{"id":36840,"date":"2025-01-19T16:01:17","date_gmt":"2025-01-19T08:01:17","guid":{"rendered":"https:\/\/17aitech.com\/?p=36840"},"modified":"2025-01-19T16:01:17","modified_gmt":"2025-01-19T08:01:17","slug":"%e7%a0%94%e7%a9%b6%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%97%a8%e6%a7%9b%e5%a4%aa%e9%ab%98%ef%bc%9f%e4%b8%8d%e5%a6%a8%e7%9c%8b%e7%9c%8b%e5%b0%8f%e6%a8%a1%e5%9e%8bslm%ef%bc%8c%e7%9f%a5%e8%af%86%e7%82%b9","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36840","title":{"rendered":"\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-24\" target=\"_blank\">\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1086bbe28fbb0255d3e06cddbf0114b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1086bbe28fbb0255d3e06cddbf0114b2.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u7bc7\u7efc\u8ff0\u7684\u4f5c\u8005\u56e2\u961f\u5305\u62ec\u5bbe\u5dde\u5dde\u7acb\u5927\u5b66\u7684\u535a\u58eb\u7814\u7a76\u751f\u738b\u53d1\u5229\uff0c\u5f20\u667a\u7ef4\uff0c\u5434\u7eb5\u5b87\uff0c\u5f20\u5148\u4ec1\uff0c\u6307\u5bfc\u6559\u5e08\u738b\u82cf\u676d\u526f\u6559\u6388\uff0c\u4ee5\u53ca\u6765\u81ea\u4f26\u65af\u52d2\u7406\u5de5\u5b66\u9662\u7684\u9a6c\u8000\u526f\u6559\u6388\uff0c\u4e9a\u9a6c\u900a\u6c64\u5148\u950b\u3001\u4f55\u5947\uff0c\u5fb7\u514b\u8428\u65af\u5927\u5b66\u4f11\u65af\u987f\u5065\u5eb7\u79d1\u5b66\u4e2d\u5fc3\u9ec4\u660e\u526f\u6559\u6388\u56e2\u961f\u3002<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6458\u8981\uff1a<\/strong>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u7531\u4e8e\u5e9e\u5927\u7684\u53c2\u6570\u548c\u9ad8\u8ba1\u7b97\u9700\u6c42\uff0c\u9762\u4e34\u65f6\u95f4\u548c\u8ba1\u7b97\u6210\u672c\u6311\u6218\u3002\u56e0\u6b64\uff0c\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff08SLMs\uff09\u56e0\u4f4e\u5ef6\u8fdf\u3001\u6210\u672c\u6548\u76ca\u53ca\u6613\u4e8e\u5b9a\u5236\u7b49\u4f18\u52bf\u4f18\u70b9\uff0c\u9002\u5408\u8d44\u6e90\u6709\u9650\u73af\u5883\u548c\u9886\u57df\u77e5\u8bc6\u83b7\u53d6\uff0c\u6b63\u53d8\u5f97\u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce\u3002\u6211\u4eec\u7ed9\u51fa\u4e86\u5c0f\u8bed\u8a00\u6a21\u578b\u7684\u5b9a\u4e49\u6765\u586b\u8865\u76ee\u524d\u5b9a\u4e49\u4e0a\u7684\u7a7a\u767d\u3002\u6211\u4eec\u5bf9\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u7684\u589e\u5f3a\u65b9\u6cd5\u3001\u5df2\u5b58\u5728\u7684\u5c0f\u6a21\u578b\u3001\u5e94\u7528\u3001\u4e0e LLMs \u7684\u534f\u4f5c\u3001\u4ee5\u53ca\u53ef\u4fe1\u8d56\u6027\u65b9\u9762\u8fdb\u884c\u4e86\u8be6\u7ec6\u8c03\u67e5\u3002\u6211\u4eec\u8fd8\u63a2\u8ba8\u4e86\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\uff0c\u5e76\u5728 GitHub \u4e0a\u53d1\u5e03\u4e86\u76f8\u5173\u6a21\u578b\u53ca\u6587\u7ae0\uff1ahttps:\/\/github.com\/FairyFali\/SLMs-Survey\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6d1cb21c170defe83ba8ac60f6948320.