{"id":5346,"date":"2026-06-18T00:57:32","date_gmt":"2026-06-17T16:57:32","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5346"},"modified":"2026-06-18T00:57:32","modified_gmt":"2026-06-17T16:57:32","slug":"202606-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-kerl-knowledge-enhanced-personalized-recipe-recommendation-using-large-language-model","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202606-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-kerl-knowledge-enhanced-personalized-recipe-recommendation-using-large-language-model\/","title":{"rendered":"202606 \u8bba\u6587\u7814\u8bfb-KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Model"},"content":{"rendered":"\n<p>\u6765\u6e90\uff1aACL<br>\u4f5c\u8005\uff1aFnu Mohbat\u3001Mohammed J. Zaki<br>\u5355\u4f4d\uff1aRensselaer Polytechnic Institute<br>\u53d1\u8868\u65f6\u95f4\uff1a2025 \u5e74 5\u6708<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/h2>\n\n\n\n<p>\u6838\u5fc3\u80cc\u666f<\/p>\n\n\n\n<p>\u98df\u7269\u9009\u62e9\u76f4\u63a5\u5f71\u54cd\u4e2a\u4f53\u5065\u5eb7\u3001\u8425\u517b\u6444\u5165\u548c\u751f\u6d3b\u65b9\u5f0f\u3002<br>\u4e0e\u7535\u5f71\u3001\u97f3\u4e50\u3001\u7535\u5546\u63a8\u8350\u4e0d\u540c\uff0c\u98df\u7269\u63a8\u8350\u9700\u8981\u8003\u8651\u66f4\u591a\u73b0\u5b9e\u7ea6\u675f\uff1a<br>\u7528\u6237\u559c\u6b22\u6216\u4e0d\u559c\u6b22\u7684\u98df\u6750<br>\u996e\u98df\u7981\u5fcc\uff0c\u5982\u65e0\u9eb8\u8d28\u3001\u4f4e\u8102\u3001\u4f4e\u94a0\u3001\u7d20\u98df\u7b49<br>\u8425\u517b\u9700\u6c42\uff0c\u5982\u86cb\u767d\u8d28\u3001\u8102\u80aa\u3001\u7cd6\u3001\u80c6\u56fa\u9187\u3001\u7ea4\u7ef4\u7b49<br>\u5065\u5eb7\u76ee\u6807\uff0c\u5982\u63a7\u5236\u70ed\u91cf\u3001\u51cf\u5c11\u94a0\u6444\u5165\u3001\u589e\u52a0\u9ad8\u7ea4\u7ef4\u98df\u7269<\/p>\n\n\n\n<p>\u73b0\u6709\u95ee\u9898<\/p>\n\n\n\n<p>\u5f88\u591a\u63a8\u8350\u7cfb\u7edf\u53ea\u6839\u636e\u7528\u6237\u5386\u53f2\u884c\u4e3a\u6216\u76f8\u4f3c\u83dc\u8c31\u505a\u63a8\u8350\u3002<br>\u5f88\u591a\u98df\u8c31\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u505a\u6cd5\uff0c\u4f46\u4e0d\u4e00\u5b9a\u4fdd\u8bc1\u7b26\u5408\u996e\u98df\u548c\u8425\u517b\u7ea6\u675f\u3002<br>\u5f88\u591a\u8425\u517b\u4f30\u8ba1\u65b9\u6cd5\u53ea\u5173\u6ce8\u70ed\u91cf\uff0c\u5ffd\u7565\u86cb\u767d\u8d28\u3001\u8102\u80aa\u3001\u7ea4\u7ef4\u3001\u80c6\u56fa\u9187\u7b49\u7ec6\u7c92\u5ea6\u8425\u517b\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u98df\u8c31\u63a8\u8350\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u591a\u7ea6\u675f\u3001\u591a\u76ee\u6807\u201d\u7684\u63a8\u8350\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u6784\u5efa\u4e00\u4e2a\u7edf\u4e00\u7684\u98df\u7269\u667a\u80fd\u7cfb\u7edfKERL\uff0c\u80fd\u591f\u540c\u65f6\u5b8c\u6210\uff1a<br>\u4e2a\u6027\u5316\u98df\u8c31\u63a8\u8350<br>\u98df\u8c31\u70f9\u996a\u6b65\u9aa4\u751f\u6210<br>\u5fae\u91cf\u8425\u517b\u4fe1\u606f\u751f\u6210<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u4e3b\u8981\u6846\u67b6<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"363\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-29-1024x363.png\" alt=\"\" class=\"wp-image-5347\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-29-1024x363.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-29-300x106.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-29-768x272.