{"id":955,"date":"2025-08-22T09:38:00","date_gmt":"2025-08-22T01:38:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=955"},"modified":"2025-09-17T09:40:36","modified_gmt":"2025-09-17T01:40:36","slug":"dpad-%e6%89%a9%e6%95%a3%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e4%b8%ad%e5%ba%b8%e4%b9%8b%e9%81%93%ef%bc%8c%e6%9d%9c%e5%85%8b%e5%a4%a7%e5%ad%a6%e9%99%88%e6%80%a1%e7%84%b6%e5%9b%a2","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/08\/22\/dpad-%e6%89%a9%e6%95%a3%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e4%b8%ad%e5%ba%b8%e4%b9%8b%e9%81%93%ef%bc%8c%e6%9d%9c%e5%85%8b%e5%a4%a7%e5%ad%a6%e9%99%88%e6%80%a1%e7%84%b6%e5%9b%a2\/","title":{"rendered":"DPad: \u6269\u6563\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e2d\u5eb8\u4e4b\u9053\uff0c\u675c\u514b\u5927\u5b66\u9648\u6021\u7136\u56e2\u961f\u514d\u8bad\u63a8\u7406\u52a0\u901f61\u500d"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u6269\u6563\u5927\u8bed\u8a00\u6a21\u578b\uff08dLLMs\uff09\u51ed\u501f\u5e76\u884c\u89e3\u7801\u4e0e\u72ec\u7279\u7684\u5168\u5c40\u89c4\u5212\u80fd\u529b\uff0c\u6709\u671b\u89e3\u51b3\u81ea\u56de\u5f52\uff08AR\uff09\u5927\u6a21\u578b\u7684\u6548\u7387\u74f6\u74f6\u9888\u548c\u89c4\u5212\u80fd\u529b\u7f3a\u9677\u3002\u4f46\u5176\u300c\u5168\u5c40\u89c4\u5212\u300d\u80fd\u529b\u4f9d\u8d56\u4e8e\u5176\u53cc\u5411\u6ce8\u610f\u529b\u5bf9\u6240\u6709\u540e\u6587\u7684\u5173\u6ce8\uff0c\u8fd9\u5e26\u6765\u4e86\u4e25\u91cd\u7684\u8ba1\u7b97\u5197\u4f59\uff0c\u4ece\u800c\u5bfc\u81f4\u73b0\u6709\u5f00\u6e90\u6a21\u578b\u7684\u6f5c\u529b\u8fdc\u8fdc\u672a\u88ab\u91ca\u653e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u524d\u7684 dLLM \u5b58\u5728\u300c\u8def\u7ebf\u4e4b\u4e89\u300d\uff1a\u4e00\u662f\u4fdd\u7559\u5168\u5c40\u89c4\u5212\u80fd\u529b\u4f46\u63a8\u7406\u6548\u7387\u6781\u4f4e\u7684\u300c\u5168\u5c40\u53cc\u5411\u6ce8\u610f\u300d\uff08\u5982 LLaDA\uff09\uff0c\u4e8c\u662f\u8ffd\u6c42\u901f\u5ea6\u5374\u727a\u7272\u89c4\u5212\u80fd\u529b\u7684\u300c\u5757\u5185\u53cc\u5411\u6ce8\u610f\u300d\uff08\u5982 Block Diffusion\uff09\u3002\u5982\u4f55\u5728\u8fd9\u4e24\u6761\u8def\u7ebf\u4e4b\u95f4\u8c03\u548c\u6298\u4e2d\uff0c\u8ba9\u6a21\u578b\u65e2\u80fd\u300c\u7740\u773c\u5168\u5c40\u300d\uff0c\u53c8\u80fd\u52a0\u901f\u63a8\u7406\uff0c\u5df2\u6210\u4e3a\u5b66\u754c\u65e5\u76ca\u5173\u6ce8\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9488\u5bf9\u4ee5\u4e0a\u95ee\u9898\uff0c\u675c\u514b\u5927\u5b66\u9648\u6021\u7136\u56e2\u961f\u53e6\u8f9f\u8e4a\u5f84\uff0c\u63ed\u793a\u4e86 dLLM \u4e2d\u5b9e\u73b0\u5168\u5c40\u89c4\u5212\u7684\u300c\u8349\u7a3f\u7eb8\u673a\u5236\u300d\uff0c\u5e76\u53d1\u73b0\u5176\u5b58\u5728\u9ad8\u5ea6\u5197\u4f59\u3002\u636e\u6b64\uff0c\u4ed6\u4eec\u63d0\u51fa\u514d\u8bad\u7ec3\u65b9\u6cd5 DPad\uff08Diffusion Scratchpad\uff09\uff0c\u901a\u8fc7\u5148\u9a8c\u5730\u4e22\u5f03\u5927\u91cf\u65e0\u6548\u540e\u7f00 token\uff0c\u65e2\u6781\u5927\u5730\u964d\u4f4e\u4e86\u8ba1\u7b97\u91cf\uff0c\u53c8\u4fdd\u7559\u4e86\u6838\u5fc3\u89c4\u5212\u80fd\u529b\uff0c\u5c1d\u8bd5\u5728\u4e24\u6761\u8def\u7ebf\u4e2d\u8d70\u51fa\u4e00\u6761\u300c\u4e2d\u95f4\u8def\u7ebf\u300d\u3002\u8be5\u65b9\u6cd5\u4e0e\u73b0\u6709\u4f18\u5316\u6280\u672f\u7ed3\u5408\u540e\uff0c\u5728\u51e0\u4e4e\u65e0\u635f\u7684\u6a21\u578b\u7cbe\u5ea6\u4e0b\uff0c\u53ef\u5b9e\u73b0\u9ad8\u8fbe 61.4 \u500d\u7684\u63a8\u7406\u52a0\u901f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"363\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-149-1024x363.png\" alt=\"\" class=\"wp-image-957\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-149-1024x363.