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6d1cb21c170defe83ba8ac60f6948320.png\"><\/a><\/section>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2411.03350<\/section>\n<section><\/section>\n<section><strong>\u6587\u7ae0\u7ed3\u6784<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4dddadaa8567c9c6317dcd46ebc48863.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4dddadaa8567c9c6317dcd46ebc48863.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1 \u6587\u7ae0\u7ed3\u6784<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>LLMs \u7684\u6311\u6218<\/strong><\/section>\n<section><\/section>\n<section>\u795e\u7ecf\u8bed\u8a00\u6a21\u578b\uff08LM\uff09\u4ece BERT \u7684\u9884\u8bad\u7ec3\u5fae\u8c03\u5230 T5 \u7684\u9884\u8bad\u7ec3\u63d0\u793a\uff0c\u518d\u5230 GPT-3 \u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u6781\u5927\u589e\u5f3a\u4e86 NLP\u3002\u6a21\u578b\u5982 ChatGPT\u3001Llama \u7b49\u5728\u6269\u5c55\u81f3\u5927\u6570\u636e\u96c6\u548c\u6a21\u578b\u65f6\u663e\u793a\u51fa \u201c\u6d8c\u73b0\u80fd\u529b\u201d\u3002\u8fd9\u4e9b\u8fdb\u6b65\u63a8\u52a8\u4e86 NLP \u5728\u591a\u4e2a\u9886\u57df\u7684\u5e94\u7528\uff0c\u5982\u7f16\u7a0b\u3001\u63a8\u8350\u7cfb\u7edf\u548c\u533b\u5b66\u95ee\u7b54\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5176\u5e9e\u5927\u7684\u53c2\u6570\u548c\u8ba1\u7b97\u9700\u6c42\u9650\u5236\u4e86\u90e8\u7f72\u672c\u5730\u6216\u8005\u9650\u5236\u5728\u4e91\u7aef\u8c03\u7528\u3002\u8fd9\u5e26\u6765\u4e86\u4e00\u7cfb\u5217\u6311\u6218\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>LLMs \u7684\u9ad8 GPU \u5185\u5b58\u5360\u7528\u548c\u8ba1\u7b97\u6210\u672c\u901a\u5e38\u4f7f\u5f97\u5176\u53ea\u80fd\u901a\u8fc7\u4e91 API \u90e8\u7f72\uff0c\u7528\u6237\u9700\u4e0a\u4f20\u6570\u636e\u67e5\u8be2\uff0c\u53ef\u80fd\u5f15\u8d77\u6570\u636e\u6cc4\u6f0f\u53ca\u9690\u79c1\u95ee\u9898\uff0c\u7279\u522b\u662f\u5728\u533b\u7597\u3001\u91d1\u878d\u548c\u7535\u5546\u7b49\u654f\u611f\u9886\u57df\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u8c03\u7528\u4e91\u7aef LLMs \u65f6\u9762\u4e34\u4e91\u5ef6\u8fdf\u95ee\u9898\uff0c\u800c\u76f4\u63a5\u90e8\u7f72\u53c8\u9762\u4e34\u9ad8\u53c2\u6570\u548c\u7f13\u5b58\u9700\u6c42\u8d85\u51fa\u666e\u901a\u8bbe\u5907\u80fd\u529b\u7684\u95ee\u9898\u3002<\/section>\n<\/li>\n<li>\n<section>LLMs \u5e9e\u5927\u7684\u53c2\u6570\u6570\u91cf\u53ef\u80fd\u5bfc\u81f4\u51e0\u79d2\u81f3\u51e0\u5206\u949f\u7684\u63a8\u7406\u5ef6\u8fdf\uff0c\u4e0d\u9002\u5408\u5b9e\u65f6\u5e94\u7528\u3002<\/section>\n<\/li>\n<li>\n<section>LLMs \u5728\u4e13\u4e1a\u9886\u57df\u5982\u533b\u7597\u548c\u6cd5\u5f8b\u7684\u8868\u73b0\u4e0d\u4f73\uff0c\u9700\u8981\u6210\u672c\u9ad8\u7684\u5fae\u8c03\u6765\u63d0\u5347\u6027\u80fd\u3002<\/section>\n<\/li>\n<li>\n<section>\u867d\u7136\u901a\u7528 LLMs \u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u8bb8\u591a\u5e94\u7528\u548c\u4efb\u52a1\u53ea\u9700\u7279\u5b9a\u529f\u80fd\u548c\u77e5\u8bc6\uff0c\u90e8\u7f72 LLMs \u53ef\u80fd\u6d6a\u8d39\u8d44\u6e90\u4e14\u6027\u80fd\u4e0d\u5982\u4e13\u95e8\u6a21\u578b\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section><strong>SLMs \u7684\u4f18\u52bf<\/strong><\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff08SLMs\uff09\u5728\u5904\u7406\u7279\u5b9a\u9886\u57df\u95ee\u9898\u65f6\u663e\u793a\u51fa\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u76f8\u5f53\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5728\u6548\u7387\u3001\u6210\u672c\u3001\u7075\u6d3b\u6027\u548c\u5b9a\u5236\u65b9\u9762\u5177\u6709\u4f18\u52bf\u3002\u7531\u4e8e\u53c2\u6570\u8f83\u5c11\uff0cSLMs \u5728\u9884\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8282\u7ea6\u4e86\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\uff0c\u51cf\u5c11\u4e86\u5185\u5b58\u548c\u5b58\u50a8\u9700\u6c42\uff0c\u7279\u522b\u9002\u5408\u8d44\u6e90\u6709\u9650\u7684\u73af\u5883\u548c\u4f4e\u529f\u8017\u8bbe\u5907\u3002\u56e0\u6b64\uff0cSLMs \u4f5c\u4e3a LLMs \u7684\u66ff\u4ee3\u54c1\u8d8a\u6765\u8d8a\u53d7\u5230\u5173\u6ce8\u3002\u5982\u56fe 2 \u6240\u793a\uff0cHugging Face \u793e\u533a\u4e2d SLMs \u7684\u4e0b\u8f7d\u9891\u7387\u5df2\u8d85\u8fc7\u5927\u578b\u6a21\u578b\uff0c\u800c\u56fe 3 \u663e\u793a\u4e86 SLMs \u7248\u672c\u968f\u65f6\u95f4\u63a8\u79fb\u7684\u65e5\u76ca\u6d41\u884c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-668afb6145aa9a30920571e81608e5e0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-668afb6145aa9a30920571e81608e5e0.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2 Hugging Face \u4e0a\u4e2a\u6708\u4e0b\u8f7d\u91cf\uff08\u6570\u636e\u83b7\u53d6\u5728 2024 \u5e74 10 \u6708 7 \u65e5\uff09<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9f1b7974a2655fa4fbb3ff41f874c4e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9f1b7974a2655fa4fbb3ff41f874c4e3.