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-29.png 1153w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7528\u6237\u95ee\u9898 \u2192 \u6807\u7b7e \/ \u559c\u6b22\u98df\u6750 \/ \u4e0d\u559c\u6b22\u98df\u6750 \/ \u8425\u517b\u8303\u56f4 \u2192 \u63a8\u8350\u7ed3\u679c\u3002<br>\u628a\u7528\u6237\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u8f6c\u6362\u4e3a\u53ef\u68c0\u7d22\u7684 KG \u5b50\u56fe\u3002<br>\u5c06 KG \u5b50\u56fe\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8f93\u5165 LLM\u3002<br>\u7528\u4efb\u52a1\u4e13\u5c5e LoRA \u9002\u914d\u5668\u5206\u522b\u5b8c\u6210\u63a8\u8350\u3001\u98df\u8c31\u751f\u6210\u548c\u8425\u517b\u751f\u6210\u3002<br>\u6700\u7ec8\u5f62\u6210\u4e00\u4e2a\u4ece\u201c\u7528\u6237\u9700\u6c42\u201d\u5230\u201c\u53ef\u70f9\u996a\u3001\u53ef\u5206\u6790\u98df\u8c31\u201d\u7684\u5b8c\u6574\u7cfb\u7edf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"546\" height=\"386\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-30.png\" alt=\"\" class=\"wp-image-5348\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-30.png 546w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-30-300x212.png 300w\" sizes=\"auto, (max-width: 546px) 100vw, 546px\" \/><\/figure>\n\n\n\n<p>\u591a LoRA \u67b6\u6784\u8bbe\u8ba1<\/p>\n\n\n\n<p>KERL \u4f7f\u7528\u540c\u4e00\u4e2a\u57fa\u7840\u6a21\u578b Phi-3-mini\u3002<br>\u9488\u5bf9\u4e09\u4e2a\u4efb\u52a1\u5206\u522b\u8bad\u7ec3\u4e09\u4e2a LoRA adapter\uff1a<br>LoRA1\uff1a\u63a8\u8350\u4efb\u52a1 KERL-Recom<br>LoRA2\uff1a\u98df\u8c31\u751f\u6210\u4efb\u52a1 KERL-Recipe<br>LoRA3\uff1a\u8425\u517b\u751f\u6210\u4efb\u52a1 KERL-Nutri\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u57fa\u51c6\u6570\u636e\u96c6\u6784\u5efa<\/h2>\n\n\n\n<p>\u98df\u7269\u63a8\u8350\u9886\u57df\u7f3a\u5c11\u5927\u89c4\u6a21\u3001\u5e26\u590d\u6742\u7ea6\u675f\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\u6570\u636e\u3002<br>\u771f\u5b9e\u7528\u6237\u6570\u636e\u96be\u4ee5\u83b7\u53d6\uff0c\u5c24\u5176\u662f\u5305\u542b\u996e\u98df\u504f\u597d\u3001\u7981\u5fcc\u548c\u8425\u517b\u9700\u6c42\u7684\u6570\u636e\u3002<br>\u57fa\u4e8e\u6a21\u677f\u3001FoodKG \u548c GPT-4 \u6784\u5efa\u4e86\u5927\u89c4\u6a21 benchmark\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"508\" height=\"327\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-31.png\" alt=\"\" class=\"wp-image-5349\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-31.png 508w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-31-300x193.png 300w\" sizes=\"auto, (max-width: 508px) 100vw, 508px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"302\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-32.png\" alt=\"\" class=\"wp-image-5350\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-32.png 600w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-32-300x151.png 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>KGQA Benchmark &#8212; \u7528\u4e8e\u8bad\u7ec3\u548c\u8bc4\u4f30 KERL-Recom\u3002<br>Nutrition Generation Benchmark &#8212; \u7528\u4e8e\u8bad\u7ec3\u548c\u8bc4\u4f30 KERL-Nutri\u3002<br>Recipe Generation Benchmark &#8212; \u7528\u4e8e\u8bad\u7ec3\u548c\u8bc4\u4f30 KERL-Recipe\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9e\u9a8c\u8bbe\u7f6e\u4e0e\u8bc4\u4ef7\u6307\u6807<\/li>\n<\/ul>\n\n\n\n<p>\u5b9e\u9a8c\u4efb\u52a1<br>\u4efb\u52a1\u4e00\uff1a\u4e2a\u6027\u5316\u98df\u8c31\u63a8\u8350<br>\u4efb\u52a1\u4e8c\uff1a\u98df\u8c31\u70f9\u996a\u6b65\u9aa4\u751f\u6210<br>\u4efb\u52a1\u4e09\uff1a\u5fae\u91cf\u8425\u517b\u4fe1\u606f\u751f\u6210<br>\u63a8\u8350\u4efb\u52a1\u8bc4\u4ef7\u6307\u6807<br>mAP\uff1a\u8861\u91cf\u63a8\u8350\u7ed3\u679c\u6392\u5e8f\u8d28\u91cf\u3002<br>Precision\uff1a\u63a8\u8350\u51fa\u7684\u83dc\u8c31\u4e2d\u6709\u591a\u5c11\u662f\u771f\u6b63\u6b63\u786e\u7684\u3002<br>Recall\uff1a\u6b63\u786e\u7b54\u6848\u4e2d\u6709\u591a\u5c11\u88ab\u6a21\u578b\u627e\u51fa\u6765\u3002<br>F1\uff1aPrecision \u548c Recall \u7684\u7efc\u5408\u6307\u6807\u3002<br>\u98df\u8c31\u751f\u6210\u4efb\u52a1\u8bc4\u4ef7\u6307\u6807<br>BLEU-1 \/ BLEU-2 \/ BLEU-3 \/ BLEU-4<br>SacreBLEU<br>METEOR<br>ROUGE-1 \/ ROUGE-2 \/ ROUGE-L<br>CIDEr<br>Perplexity<br>\u8425\u517b\u751f\u6210\u4efb\u52a1\u8bc4\u4ef7\u6307\u6807<br>MAE\uff1aMean Absolute Error\uff0c\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\u3002<br>\u5bf9\u6bcf\u4e00\u79cd\u8425\u517b\u6307\u6807\u5206\u522b\u8ba1\u7b97\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u4e4b\u95f4\u7684\u8bef\u5dee\u3002<br>MAE \u8d8a\u4f4e\uff0c\u8bf4\u660e\u8425\u517b\u4f30\u8ba1\u8d8a\u51c6\u786e\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a8\u8350\u4efb\u52a1\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"607\" height=\"286\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-33.png\" alt=\"\" class=\"wp-image-5351\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-33.png 607w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-33-300x141.png 300w\" sizes=\"auto, (max-width: 607px) 100vw, 607px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"406\" height=\"339\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-34.png\" alt=\"\" class=\"wp-image-5352\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-34.png 406w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-34-300x250.png 300w\" sizes=\"auto, (max-width: 406px) 100vw, 406px\" \/><\/figure>\n\n\n\n<p>KG \u5b50\u56fe + LoRA \u5fae\u8c03\u624d\u662f\u6027\u80fd\u63d0\u5347\u7684\u6838\u5fc3\u6765\u6e90\u3002\u5355\u7eaf\u6269\u5927\u4e0a\u4e0b\u6587\u957f\u5ea6\u5e76\u4e0d\u80fd\u89e3\u51b3\u590d\u6742\u7ea6\u675f\u63a8\u8350\u95ee\u9898\u3002<br>\u666e\u901a LLM \u5bb9\u6613\u5ffd\u7565\u90e8\u5206\u7ea6\u675f\uff0c\u5c24\u5176\u662f\u8d1f\u5411\u98df\u6750\u548c\u6570\u503c\u8425\u517b\u6761\u4ef6\u3002<br>KERL-Recom \u5148\u4ece KG \u4e2d\u68c0\u7d22\u5019\u9009\u5b50\u56fe\uff0c\u518d\u8ba9 LLM \u5728\u5019\u9009\u4e2d\u9009\u62e9\u7b54\u6848\u3002<br>\u8fd9\u79cd\u65b9\u5f0f\u51cf\u5c11\u4e86\u6a21\u578b\u81ea\u7531\u751f\u6210\u9519\u8bef\u7b54\u6848\u7684\u7a7a\u95f4\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u98df\u8c31\u751f\u6210\u5b9e\u9a8c\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"222\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-35-1024x222.png\" alt=\"\" class=\"wp-image-5353\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-35-1024x222.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-35-300x65.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-35-768x166.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-35.png 1186w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u98df\u6750\u8f93\u5165\u6bd4\u5355\u72ec\u83dc\u540d\u66f4\u91cd\u8981\u3002<br>\u83dc\u540d + \u98df\u6750\u7684\u7ec4\u5408\u6548\u679c\u6700\u597d\u3002<br>KERL-Recipe \u53ea\u8bad\u7ec3 LoRA \u53c2\u6570\uff0c\u800c LLaVA-Chef \u6d89\u53ca\u66f4\u5927\u89c4\u6a21\u8bad\u7ec3\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8425\u517b\u751f\u6210\u5b9e\u9a8c\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<p>KERL-Nutri \u5728\u6240\u6709\u8f93\u5165\u8bbe\u7f6e\u4e0b\u5747\u663e\u8457\u4f18\u4e8e LLaVA-Chef\u3002<br>\u5f53\u8f93\u5165\u4e3a\u83dc\u540d + \u98df\u6750 + \u70f9\u996a\u6b65\u9aa4\u65f6\uff0cKERL-Nutri \u6548\u679c\u6700\u597d\u3002<br>\u8fd9\u8bf4\u660e\u8425\u517b\u9884\u6d4b\u9700\u8981\u7efc\u5408\u4f7f\u7528\u5b8c\u6574\u98df\u8c31\u4fe1\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"206\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-36-1024x206.png\" alt=\"\" class=\"wp-image-5354\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-36-1024x206.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-36-300x60.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-36-768x155.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-36.png 1142w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\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\u628a KG \u7684\u7cbe\u786e\u7ea6\u675f\u68c0\u7d22\u80fd\u529b\u548c LLM \u7684\u8bed\u8a00\u751f\u6210\u80fd\u529b\u7ed3\u5408\u8d77\u6765\uff0c\u505a\u6210\u4e86\u4e00\u4e2a\u5b8c\u6574\u3001\u53ef\u843d\u5730\u7684\u4e2a\u6027\u5316\u98df\u7269\u63a8\u8350\u7cfb\u7edf\u3002\u5176\u6838\u5fc3\u8d21\u732e\u5305\u62ec\uff1a<br>\u8ba9 LLM \u5728\u53ef\u9760\u77e5\u8bc6\u5e93\u652f\u6301\u4e0b\u5b8c\u6210\u590d\u6742\u996e\u98df\u7ea6\u675f\u63a8\u7406\uff1a<br>KERL \u4e0d\u53ea\u662f\u505a\u201c\u63a8\u8350\u83dc\u540d\u201d\uff0c\u800c\u662f\u628a\u4e2a\u6027\u5316\u98df\u8c31\u63a8\u8350\u3001\u70f9\u996a\u6b65\u9aa4\u751f\u6210\u3001\u8425\u517b\u4fe1\u606f\u751f\u6210 \u4e09\u4e2a\u4efb\u52a1\u6574\u5408\u5230\u4e00\u4e2a\u7cfb\u7edf\u91cc\u3002\u5b83\u7528 FoodKG \u68c0\u7d22\u7ed3\u6784\u5316\u98df\u7269\u77e5\u8bc6\uff0c\u518d\u628a\u76f8\u5173\u5b50\u56fe\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8f93\u5165 LLM\uff0c\u4ece\u800c\u7f13\u89e3\u7eaf LLM 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\u4e0a\u90fd\u660e\u663e\u4f18\u4e8e\u57fa\u7ebf\u3002<\/p>\n\n\n\n<p>\uff08\u4e8c\uff09\u4e09\u7ef4\u5ea6\u5bf9\u9f50\u601d\u8003<br>1.0 \u65b9\u6cd5\u521b\u65b0\u70b9-\u903b\u8f91\u601d\u7ef4\u63a8\u7406\u6846\u67b6<br>\u8fd9\u7bc7\u8bba\u6587\u5f3a\u5316\u9886\u57df\u77e5\u8bc6\u8bc1\u636e\uff0c\u5f53\u524d\u5de5\u4f5c\u5df2\u7ecf\u57fa\u4e8e\u98df\u8c31\u539f\u59cb\u5b57\u6bb5\u548c\u4efb\u52a1\u5bfc\u5411\u6807\u6ce8\u6784\u5efa\u4e86\u591a\u7ef4\u6bd4\u9009\u6240\u9700\u7684\u6570\u636e\u57fa\u7840\uff1b\u800c KERL \u8fdb\u4e00\u6b65\u8868\u660e\uff0c\u5728\u771f\u5b9e\u5e94\u7528\u7cfb\u7edf\u4e2d\uff0c\u53ef\u901a\u8fc7\u5916\u90e8\u77e5\u8bc6\u6e90\u589e\u5f3a LLM \u7684\u8bc1\u636e\u83b7\u53d6\u80fd\u529b\uff0c\u4f7f LLM \u7684\u591a\u7ef4\u5ea6\u6bd4\u9009\u4e0d\u4ec5\u57fa\u4e8e\u539f\u59cb\u5b57\u6bb5\u63cf\u8ff0\u3002<br>2.0 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Zaki\u5355\u4f4d\uff1aRensselaer Polyt [&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-5346","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5346","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=5346"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5346\/revisions"}],"predecessor-version":[{"id":5355,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5346\/revisions\/5355"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=5346"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=5346"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=5346"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}