1a<\/p>\n\n\n\n<p><br>\u9996\u6b21\u7528 LLM \u81ea\u52a8\u63d0\u53d6\u77ed\u89c6\u9891\u4e2d\u7684\u4ef7\u503c\u89c2\uff1a\u4e0d\u4f9d\u8d56\u4eba\u5de5\u6807\u6ce8\uff0c\u800c\u662f\u8ba9 LLM \u6a21\u62df\u4e0d\u540c\u7528\u6237\u89d2\u8272\uff08persona\uff09\uff0c\u7ed3\u5408 Schwartz \u4ef7\u503c\u7406\u8bba\uff0c\u4ece\u89c6\u9891\u6587\u672c\u63cf\u8ff0\u4e2d\u63a8\u7406\u51fa\u7528\u6237\u53ef\u80fd\u611f\u77e5\u5230\u7684\u4ef7\u503c\u3002<\/p>\n\n\n\n<p><br>\u6784\u5efa\u53ef\u6269\u5c55\u7684\u4ef7\u503c\u5bf9\u9f50\u63a8\u8350\u6846\u67b6\uff1a\u5c06\u63d0\u53d6\u51fa\u768419\u7ef4\u4ef7\u503c\u5411\u91cf\u4f5c\u4e3a\u65b0\u7279\u5f81\uff0c\u65e0\u7f1d\u96c6\u6210\u8fdb\u4e3b\u6d41\u5e8f\u5217\u63a8\u8350\u6a21\u578b\uff0c\u663e\u8457\u63d0\u5347 GAUC\u3001Recall@20 \u7b49\u6307\u6807\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u4e09\u7ef4\u5ea6\u5bf9\u9f50\u601d\u8003<\/h2>\n\n\n\n<p>1.0 \u6280\u672f\u521b\u65b0-\u903b\u8f91\u601d\u7ef4\u63a8\u7406\u6846\u67b6<br>\u8fd9\u7bc7\u8bba\u6587\u8bc1\u5b9e\u4e86\u5229\u7528 LLM \u6a21\u62df\u7279\u5b9a\u7528\u6237\u89d2\u8272\u6765\u63a8\u65ad\u5185\u5bb9\u9690\u6027\u7279\u5f81\u201d\u662f\u79d1\u5b66\u4e14\u6709\u6548\u7684 <br>\u3002\u53ef\u4ee5\u501f\u9274\u5176\u601d\u8def\uff0c\u5728\u6bd4\u9009\u63a8\u7406\u4e2d\u7684\u5065\u5eb7\u7ef4\u5ea6\uff1a\u5355\u7eaf\u9760\u8425\u517b\u6570\u636e\u7684\u5411\u91cf\u5339\u914d\u662f\u4e0d\u591f\u7684\uff0c\u53ef\u4ee5\u50cf\u8be5\u8bba\u6587\u5229\u7528 LLM \u63d0\u53d6\u89c6\u9891\u4e2d\u62bd\u8c61\u7684\u201c\u4ef7\u503c\u89c2\u201d\u90a3\u6837 \uff0c\u5229\u7528 LLM \u7ed3\u5408\u7528\u6237\u753b\u50cf\u53bb\u6df1\u5ea6\u63a8\u7406\u98df\u8c31\u4e2d\u96be\u4ee5\u91cf\u5316\u7684\u201c\u6267\u884c\u53ef\u884c\u6027\u201d\u548c\u201c\u6df1\u5ea6\u5065\u5eb7\u8bed\u4e49\u201d \u3002<br>2.1 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[&hellip;]<\/p>\n","protected":false},"author":60,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4613","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4613","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\/60"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4613"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4613\/revisions"}],"predecessor-version":[{"id":4618,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4613\/revisions\/4618"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4613"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4613"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4613"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}