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3 SLMs \u65f6\u95f4\u7ebf<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<section><strong>SLMs \u7684\u5b9a\u4e49<\/strong><\/section>\n<section><\/section>\n<section>\u901a\u5e38\uff0c\u5177\u6709\u6d8c\u73b0\u80fd\u529b\u7684\u8bed\u8a00\u6a21\u578b\u88ab\u5f52\u7c7b\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u3002\u7136\u800c\uff0c\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff08SLMs\uff09\u7684\u5206\u7c7b\u5c1a\u65e0\u7edf\u4e00\u6807\u51c6\u3002\u4e00\u4e9b\u7814\u7a76\u8ba4\u4e3a SLMs \u7684\u53c2\u6570\u5c11\u4e8e 10 \u4ebf\uff0c\u4e14\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u901a\u5e38\u914d\u5907\u7ea6 6GB \u7684\u5185\u5b58\uff1b\u800c\u53e6\u4e00\u4e9b\u7814\u7a76\u5219\u8ba4\u4e3a SLMs \u7684\u53c2\u6570\u53ef\u8fbe\u5230 100 \u4ebf\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u7f3a\u4e4f\u6d8c\u73b0\u80fd\u529b\u3002\u8003\u8651\u5230 SLMs \u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u53ca\u7279\u5b9a\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u5e7f\u4e49\u7684\u5b9a\u4e49\uff1aSLMs \u7684\u53c2\u6570\u8303\u56f4\u5e94\u4ecb\u4e8e\u80fd\u5c55\u73b0\u4e13\u95e8\u4efb\u52a1\u6d8c\u73b0\u80fd\u529b\u7684\u6700\u5c0f\u89c4\u6a21\u548c\u5728\u8d44\u6e90\u9650\u5236\u6761\u4ef6\u4e0b\u53ef\u7ba1\u7406\u7684\u6700\u5927\u89c4\u6a21\u4e4b\u95f4\u3002\u8fd9\u4e00\u5b9a\u4e49\u65e8\u5728\u6574\u5408\u4e0d\u540c\u89c2\u70b9\uff0c\u5e76\u8003\u8651\u79fb\u52a8\u8ba1\u7b97\u53ca\u80fd\u529b\u9608\u503c\u56e0\u7d20\u3002<\/section>\n<section><\/section>\n<section><strong>SLMs \u7684\u589e\u5f3a\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u65f6\u4ee3\u5c0f\u8bed\u8a00\u6a21\u578b\u7684\u589e\u5f3a\u65b9\u6cd5\u4f1a\u6709\u4e0d\u540c\uff0c\u5305\u62ec\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3 SLMs \u7684\u8bad\u7ec3\u65b9\u6cd5\u3001\u4f7f SLMs \u9075\u5faa\u6307\u4ee4\u7684\u76d1\u7763\u5fae\u8c03 (SFT)\u3001\u5148\u8fdb\u7684\u77e5\u8bc6\u63d0\u70bc\u548c\u91cf\u5316\u6280\u672f\uff0c\u4ee5\u53ca LLMs \u4e2d\u7ecf\u5e38\u4f7f\u7528\u7684\u6280\u672f\uff0c\u4ee5\u589e\u5f3a SLMs \u9488\u5bf9\u7279\u5b9a\u5e94\u7528\u7684\u6027\u80fd\u3002\u6211\u4eec\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5176\u4e2d\u4e00\u4e9b\u4ee3\u8868\u6027\u65b9\u6cd5\uff0c\u5305\u62ec\u53c2\u6570\u5171\u4eab\u7684\u6a21\u578b\u67b6\u6784\uff08\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u5b50\u7ae0\u8282 