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-149-300x106.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-149-768x272.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-149.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u6807\u9898\uff1aDPad: Efcient Difusion Language Models with Sufx Dropout<\/li>\n\n\n\n<li>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2508.14148<\/li>\n\n\n\n<li>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/Crys-Chen\/DPad<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>dLLM \u72ec\u7279\u7684\u300c\u8349\u7a3f\u7eb8\u300d\u673a\u5236\uff1a\u5b9e\u65f6\u8bb0\u5f55\u8bed\u4e49\u4fe1\u606f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u540c\u4e8e\u81ea\u56de\u5f52\u6a21\u578b\uff0cdLLM \u91c7\u7528\u53cc\u5411\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5728\u89e3\u7801\u65f6\u65e2\u80fd\u56de\u987e\u524d\u6587\uff0c\u4e5f\u80fd\u300c\u5c55\u671b\u300d\u540e\u6587\u3002\u57fa\u4e8e\u8fd9\u4e00\u70b9\uff0c\u6587\u672c\u5e8f\u5217\u53ef\u88ab\u6e05\u6670\u5730\u5212\u5206\u4e3a\u4e09\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u524d\u7f00 token (Prefix Tokens)<\/strong>\uff1a\u5df2\u5b8c\u5168\u89e3\u7801\u7684\u6587\u672c\uff0c\u8bed\u4e49\u548c\u4f4d\u7f6e\u4fe1\u606f\u5b8c\u6574\u3002<\/li>\n\n\n\n<li><strong>\u5f53\u524d\u5757 token (Current Block)<\/strong>\uff1a\u6b63\u5728\u89e3\u7801\u7684\u6587\u672c\uff0c\u62e5\u6709\u90e8\u5206\u8bed\u4e49\u548c\u5b8c\u6574\u7684\u4f4d\u7f6e\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u540e\u7f00 token (Suffix Tokens)<\/strong>\uff1a\u4f7f\u7528 Mask \u521d\u59cb\u5316\u7684\u672a\u6765\u6587\u672c\uff0c\u4ec5\u6709\u4f4d\u7f6e\u4fe1\u606f\uff0c\u521d\u59cb\u6ca1\u6709\u8bed\u4e49\u4fe1\u606f\u3002\u53ef\u5728\u6bcf\u5c42 Transformer block \u6267\u884c\u7684\u8fc7\u7a0b\u4e2d\uff0c<strong>\u9010\u6b65\u8bb0\u5f55\u8bed\u4e49\u4fe1\u606f<\/strong>\uff0c\u5bf9\u672a\u6765\u7684\u6587\u672c\u8fdb\u884c\u89c4\u5212\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u5206\u6790\u53cc\u5411\u6ce8\u610f\u529b\u673a\u5236\u540e\u53d1\u73b0\uff1adLLM \u4e2d\u7684\u540e\u7f00 token \u662f\u4e00\u79cd\u72ec\u7279\u7684\u300c\u8349\u7a3f\u7eb8\u300d\u3002\u6a21\u578b\u5728\u89e3\u7801\u300c\u5f53\u524d\u5757\u300d\u65f6\uff0c\u4f1a\u5de7\u5999\u5c06\u8fd9\u4e9b\u540e\u7f00 token \u4f5c\u4e3a\u4e34\u65f6\u5b58\u50a8\u7a7a\u95f4\uff0c\u7528\u4e8e\u5728\u6bcf\u4e00\u5c42 Transformer block \u4e2d\u8bb0\u5f55\u81ea\u5df1\u5bf9\u540e\u6587\u7684\u6784\u601d\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u5b9e\u73b0\u5bf9\u6574\u4e2a\u6587\u672c\u7684\u89c4\u5212\uff0c\u4f7f\u8f93\u51fa\u7684\u524d\u540e\u6587\u66f4\u4e00\u81f4\uff0c\u63d0\u9ad8\u8bed\u8a00\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"338\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-257-1024x338.jpg\" alt=\"\" class=\"wp-image-956\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-257-1024x338.