{"id":250,"date":"2025-09-14T11:47:44","date_gmt":"2025-09-14T03:47:44","guid":{"rendered":"http:\/\/159.223.199.105\/?p=250"},"modified":"2025-09-15T11:52:35","modified_gmt":"2025-09-15T03:52:35","slug":"meta%e5%bc%80%e6%ba%90mobilellm-r1%e6%a8%a1%e5%9e%8b%ef%bc%8c%e4%b8%8d%e5%88%b01b%e5%8f%82%e6%95%b0%ef%bc%8c%e7%94%a81-10%e7%9a%84%e8%ae%ad%e7%bb%83%e5%b0%b1%e8%b6%85%e8%b6%8a%e4%ba%86qwen3","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/09\/14\/meta%e5%bc%80%e6%ba%90mobilellm-r1%e6%a8%a1%e5%9e%8b%ef%bc%8c%e4%b8%8d%e5%88%b01b%e5%8f%82%e6%95%b0%ef%bc%8c%e7%94%a81-10%e7%9a%84%e8%ae%ad%e7%bb%83%e5%b0%b1%e8%b6%85%e8%b6%8a%e4%ba%86qwen3\/","title":{"rendered":"Meta\u5f00\u6e90MobileLLM-R1\u6a21\u578b\uff0c\u4e0d\u52301B\u53c2\u6570\uff0c\u75281\/10\u7684\u8bad\u7ec3\u5c31\u8d85\u8d8a\u4e86Qwen3"},"content":{"rendered":"\n<p>9\u670813\u65e5\uff0cMeta AI \u56e2\u961f\u6b63\u5f0f\u53d1\u5e03\u4e86 MobileLLM-R1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"822\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-22-1024x822.jpg\" alt=\"\" class=\"wp-image-251\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-22-1024x822.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-22-300x241.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-22-768x616.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-22.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HuggingFace \u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/collections\/facebook\/mobilellm-r1-68c4597b104fac45f28f448e<\/li>\n\n\n\n<li>\u8bd5\u7528\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/spaces\/akhaliq\/MobileLLM-R1-950M<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u662f MobileLLM \u7684\u5168\u65b0\u9ad8\u6548\u63a8\u7406\u6a21\u578b\u7cfb\u5217\uff0c<strong>\u5305\u542b\u4e24\u7c7b\u6a21\u578b<\/strong>\uff1a\u57fa\u7840\u6a21\u578b MobileLLM-R1-140M-base\u3001MobileLLM-R1-360M-base\u3001MobileLLM-R1-950M-base \u548c\u5b83\u4eec\u76f8\u5e94\u7684\u6700\u7ec8\u6a21\u578b\u7248\u3002<\/p>\n\n\n\n<p>\u5b83\u4eec\u4e0d\u662f\u901a\u7528\u7684\u804a\u5929\u6a21\u578b\uff0c\u800c\u662f\u76d1\u7763\u5fae\u8c03 (SFT) \u6a21\u578b\uff0c\u4e13\u95e8\u9488\u5bf9\u6570\u5b66\u3001\u7f16\u7a0b\uff08Python\u3001C++\uff09\u548c\u79d1\u5b66\u95ee\u9898\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u6a21\u578b\u672c\u8eab\u4e4b\u5916\uff0cMeta \u8fd8\u53d1\u5e03\u4e86\u5b8c\u6574\u7684\u8bad\u7ec3\u65b9\u6848\u548c\u6570\u636e\u6e90\uff0c\u4ee5\u786e\u4fdd\u53ef\u91cd\u590d\u6027\u5e76\u652f\u6301\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8be5\u7cfb\u5217\u53c2\u6570\u6700\u5927\u7684 MobileLLM-R1 950M \u6a21\u578b<strong>\u4ec5\u4f7f\u7528\u7ea6 2T \u9ad8\u8d28\u91cf token \u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u603b\u8bad\u7ec3 token \u91cf\u5c11\u4e8e 5T<\/strong>\uff0c\u4f46\u5728 MATH\u3001GSM8K\u3001MMLU \u548c LiveCodeBench \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5176\u6027\u80fd\u4e0e\u4f7f\u7528 36T token \u8fdb\u884c\u8bad\u7ec3\u7684 Qwen3 0.6B \u76f8\u5f53\u6216\u66f4\u4f73\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"794\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-25-1024x794.jpg\" alt=\"\" class=\"wp-image-254\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-25-1024x794.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-25-300x233.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-25-768x595.