3.1\uff09\u3001\u4ece\u4eba\u7c7b\u53cd\u9988\u4e2d\u4f18\u5316\u504f\u597d\uff08\u6709\u76d1\u7763\u5fae\u8c03\u5b50\u7ae0\u8282 3.2\uff09\u3001\u77e5\u8bc6\u84b8\u998f\u7684\u6570\u636e\u8d28\u91cf\uff083.3 \u7ae0\u8282\uff09\u3001\u84b8\u998f\u8fc7\u7a0b\u4e2d\u7684\u5206\u5e03\u4e00\u81f4\u6027\uff083.4 \u7ae0\u8282\uff09\u3001\u8bad\u7ec3\u540e\u91cf\u5316\u548c\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\u6280\u672f\uff083.5 \u7ae0\u8282\uff09\u3001RAG \u548c MoE \u65b9\u6cd5\u589e\u5f3a SLMs\uff083.6 \u7ae0\u8282\uff09\u3002\u8fd9\u4e00\u7ae0\u8282\u7684\u672a\u6765\u65b9\u6cd5\u662f\u63a2\u7d22\u53ef\u63d0\u9ad8\u6027\u80fd\u540c\u65f6\u964d\u4f4e\u8ba1\u7b97\u9700\u6c42\u7684\u6a21\u578b\u67b6\u6784\uff0c\u6bd4\u5982 Mamba\u3002<\/section>\n<section><\/section>\n<section><strong>SLMs \u7684\u5e94\u7528<\/strong><\/section>\n<section><\/section>\n<section>\u7531\u4e8e SLMs \u80fd\u591f\u6ee1\u8db3\u589e\u5f3a\u9690\u79c1\u6027\u548c\u8f83\u4f4e\u7684\u5185\u5b58\u9700\u6c42\uff0c\u8bb8\u591a NLP \u4efb\u52a1\u5df2\u5f00\u59cb\u91c7\u7528 SLMs\uff0c\u5e76\u901a\u8fc7\u4e13\u95e8\u6280\u672f\u63d0\u5347\u5176\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff08\u89c1 4.1 \u8282\uff09\uff0c\u5982\u95ee\u7b54\u3001\u4ee3\u7801\u6267\u884c\u3001\u63a8\u8350\u7cfb\u7edf\u4ee5\u53ca\u79fb\u52a8\u8bbe\u5907\u4e0a\u7684\u81ea\u52a8\u5316\u4efb\u52a1\u3002\u5178\u578b\u5e94\u7528\u5305\u62ec\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u81ea\u52a8\u6267\u884c\u4efb\u52a1\uff0cSLMs \u53ef\u4ee5\u4f5c\u4e3a\u4ee3\u7406\u667a\u80fd\u8c03\u7528\u5fc5\u9700\u7684 API\uff0c\u6216\u8005\u6839\u636e\u667a\u80fd\u624b\u673a UI \u9875\u9762\u4ee3\u7801\u81ea\u52a8\u5b8c\u6210\u7ed9\u5b9a\u7684\u64cd\u4f5c\u6307\u4ee4\uff08\u89c1 4.1.5 \u8282\uff09\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u90e8\u7f72 SLMs \u65f6\u901a\u5e38\u9700\u8003\u8651\u5185\u5b58\u4f7f\u7528\u548c\u8fd0\u884c\u6548\u7387\uff0c\u8fd9\u5bf9\u9884\u7b97\u6709\u9650\u7684\u8fb9\u7f18\u8bbe\u5907\uff08\u7279\u522b\u662f\u667a\u80fd\u624b\u673a\uff09\u4e0a\u7684\u8d44\u6e90\u5c24\u4e3a\u5173\u952e\uff08\u89c1 4.2 \u8282\uff09\u3002\u5185\u5b58\u6548\u7387\u4e3b\u8981\u4f53\u73b0\u5728 SLMs \u53ca\u5176\u7f13\u5b58\u7684\u7a7a\u95f4\u5360\u7528\u4e0a\uff0c\u6211\u4eec\u8c03\u7814\u4e86\u5982\u4f55\u538b\u7f29 SLMs \u672c\u8eab\u53ca\u5176\u7f13\u5b58\uff08\u89c1 4.2.1 \u8282\uff09\u3002\u8fd0\u884c\u6548\u7387\u6d89\u53ca SLMs \u53c2\u6570\u91cf\u5927\u53ca\u5207\u6362\u5f00\u9500\uff0c\u5982\u5185\u5b58\u7f13\u5b58\u533a\u4e0e GPU \u5185\u5b58\u4e4b\u95f4\u7684\u5207\u6362\uff08\u89c1 4.2.2 \u8282\uff09\uff0c\u56e0\u6b64\u6211\u4eec\u63a2\u8ba8\u4e86\u51cf\u5c11 MoE \u5207\u6362\u65f6\u95f4\u548c\u964d\u4f4e\u5206\u5e03\u5f0f SLMs \u5ef6\u8fdf\u7b49\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u672a\u6765\u7814\u7a76\u65b9\u5411\u5305\u62ec\u4f7f\u7528 LoRA \u4e3a\u4e0d\u540c\u7528\u6237\u63d0\u4f9b\u4e2a\u6027\u5316\u670d\u52a1\u3001\u8bc6\u522b SLMs \u4e2d\u7684\u56fa\u6709\u77e5\u8bc6\u53ca\u786e\u5b9a\u6709\u6548\u5fae\u8c03\u6240\u9700\u7684\u6700\u5c11\u6570\u636e\u7b49\uff08\u66f4\u591a\u672a\u6765\u65b9\u5411\u8be6\u89c1\u7b2c 8 \u7ae0\uff09\u3002<\/section>\n<section><\/section>\n<section><strong>\u5df2\u5b58\u5728\u7684 SLMs<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u603b\u7ed3\u4e86\u4e00\u4e9b\u4ee3\u8868\u6027\u7684\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff08\u8be6\u89c1\u56fe 3\uff09\uff0c\u8fd9\u4e9b\u6a21\u578b\u5305\u62ec\u9002\u7528\u4e8e\u901a\u7528\u9886\u57df\u548c\u7279\u5b9a\u9886\u57df\u7684\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff08\u53c2\u6570\u5c11\u4e8e 70 \u4ebf\uff09\u3002\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u8fd9\u4e9b\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u7684\u83b7\u53d6\u65b9\u6cd5\u3001\u4f7f\u7528\u7684\u6570\u636e\u96c6\u548c\u8bc4\u4f30\u4efb\u52a1\uff0c\u5e76\u63a2\u8ba8\u4e86\u901a\u8fc7\u538b\u7f29\u3001\u5fae\u8c03\u6216\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u7b49\u6280\u672f\u83b7\u53d6 SLMs \u7684\u7b56\u7565\u3002\u901a\u8fc7\u7edf\u8ba1\u5206\u6790\u4e00\u4e9b\u6280\u672f\uff0c\u6211\u4eec\u5f52\u7eb3\u51fa\u83b7\u53d6\u901a\u7528 SLMs \u7684\u5e38\u7528\u6280\u672f\uff0c\u5305\u62ec GQA\u3001Gated FFN\uff0cSiLU \u6fc0\u6d3b\u51fd\u6570\u3001RMS \u6b63\u5219\u5316\u3001\u6df1\u4e14\u7a84\u7684\u6a21\u578b\u67b6\u6784\u548c embedding \u7684\u4f18\u5316\u7b49\uff08\u89c1 5.1 \u7ae0\uff09\u3002\u7279\u5b9a\u9886\u57df\u7684 SLMs\uff0c\u5982\u79d1\u5b66\u3001\u533b\u7597\u5065\u5eb7\u548c\u6cd5\u5f8b\u9886\u57df\u7684\u6a21\u578b\uff0c\u901a\u5e38\u662f\u901a\u8fc7\u5bf9\u5927\u6a21\u578b\u751f\u6210\u7684\u6709\u76d1\u7763\u9886\u57df\u6570\u636e\u8fdb\u884c\u6307\u4ee4\u5f0f\u5fae\u8c03\u6216\u5728\u9886\u57df\u6570\u636e\u4e0a\u7ee7\u7eed\u8bad\u7ec3\u6765\u83b7\u53d6\u7684\uff08\u89c1 5.2 \u7ae0\uff09\u3002\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u5c06\u5305\u62ec\u5728\u6cd5\u5f8b\u3001\u91d1\u878d\u3001\u6559\u80b2\u3001\u7535\u4fe1\u548c\u4ea4\u901a\u7b49\u5173\u952e\u9886\u57df\u5f00\u53d1\u4e13\u4e1a\u5316\u7684\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section><strong>SLMs \u8f85\u52a9 LLMs<\/strong><\/section>\n<section><\/section>\n<section>\u7531\u4e8e SLMs \u5728\u8fd0\u884c\u6548\u7387\u4e0a\u8868\u73b0\u51fa\u8272\u4e14\u4e0e LLMs \u7684\u884c\u4e3a\u89c4\u5f8b\u76f8\u4f3c\uff0cSLMs \u80fd\u591f\u4f5c\u4e3a\u4ee3\u7406\u8f85\u52a9 LLMs \u5feb\u901f\u83b7\u53d6\u4e00\u4e9b\u5148\u9a8c\u77e5\u8bc6\uff0c\u8fdb\u800c\u589e\u5f3a LLMs \u7684\u529f\u80fd\uff0c\u4f8b\u5982\u51cf\u5c11\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u5ef6\u8fdf\u3001\u7f29\u77ed\u5fae\u8c03\u65f6\u95f4\u3001\u6539\u5584\u68c0\u7d22\u4e2d\u7684\u566a\u58f0\u8fc7\u6ee4\u95ee\u9898\u3001\u63d0\u5347\u6b21\u4f18\u96f6\u6837\u672c\u6027\u80fd\u3001\u964d\u4f4e\u7248\u6743\u4fb5\u6743\u98ce\u9669\u548c\u4f18\u5316\u8bc4\u4f30\u96be\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7b2c 6 \u7ae0\u4e2d\uff0c\u6211\u4eec\u63a2\u8ba8\u4e86\u4ee5\u4e0b\u4e94\u4e2a\u65b9\u9762\uff1a<\/section>\n<section><\/section>\n<section>(i) \u4f7f\u7528 SLMs \u5e2e\u52a9 LLMs \u751f\u6210\u53ef\u9760\u5185\u5bb9\uff1a\u4f8b\u5982\uff0c\u4f7f\u7528 SLMs \u5224\u65ad LLMs \u8f93\u5165\u548c\u8f93\u51fa\u7684\u771f\u5b9e\u7f6e\u4fe1\u5ea6\uff0c\u6216\u6839\u636e LLMs \u7684\u4e2d\u95f4\u72b6\u6001\u63a2\u7d22\u5e7b\u89c9\u5206\u6570\u3002\u8be6\u7ec6\u7684\u53ef\u9760\u751f\u6210\u65b9\u6cd5\u3001\u589e\u5f3a LLMs \u7684\u63a8\u7406\u80fd\u529b\u3001\u6539\u8fdb LLMs RAG \u4ee5\u53ca\u7f13\u89e3 LLMs \u8f93\u51fa\u7684\u7248\u6743\u548c\u9690\u79c1\u95ee\u9898\uff0c\u8bf7\u53c2\u8003\u539f\u6587\u3002<\/section>\n<section>(ii) SLMs \u8f85\u52a9\u63d0\u53d6 LLMs \u63d0\u793a\uff1a\u4e00\u4e9b\u653b\u51fb\u65b9\u6cd5\u901a\u8fc7 SLMs \u9006\u5411\u751f\u6210 Prompts\u3002<\/section>\n<section>(iii) SLMs \u8f85\u52a9 LLMs \u5fae\u8c03\uff1aSLMs \u7684\u5fae\u8c03\u53c2\u6570\u5dee\u5f02\u53ef\u4ee5\u6a21\u62df LLMs \u53c2\u6570\u7684\u6f14\u53d8\uff0c\u4ece\u800c\u5b9e\u73b0 LLMs \u7684\u9ad8\u6548\u5fae\u8c03\u3002<\/section>\n<section>(iv) SLMs \u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8f85\u52a9 LLMs \u8868\u73b0\uff1a\u5b9a\u5236\u5316\u7684 SLMs \u5728\u67d0\u4e9b\u7279\u5b9a\u4efb\u52a1\u4e0a\u53ef\u80fd\u4f18\u4e8e LLMs\uff0c\u800c\u5728\u56f0\u96be\u6837\u672c\u4e0a\u53ef\u80fd\u8868\u73b0\u4e0d\u4f73\uff0c\u56e0\u6b64 SLMs \u548c LLMs \u7684\u5408\u4f5c\u53ef\u4ee5\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u5b9e\u73b0\u66f4\u4f18\u8868\u73b0\u3002<\/section>\n<section>(v) \u4f7f\u7528 