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-257-300x99.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-257-768x254.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-257.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>\u8349\u7a3f\u7eb8\u673a\u5236\u793a\u610f\u56fe\u3002\u5de6\u56fe\u663e\u793a\u5728\u6d45\u5c42\uff08Layer 0\uff09\uff0c\u4fe1\u606f\u4ece Prefix \u548c Current\u300c\u5199\u5165\u300d\uff08DPad Writing\uff09\u5230 Suffix \u533a\u57df\u3002\u53f3\u56fe\u663e\u793a\u5728\u6df1\u5c42\uff08Layer 1\uff09\uff0c\u4fe1\u606f\u88ab Current Block \u4ece Suffix \u533a\u57df\u300c\u8bfb\u53d6\u300d\uff08DPad Reading\uff09\u56de\u6765\uff0c\u8f85\u52a9\u89e3\u7801\u3002<\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u524d\u7f00\u3001\u5f53\u524d\u548c\u540e\u7f00\u4e09\u79cd\u7c7b\u578b\u5c06\u6ce8\u610f\u529b\u5206\u6570\u5206\u4e3a\u4e86 9 \u4e2a\u533a\u57df\uff0c\u4f7f\u5f97\u6a21\u578b\u7684\u524d\u5411\u8fc7\u7a0b\u5b58\u5728\u4e00\u4e2a\u300c\u5199\u2014\u8bfb\u300d\u7684\u5de5\u4f5c\u6d41\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5199\u5165 (Write)<\/strong>\uff1a\u5728\u7b2c 0 \u5c42 Transformer block\uff0c\u540e\u7f00 token \u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4ece\u524d\u7f00\uff08\u2466\uff09\u548c\u5f53\u524d\uff08\u2467\uff09\u5757\u4e2d\u6355\u83b7\u4fe1\u606f\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u76f8\u5f53\u4e8e\u6a21\u578b\u5bf9\u540e\u6587\u7684\u6784\u601d\u4f5c\u4e3a\u300c\u8349\u7a3f\u300d\u8bb0\u5f55\u4e0b\u6765\u3002<\/li>\n\n\n\n<li><strong>\u8bfb\u53d6 (Read)<\/strong>\uff1a\u5728\u7b2c 1 \u5c42 Transformer block\uff0c\u5f53\u524d\u5757\u53cd\u8fc7\u6765\u4ece\u540e\u7f00 token \u8bfb\u53d6\u4fe1\u606f\uff08\u2465\uff09\u3002\u6b64\u65f6\u7684\u540e\u7f00 token \u5df2\u4e0d\u518d\u662f\u300c\u767d\u677f\u300d\uff0c\u800c\u662f\u627f\u8f7d\u4e86\u4e0a\u4e00\u5c42\u5199\u5165\u7684\u300c\u8349\u7a3f\u300d\u3002\u6240\u4ee5\u4ece\u540e\u6587\u8bfb\u53d6\u7684\u4fe1\u606f\u53ef\u4ee5\u7528\u4e8e\u8f85\u52a9\u5f53\u524d\u5757\u7684\u89e3\u7801\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\uff0c<strong>\u8fd9\u79cd\u300c\u5199\u2014\u8bfb\u300d\u7684\u884c\u4e3a\u5c31\u50cf\u4e00\u672c\u300c\u8349\u7a3f\u7eb8\u300d\uff0c\u5c06\u6a21\u578b\u5728\u6d45\u5c42\u5bf9\u540e\u6587\u7684\u6784\u601d\u4f20\u9012\u5230\u6df1\u5c42\u2014\u2014\u8fd9\u6b63\u662f dLLM \u5177\u5907\u5f3a\u5927\u5168\u5c40\u89c4\u5212\u80fd\u529b\u7684\u5173\u952e\u3002<\/strong>\u5b83\u8ba9\u6a21\u578b\u5728\u751f\u6210\u5f53\u524d\u5185\u5bb9\u7684\u540c\u65f6\uff0c\u80fd\u521d\u6b65\u6784\u601d\u548c\u7ea6\u675f\u672a\u6765\u7684\u751f\u6210\u65b9\u5411\uff0c\u5b9e\u73b0\u4e86\u524d\u540e\u6587\u7684\u534f\u540c\u5171\u8fdb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b26\u5408\u76f4\u89c9\u7684\u53d1\u73b0\uff1a\u300c\u8349\u7a3f\u7eb8\u300d\u4e5f\u8981\u8be6\u7565\u5f97\u5f53<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DPad \u7684\u6838\u5fc3\u601d\u60f3\uff0c\u6e90\u4e8e\u4e00\u4e2a\u975e\u5e38\u7b26\u5408\u76f4\u89c9\u7684\u7c7b\u6bd4\u3002\u60f3\u8c61\u4e00\u4e0b\u60a8\u5728\u521b\u4f5c\u4e00\u90e8\u9e3f\u7bc7\u5de8\u5236\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u4e8e\u5f53\u524d\u7ae0\u8282\uff0c\u4f60\u4f1a\u53cd\u590d\u4fee\u6539\uff0c\u7cbe\u96d5\u7ec6\u7422\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u4e34\u8fd1\u51e0\u7ae0\uff0c\u4f60\u4f1a\u5148\u5217\u597d\u63d0\u7eb2\uff0c\u6784\u601d\u91cd\u70b9\u60c5\u8282\uff0c\u786e\u4fdd\u60c5\u8282\u81ea\u7136\u8854\u63a5\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u540e\u7eed\u7ae0\u8282\uff0c\u6216\u8bb8\u53ea\u662f\u968f\u624b\u8bb0\u4e0b\u51e0\u4e2a\u5929\u9a6c\u884c\u7a7a\u7684\u7075\u611f\uff0c\u5be5\u5be5\u51e0\u7b14\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">DPad \u6b63\u662f\u57fa\u4e8e\u8fd9\u4e00\u601d\u60f3\uff0c\u907f\u514d\u8ba9\u4f5c\u8005\uff08dLLM\uff09\u5728\u521b\u4f5c\u6bcf\u4e2a\u7ae0\u8282\uff08\u5f53\u524d\u5757 Token\uff09\u65f6\uff0c\u5bf9\u6240\u6709\u672a\u6765\u7684\u300c\u8349\u7a3f\u7eb8\u300d\uff08\u540e\u7f00 Token\uff09\u8fdb\u884c\u5f3a\u884c\u586b\u5145\uff0c\u4ece\u800c\uff0c\u624d\u80fd\u96c6\u4e2d\u6ce8\u610f\u529b\u5e76\u8282\u7701\u8d44\u6e90\uff08\u964d\u4f4e\u7b97\u529b\u548c\u5b58\u50a8\uff09\u3002<strong>\u5176\u6838\u5fc3\u601d\u60f3\u4fbf\u662f\u805a\u7126\u5f53\u4e0b\uff0c\u5c55\u671b\u672a\u6765\uff0c\u7559\u767d\u957f\u8fdc<\/strong>\uff0c\u8ba9\u6a21\u578b\u7684\u6bcf\u4e00\u6b21\u300c\u4e0b\u7b14\u300d\u90fd\u66f4\u52a0\u9ad8\u6548\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u5bf9 dLLM \u6ce8\u610f\u529b\u673a\u5236\u7684\u5206\u6790\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0\u4e86\u652f\u6491\u8fd9\u79cd\u6838\u5fc3\u601d\u60f3\u7684\u5173\u952e\u6027\u6570\u636e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u300c\u8349\u7a3f\u7eb8\u300d\u5927\u91cf\u5197\u4f59<\/strong>\uff1a\u79bb\u5f53\u524d\u5757\u8f83\u8fdc\u7684\u540e\u7f00 token \u5f80\u5f80\u88ab\u5199\u5165\u4e86\u6781\u5176\u76f8\u4f3c\u7684\u300c\u8349\u7a3f\u300d\uff0c\u5176\u4e2d\u5927\u90e8\u5206\u6210\u4e86\u65e0\u6548\u8ba1\u7b97\u3002<\/li>\n\n\n\n<li><strong>\u6ce8\u610f\u529b\u968f\u8ddd\u79bb\u8870\u51cf<\/strong>\uff1a\u5bf9\u5f53\u524d\u89e3\u7801\u8d77\u5173\u952e\u4f5c\u7528\u7684\uff0c\u4e3b\u8981\u662f\u9644\u8fd1\u5c11\u6570\u51e0\u9875\u300c\u8349\u7a3f\u7eb8\u300d\uff0c\u8fdc\u5904\u7684\u300c\u8349\u7a3f\u300d\u91cd\u8981\u6027\u663e\u8457\u964d\u4f4e\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>\u00a0<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"372\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-259-1024x372.jpg\" alt=\"\" class=\"wp-image-959\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-259-1024x372.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-259-300x109.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-259-768x279.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-259.