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-25.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e0e\u73b0\u6709\u7684\u5b8c\u5168\u5f00\u6e90\u6a21\u578b\u76f8\u6bd4\uff0c\u5c3d\u7ba1\u53c2\u6570\u89c4\u6a21\u660e\u663e\u66f4\u5c0f\uff0cMobileLLM-R1 950M \u6a21\u578b\u5728 MATH \u57fa\u51c6\u4e0a\u7684\u51c6\u786e\u7387\u4e5f\u6bd4 Olmo 1.24B \u6a21\u578b<strong>\u9ad8\u51fa\u7ea6\u4e94\u500d<\/strong>\uff0c\u6bd4 SmolLM2 1.7B \u6a21\u578b<strong>\u9ad8\u51fa\u7ea6\u4e24\u500d<\/strong>\u3002\u6b64\u5916\uff0cMobileLLM-R1 950M \u5728\u7f16\u7801\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u8fdc\u8d85 Olmo 1.24B \u548c SmolLM2 1.7B \uff0c\u5728\u5b8c\u5168\u5f00\u6e90\u6a21\u578b\u4e2d\u521b\u4e0b\u4e86\u65b0\u7684\u6700\u9ad8\u6c34\u5e73\u3002<\/p>\n\n\n\n<p>Token \u6548\u7387\u7684\u6bd4\u8f83\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"407\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-24-1024x407.jpg\" alt=\"\" class=\"wp-image-253\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-24-1024x407.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-24-300x119.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-24-768x305.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-24.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u540e\u8bad\u7ec3\u6bd4\u8f83\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"438\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-23-1024x438.jpg\" alt=\"\" class=\"wp-image-252\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-23-1024x438.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-23-300x128.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-23-768x329.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-23.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6a21\u578b\u67b6\u6784\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"282\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-27-1024x282.jpg\" alt=\"\" class=\"wp-image-256\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-27-1024x282.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-27-300x83.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-27-768x211.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-27.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"583\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-26-1024x583.jpg\" alt=\"\" class=\"wp-image-255\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-26-1024x583.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-26-300x171.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-26-768x437.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-26.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>MobileLLM-R1 \u7684\u53d1\u5e03\u5f15\u8d77\u4e86\u673a\u5668\u5b66\u4e60\u793e\u533a\u7684\u8ba8\u8bba\u3002\u4eba\u4eec\u6b22\u8fce\u901a\u4e49\u3001Meta \u7b49\u9876\u5c16\u5927\u6a21\u578b\u56e2\u961f\u57fa\u4e8e\u5c0f\u4f53\u91cf\u6a21\u578b\u7684\u63a2\u7d22\u3002\u8fd9\u4e00\u65b9\u5411\u7684\u8bad\u7ec3\u6210\u672c\u8f83\u4e3a\u4f4e\u5ec9\uff0c\u53ef\u4ee5\u66f4\u52a0\u65b9\u4fbf\u5c1d\u8bd5\u5404\u7c7b\u6700\u65b0\u8bba\u6587\u63d0\u51fa\u7684\u6280\u672f\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6a21\u578b\u4f53\u91cf\u7684\u4e0b\u964d\u4e5f\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u8986\u76d6\u66f4\u591a\u7aef\u4fa7\u8bbe\u5907\uff0c\u5b9e\u73b0\u66f4\u5927\u9762\u79ef\u7684\u843d\u5730\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u8bad\u7ec3\u6210\u672c\u666e\u904d\u4e0b\u964d\uff0c\u6211\u4eec\u5c06\u4f1a\u5f97\u5230\u66f4\u597d\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p><strong>\u80cc\u540e\u4e09\u4f4d\u534e\u4eba\u4f5c\u8005<\/strong><\/p>\n\n\n\n<p>\u5728 MobileLLM-R1 \u7cfb\u5217\u53d1\u5e03\u7684\u540c\u65f6\uff0c\u80cc\u540e\u7684\u4f5c\u8005\u4eec\u4e5f\u6b63\u5f0f\u4eae\u76f8\uff0c\u4ed6\u4eec\u8868\u793a\uff0c\u8be5\u5de5\u4f5c\u7684\u7814\u53d1\u65f6\u95f4\u6709\u4e00\u5e74\u4e4b\u4e45\u3002\u8be5\u9879\u76ee\u7531\u534e\u4eba\u9886\u8854\u3002<\/p>\n\n\n\n<p><strong>Zechun Liu<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"256\" height=\"245\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-31.png\" alt=\"\" class=\"wp-image-257\"\/><\/figure>\n\n\n\n<p>Zechun Liu \u662f Meta AI \u7684\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c\u4e13\u6ce8\u4e8e\u5927\u6a21\u578b\u548c\u57fa\u7840\u6a21\u578b\u7684\u9ad8\u6548\u90e8\u7f72\u4e0e\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u5979\u7684\u7814\u7a76\u6d89\u53ca\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u4e0e\u540e\u8bad\u7ec3\uff0c\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u8bbe\u8ba1\u4e0e\u641c\u7d22\uff0c\u91cf\u5316\u3001\u526a\u679d\u4e0e\u7a00\u758f\u6027\uff0c\u77e5\u8bc6\u84b8\u998f\u4ee5\u53ca\u9ad8\u6548\u7684\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\u7b49\uff0c\u76ee\u6807\u662f\u5728\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u73af\u5883\u4e2d\u5b9e\u73b0\u9ad8\u6027\u80fd\u6a21\u578b\u7684\u63a8\u7406\u548c\u90e8\u7f72\u3002<\/p>\n\n\n\n<p>2016 \u5e74\uff0c\u5979\u5728\u590d\u65e6\u5927\u5b66\u83b7\u5f97\u672c\u79d1\u5b66\u4f4d\uff0c2019 \u5e74\u81f3 2021 \u5e74\u5728\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u62c5\u4efb\u8bbf\u95ee\u5b66\u8005\uff0c\u5bfc\u5e08\u4e3a Marios Savvides \u6559\u6388\u548c Eric Xing\uff08\u90a2\u6ce2\uff09\u6559\u6388\u30022021 \u5e74 6 \u6708\u83b7\u5f97\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u7684\u535a\u58eb\u5b66\u4f4d\uff0c\u5e08\u4ece Kwang-Ting Tim CHENG \u6559\u6388\u3002<\/p>\n\n\n\n<p>Zechun Liu \u5728\u9876\u7ea7\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u4e86 20 \u591a\u7bc7\u8bba\u6587\uff0c\u5176\u8bba\u6587\u5f15\u7528\u91cf\u8fbe\u5230\u4e86\u6570\u5343\u6b21\u3002<\/p>\n\n\n\n<p><strong>Ernie Chang<\/strong><\/p>\n\n\n\n<p>Ernie Chang \u662f Meta AI \u7684\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c\u4e13\u6ce8\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u591a\u6a21\u6001\u5b66\u4e60\u548c\u9ad8\u6548\u6a21\u578b\u90e8\u7f72\u7b49\u9886\u57df\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"212\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-28-1024x212.jpg\" alt=\"\" class=\"wp-image-258\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-28-1024x212.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-28-300x62.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-28-768x159.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-28.