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>\u5f53\u524d\u5757\u5bf9\u540e\u7f00 token \u7684\u6ce8\u610f\u529b\u5206\u6570\u56fe\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u6ce8\u610f\u529b\uff08\u7eff\u7ebf\uff09\u5728\u8fdb\u5165 Suffix \u533a\u57df\u540e\u8fc5\u901f\u8870\u51cf\uff0c\u8868\u660e\u8fdc\u5904 token \u7684\u5f71\u54cd\u529b\u9010\u6e10\u51cf\u5c0f\u3002<\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u4e48\uff0c\u662f\u5426\u53ef\u4ee5\u66f4\u5927\u80c6\u4e00\u4e9b\u5462\uff1f\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u4e86\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u5b9e\u9a8c\uff1a\u5f3a\u884c\u5220\u9664\u90a3\u4e9b\u6ce8\u610f\u529b\u5206\u6570<strong>\u6700\u9ad8<\/strong>\u7684\u8fdc\u7aef token\u3002\u51fa\u4eba\u610f\u6599\u7684\u662f\uff0c\u51c6\u786e\u7387\u51e0\u4e4e\u6ca1\u6709\u4efb\u4f55\u635f\u5931\uff01dLLM \u4f3c\u4e4e\u6709\u300c\u81ea\u6108\u80fd\u529b\u300d\uff0c\u4f1a\u5c06\u6ce8\u610f\u529b\u81ea\u52a8\u8f6c\u79fb\u5230\u90bb\u8fd1 token \u4e0a\uff0c\u8865\u507f\u4e22\u5931\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u300c\u6ce8\u610f\u529b\u8fc1\u79fb\u300d\u73b0\u8c61\u6709\u529b\u5730\u8bc1\u660e\uff1a\u6bd4\u8d77\u67d0\u4e00\u5f20<strong>\u7279\u5b9a\u4f4d\u7f6e<\/strong>\u7684\u300c\u8349\u7a3f\u7eb8\u300d\uff0cdLLM \u5176\u5b9e\u4ec5\u8981\u6c42\u5728\u672a\u6765<strong>\u67d0\u4e2a\u4f4d\u7f6e\u533a\u95f4\u5185<\/strong>\u5b58\u5728\u53ef\u7528\u7684\u300c\u8349\u7a3f\u7eb8\u300d\u5373\u53ef\u3002\u56e0\u6b64\uff0c\u4e0e\u5176\u7a7a\u8017\u7b97\u529b\u786e\u5b9a\u91cd\u8981 token \u7684\u4f4d\u7f6e\uff0c\u4e0d\u5982\u76f4\u63a5<strong>\u5148\u9a8c\u4e22\u5f03<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"347\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-260-1024x347.jpg\" alt=\"\" class=\"wp-image-960\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-260-1024x347.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-260-300x102.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-260-768x261.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-260.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>\u5de6\u56fe\u5c55\u793a\u4e86 dLLM \u4e2d\u5f53\u524d\u5757 token \u5bf9\u540e\u7f00 token \u7684\u6ce8\u610f\u529b\u5206\u5e03\uff1a\u6574\u4f53\u968f\u8ddd\u79bb\u8870\u51cf\uff0c\u8fdc\u7aef token \u5076\u5c14\u51fa\u73b0\u300c\u5c16\u5cf0\u300d\uff08\u5982 d = 362\uff09\u3002\u5f53\u5220\u9664\u8fd9\u4e9b\u5c16\u5cf0 token \u540e\uff08\u53f3\u56fe\uff09\uff0c\u6a21\u578b\u7684\u6ce8\u610f\u529b\u5e76\u6ca1\u6709\u6d88\u5931\uff0c\u800c\u662f\u81ea\u7136\u5730\u8f6c\u79fb\u5230\u4e86\u90bb\u8fd1\u7684 token \u4e0a\uff08\u5982\uff0c362 \u53f7 token \u7684\u6ce8\u610f\u529b\u88ab\u8f6c\u79fb\u5230 359 \u53f7\uff09\u3002<\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>DPad\uff1a\u7b80\u5355\u9ad8\u6548\u7684\u300c\u5148\u9a8c\u4e22\u5f03\u300d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e\u4ee5\u4e0a\u6d1e\u89c1\uff0cDPad \u65b9\u6cd5\u5e94\u8fd0\u800c\u751f\u3002\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u4e0e\u5176\u7b49\u6a21\u578b\u7b97\u5b8c\u518d\u300c\u526a\u679d\u300d\uff0c\u4e0d\u5982\u5728\u89e3\u7801\u5f00\u59cb\u524d\uff0c\u5c31\u5148\u9a8c\u5730\u4e22\u6389\u4e00\u6279\u5197\u4f59\u7684\u300c\u8349\u7a3f\u7eb8\u300d\u3002DPad \u7684\u5b9e\u73b0\u975e\u5e38\u7b80\u6d01\uff0c\u4e3b\u8981\u5305\u542b\u4e24\u5927\u7b56\u7565\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6ed1\u52a8\u7a97\u53e3 (Sliding Window)<\/strong>\uff1a\u53ea\u4fdd\u7559\u5f53\u524d\u89e3\u7801\u4f4d\u7f6e\u9644\u8fd1\u4e00\u4e2a\u56fa\u5b9a\u957f\u5ea6\u7684\u540e\u7f00\u7a97\u53e3\u4f5c\u4e3a\u300c\u8349\u7a3f\u7eb8\u300d\uff0c\u8fdc\u5904\u7684\u76f4\u63a5\u4e22\u5f03\u3002<\/li>\n\n\n\n<li><strong>\u300c\u8fd1\u591a\u8fdc\u5c11\u300d\u91c7\u6837 (Distance-decay Dropout)<\/strong>\uff1a\u5728\u6ed1\u52a8\u7a97\u53e3\u5185\u90e8\uff0c\u6839\u636e\u300c\u8d8a\u8fd1\u8d8a\u91cd\u8981\u300d\u7684\u539f\u5219\uff0c\u4ee5\u4e00\u4e2a\u968f\u8ddd\u79bb\u9012\u51cf\u7684\u6982\u7387\u4fdd\u7559\u540e\u7f00 token\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"394\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-261-1024x394.jpg\" alt=\"\" class=\"wp-image-961\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-261-1024x394.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-261-300x115.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-261-768x295.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-261.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">(a) \u81ea\u56de\u5f52\u6a21\u578b\uff1b(b) \u4f20\u7edf dLLM\uff0c\u9700\u8981\u5173\u6ce8\u6240\u6709\u540e\u7f00 token\uff1b(c) DPad\uff0c\u4ec5\u5173\u6ce8\u9644\u8fd1\u5c11\u6570\u7ecf\u8fc7\u7b5b\u9009\u7684\u540e\u7f00 token\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9e\u9a8c\u7ed3\u679c\uff1a\u66f4\u5feb\u66f4\u51c6<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DPad \u5728 LLaDA \u548c Dream \u7cfb\u5217\u7b49\u591a\u4e2a\u4e3b\u6d41 dLLM \u4e0a\u8fdb\u884c\u4e86\u5168\u9762\u6d4b\u8bd5\uff0c\u7ed3\u679c\u559c\u4eba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5927\u5e45\u63d0\u5347\u63a8\u7406\u6548\u7387<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u73b0\u5b9e\u7684\u957f\u8f93\u51fa\u573a\u666f\uff08\u5c11\u793a\u4f8b\u3001\u957f\u56de\u7b54\uff09\u4e2d\uff0cDPad \u53ef\u8c13\u5927\u653e\u5f02\u5f69\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728 GSM8K \u6570\u636e\u96c6\u4e0a\uff0cDPad \u4e3a LLaDA-1.5 \u5e26\u6765\u4e86<strong>\u00a020.3 \u500d<\/strong>\u7684\u5355\u72ec\u52a0\u901f\u6bd4\u3002<\/li>\n\n\n\n<li>\u4e0e Fast-dLLM \u7b49\u5e76\u884c\u89e3\u7801\u6280\u672f\u7ed3\u5408\u540e\uff0c<strong>\u7efc\u5408\u52a0\u901f\u6bd4\u9ad8\u8fbe 61.39 \u500d<\/strong>\u3002<\/li>\n\n\n\n<li>\u5728 HumanEval \u6570\u636e\u96c6\u4e0a\uff0c\u5f53\u8f93\u51fa\u957f\u5ea6\u8fbe\u5230 2048 \u4e2a token \u65f6\uff0cDPad \u4e0e Fast-dLLM \u7684\u7ec4\u5408\u4e3a Dream \u6a21\u578b\u5e26\u6765\u4e86\u00a0<strong>97.32 <\/strong><strong>\u500d<\/strong>\u7684\u60ca\u4eba\u52a0\u901f\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"221\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-262-1024x221.jpg\" alt=\"\" class=\"wp-image-962\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-262-1024x221.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-262-300x65.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-262-768x166.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-262.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>\u56fe 6 \u5728 GSM8K\uff081024 tokens, 1-shot\uff09\u4efb\u52a1\u4e0a\uff0cDPad \u7ed3\u5408\u5176\u4ed6\u4f18\u5316\u6280\u672f\uff0c\u8ba9 LLaDA-1.5 \u5b9e\u73b0\u4e86 61.39 \u500d\u7684\u52a0\u901f\u3002<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"405\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-263-1024x405.jpg\" alt=\"\" class=\"wp-image-963\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-263-1024x405.