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ed6\u4e8e 2023 \u5e74 2 \u6708\u52a0\u5165 Meta\uff0c\u53c2\u4e0e\u4e86\u591a\u4e2a\u524d\u6cbf\u9879\u76ee\u7684\u7814\u7a76\u548c\u5f00\u53d1\u3002<\/p>\n\n\n\n<p>\u5728\u4ed6\u7684\u7814\u7a76\u4e2d\uff0cErnie Chang \u53c2\u4e0e\u4e86\u591a\u4e2a\u91cd\u8981\u7684\u9879\u76ee\u548c\u8bba\u6587\u3002\u4f8b\u5982\uff0c\u4ed6\u662f\u300aAgent-as-a-Judge: Evaluate Agents with Agents\u300b\u4e00\u6587\u7684\u5171\u540c\u4f5c\u8005\uff0c\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u901a\u8fc7\u4ee3\u7406\u6a21\u578b\u5bf9\u5176\u4ed6\u4ee3\u7406\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\uff0c\u4ece\u800c\u63d0\u9ad8\u8bc4\u4f30\u6548\u7387\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u4ed6\u8fd8\u53c2\u4e0e\u4e86\u300aMobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases\u300b\u7684\u7814\u7a76\uff0c\u8be5\u7814\u7a76\u81f4\u529b\u4e8e\u4f18\u5316\u5c0f\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u9002\u5e94\u79fb\u52a8\u8bbe\u5907\u4e0a\u7684\u5e94\u7528\u9700\u6c42\u3002<\/p>\n\n\n\n<p>Ernie Chang \u7684\u7814\u7a76\u5174\u8da3\u5305\u62ec\u591a\u8bed\u8a00\u5904\u7406\u3001\u591a\u6a21\u6001\u7cfb\u7edf\u7b49\u3002<\/p>\n\n\n\n<p><strong>Changsheng Zhao\uff08\u8d75\u5e38\u76db\uff09<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"256\" height=\"256\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-32.png\" alt=\"\" class=\"wp-image-259\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-32.png 256w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-32-150x150.png 150w\" sizes=\"auto, (max-width: 256px) 100vw, 256px\" \/><\/figure>\n\n\n\n<p>Changsheng Zhao \u662f Meta AI \u7684\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c\u4e13\u6ce8\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u6df1\u5ea6\u5b66\u4e60\u548c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9ad8\u6548\u90e8\u7f72\u4e0e\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u4ed6\u672c\u79d1\u6bd5\u4e1a\u4e8e\u5317\u4eac\u5927\u5b66\uff0c\u540e\u5728\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u653b\u8bfb\u7855\u58eb\u5b66\u4f4d\uff0c\u6bd5\u4e1a\u540e\u53bb\u4e86\u4e09\u661f\u7f8e\u56fd\u7814\u7a76\u5458\u62c5\u4efb\u7814\u7a76\u5458\uff0c2021 \u5e74\u52a0\u5165 Meta\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"189\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-29-1024x189.jpg\" alt=\"\" class=\"wp-image-260\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-29-1024x189.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-29-300x56.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-29-768x142.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-29.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5728 Meta\uff0cChangsheng Zhao \u53c2\u4e0e\u4e86\u591a\u4e2a\u524d\u6cbf\u7814\u7a76\u9879\u76ee\uff0c\u4e3b\u8981\u96c6\u4e2d\u5728\u6a21\u578b\u91cf\u5316\u3001\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u548c\u591a\u6a21\u6001\u7cfb\u7edf\u7b49\u9886\u57df\u3002 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":253,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-250","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\/250","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=250"}],"version-history":[{"count":1,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/250\/revisions"}],"predecessor-version":[{"id":261,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/250\/revisions\/261"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media\/253"}],"wp:attachment":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media?parent=250"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/categories?post=250"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/tags?post=250"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}