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-263-300x119.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-263-768x304.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-263.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>\u5728 HumanEval\uff082048 tokens, 0-shot\uff09\u4efb\u52a1\u4e0a\uff0cDPad \u7ed3\u5408\u5176\u4ed6\u4f18\u5316\u6280\u672f\uff0c\u8ba9 Dream-Base \u5b9e\u73b0\u4e86 97.32 \u500d\u7684\u52a0\u901f\u3002<\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u610f\u5916\u4e4b\u559c\uff1a\u663e\u8457\u63d0\u5347\u8bed\u5883\u5b66\u4e60\u80fd\u529b (In-Context Learning)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u5e38\uff0c\u63a8\u7406\u52a0\u901f\u4f1a\u4ee5\u727a\u7272\u90e8\u5206\u6a21\u578b\u7cbe\u5ea6\u4e3a\u4ee3\u4ef7\u3002\u4f46 DPad \u5374\u5e26\u6765\u4e86\u610f\u5916\u7684\u60ca\u559c\uff1a\u5728\u591a\u4e2a\u4efb\u52a1\u4e0a\uff0c\u5c24\u5176\u662f\u5728 LLaDA \u7cfb\u5217\u6a21\u578b\u4e0a\uff0c\u5b83\u4e0d\u4ec5\u6ca1\u6709\u964d\u4f4e\u7cbe\u5ea6\uff0c<strong>\u53cd\u800c\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u7684\u51c6\u786e\u7387\uff0c\u5c24\u5176\u662f\u300c\u4e25\u683c\u5339\u914d\u300d\uff08Strict Match\uff09\u5f97\u5206\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u4e25\u683c\u5339\u914d\u300d\u4e0d\u4ec5\u8981\u6c42\u7b54\u6848\u6b63\u786e\uff0c\u8fd8\u8981\u6c42\u6a21\u578b\u4e25\u683c\u9075\u5faa\u8f93\u5165\u793a\u4f8b\u7ed9\u51fa\u7684\u683c\u5f0f\uff0c\u662f\u8861\u91cf\u6a21\u578b\u8bed\u5883\u5b66\u4e60\u80fd\u529b\u7684\u5173\u952e\u6307\u6807\u3002<\/p>\n\n\n\n\n\n<p class=\"wp-block-paragraph\"><sup>\u5728 GSM8K \u4efb\u52a1\u4e2d\uff0c\u539f\u59cb\u6a21\u578b\uff08\u5de6\uff09\u867d\u7136\u7b97\u5bf9\u4e86\u7b54\u6848\uff08\u901a\u8fc7 Flexible-Match\uff09\uff0c\u4f46\u672a\u80fd\u6309\u8981\u6c42\u683c\u5f0f\u8f93\u51fa\u7b54\u6848\uff0c\u672a\u80fd\u901a\u8fc7 Strict-Match\u3002\u800c\u5e94\u7528\u4e86 DPad \u7684\u6a21\u578b\uff08\u53f3\uff09\uff0c\u5219\u7cbe\u51c6\u590d\u523b\u4e86\u793a\u4f8b\u683c\u5f0f\uff0c\u540c\u65f6\u7ed9\u51fa\u4e86\u6b63\u786e\u7b54\u6848\u3002<\/sup><\/p>\n\n\n\n\n\n<p class=\"wp-block-paragraph\"><sup>&nbsp; &nbsp; &nbsp; DPad \u5728 LLaDA-Instruct \u4e0a\u4e0e\u539f\u59cb\u6a21\u578b (Vanilla) \u548c Fast-dLLM \u7684\u5bf9\u6bd4<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"709\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-265-1024x709.jpg\" alt=\"\" class=\"wp-image-965\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-265-1024x709.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-265-300x208.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-265-768x532.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-265.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>&nbsp; &nbsp; &nbsp; DPad \u5728 LLaDA-1.5 \u4e0a\u4e0e\u539f\u59cb\u6a21\u578b (Vanilla) \u548c Fast-dLLM \u7684\u5bf9\u6bd4<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"751\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-264-1024x751.jpg\" alt=\"\" class=\"wp-image-964\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-264-1024x751.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-264-300x220.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-264-768x564.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-264.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>&nbsp; &nbsp; &nbsp; DPad \u5728 Dream-Base \u4e0a\u4e0e\u539f\u59cb\u6a21\u578b (Vanilla) \u548c Fast-dLLM \u7684\u5bf9\u6bd4<\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DPad \u56e2\u961f\u8ba4\u4e3a\uff0c\u8fd9\u662f\u56e0\u4e3a\u4e22\u5f03\u4e86\u5927\u91cf\u5197\u4f59\u7684\u540e\u7f00 token \u540e\uff0c\u6a21\u578b\u80fd\u5c06\u66f4\u591a\u6ce8\u610f\u529b\u96c6\u4e2d\u5728\u4fe1\u606f\u91cf\u4e30\u5bcc\u7684\u524d\u7f00 token\uff08prompt\uff09\u4e0a\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u548c\u5b66\u4e60\u793a\u4f8b\u4e2d\u8574\u542b\u7684\u683c\u5f0f\u4e0e\u89c4\u8303\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u603b\u7ed3\u4e0e\u5c55\u671b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5bf9\u5f53\u524d dLLM \u7684\u4e24\u6761\u8def\u7ebf\u4e4b\u4e89\uff0cDPad \u5de7\u5999\u5730\u4ecb\u4e8e\u4e24\u8005\u4e4b\u95f4\uff0c\u5c1d\u8bd5\u7740\u5f00\u8f9f\u4e00\u6761\u300c\u4e2d\u95f4\u8def\u7ebf\u300d\u3002\u5b83\u65e2\u901a\u8fc7\u300c\u8349\u7a3f\u7eb8\u673a\u5236\u300d\uff0c\u63ed\u793a\u4e86\u540e\u7f00 token \u5bf9\u4e8e dLLM \u5168\u5c40\u89c4\u5212\u80fd\u529b\u7684\u91cd\u8981\u6027\uff1b\u53c8\u5411 Block Diffusion \u9760\u62e2\uff0c\u901a\u8fc7\u7a00\u758f\u5316\u540e\u7f00 token \u5927\u5e45\u63d0\u5347\u4e86\u63a8\u7406\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DPad \u7684\u63d0\u51fa\u9884\u793a\u7740\u6211\u4eec\u4f3c\u4e4e\u5e76\u4e0d\u9700\u8981\u5728\u901f\u5ea6\u548c\u89c4\u5212\u80fd\u529b\u4e4b\u95f4\u505a\u51fa\u975e\u6b64\u5373\u5f7c\u7684\u9009\u62e9\u3002\u672a\u6765\uff0c\u82e5\u5c06 DPad \u7684\u601d\u60f3\u5f15\u5165\u5230\u6a21\u578b\u7684\u5fae\u8c03\u751a\u81f3\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6216\u8bb8\u80fd\u535a\u91c7\u4f17\u957f\uff0c\u8bad\u7ec3\u51fa\u66f4\u9ad8\u6548\u3001\u66f4\u5f3a\u5927\u7684\u4e0b\u4e00\u4ee3\u6269\u6563\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6269\u6563\u5927\u8bed\u8a00\u6a21\u578b\uff08dLLMs\uff09\u51ed\u501f\u5e76\u884c\u89e3\u7801\u4e0e\u72ec\u7279\u7684\u5168\u5c40\u89c4\u5212\u80fd\u529b\uff0c\u6709\u671b\u89e3\u51b3\u81ea\u56de\u5f52\uff08AR\uff09\u5927\u6a21\u578b\u7684\u6548\u7387\u74f6\u74f6\u9888\u548c\u89c4\u5212\u80fd [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":958,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-955","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10"],"_links":{"self":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/955","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/comments?post=955"}],"version-history":[{"count":1,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/955\/revisions"}],"predecessor-version":[{"id":966,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/955\/revisions\/966"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media\/958"}],"wp:attachment":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media?parent=955"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/categories?post=955"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/tags?post=955"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}