SLMs \u8bc4\u4f30 LLMs\uff1aSLMs \u5728\u7ecf\u8fc7\u5fae\u8c03\u540e\u53ef\u4ee5\u4f5c\u4e3a\u8bc4\u4f30\u5668\uff0c\u8bc4\u4f30 LLMs \u751f\u6210\u7684\u66f4\u52a0\u683c\u5f0f\u81ea\u7531\u7684\u5185\u5bb9\u3002<\/section>\n<section><\/section>\n<section>\u672a\u6765\u7684\u65b9\u5411\u5305\u62ec\u4f7f\u7528 SLMs \u4f5c\u4e3a\u4ee3\u7406\u63a2\u7d22 LLMs \u66f4\u591a\u7684\u884c\u4e3a\u6a21\u5f0f\uff0c\u5982\u4f18\u5316 Prompts\u3001\u5224\u65ad\u7f3a\u5931\u77e5\u8bc6\u548c\u8bc4\u4f30\u6570\u636e\u8d28\u91cf\u7b49\uff0c\u66f4\u591a\u4fe1\u606f\u8bf7\u53c2\u89c1\u539f\u6587\u7b2c 8 \u7ae0\u672a\u6765\u5de5\u4f5c\u3002<\/section>\n<section><\/section>\n<section><strong>SLMs \u7684\u53ef\u4fe1\u8d56\u6027<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8e273aad3b1c9f417efa89416c1465a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8e273aad3b1c9f417efa89416c1465a0.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4 Trustworthiness \u5206\u7c7b<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8bed\u8a00\u6a21\u578b\u5df2\u6210\u4e3a\u6211\u4eec\u65e5\u5e38\u751f\u6d3b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\uff0c\u6211\u4eec\u5bf9\u5b83\u4eec\u7684\u4f9d\u8d56\u65e5\u76ca\u589e\u52a0\u3002\u7136\u800c\uff0c\u5b83\u4eec\u5728\u9690\u79c1\u3001\u516c\u5e73\u7b49\u4fe1\u4efb\u7ef4\u5ea6\u4e0a\u5b58\u5728\u5c40\u9650\uff0c\u5e26\u6765\u4e86\u4e00\u5b9a\u98ce\u9669\u3002\u56e0\u6b64\uff0c\u8bb8\u591a\u7814\u7a76\u81f4\u529b\u4e8e\u8bc4\u4f30\u8bed\u8a00\u6a21\u578b\u7684\u53ef\u4fe1\u8d56\u6027\u3002\u5c3d\u7ba1\u76ee\u524d\u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0a\uff0c\u6211\u4eec\u5728\u7b2c 7 \u7ae0\u5173\u6ce8 7B \u53c2\u6570\u53ca\u4ee5\u4e0b\u7684\u6a21\u578b\u548c\u4e94\u4e2a\u5173\u952e\u7684\u4fe1\u4efb\u573a\u666f\uff1a\u9c81\u68d2\u6027\u3001\u9690\u79c1\u6027\u3001\u53ef\u9760\u6027\u3001\u5b89\u5168\u6027\u548c\u516c\u5e73\u6027\uff0c\u8be6\u89c1\u56fe 4\u3002\u5728\u9c81\u68d2\u6027\u65b9\u9762\uff0c\u6211\u4eec\u8ba8\u8bba\u4e86\u5bf9\u6297\u6027\u9c81\u68d2\u6027\u548c\u5206\u5e03\u5916\u9c81\u68d2\u6027\u4e24\u79cd\u60c5\u51b5\uff1b\u5728\u5b89\u5168\u6027\u65b9\u9762\uff0c\u6211\u4eec\u91cd\u70b9\u5206\u6790\u4e86\u8bef\u5bfc\u4fe1\u606f\u548c\u6bd2\u6027\u95ee\u9898\uff1b\u5728\u53ef\u9760\u6027\u65b9\u9762\uff0c\u6211\u4eec\u4e3b\u8981\u5173\u6ce8\u5e7b\u89c9\u548c\u8c04\u5a9a\u73b0\u8c61\u3002\u7136\u800c\uff0c\u5927\u591a\u6570\u73b0\u6709\u7814\u7a76\u90fd\u96c6\u4e2d\u5728\u5177\u6709\u81f3\u5c11 7B \u53c2\u6570\u7684\u6a21\u578b\u4e0a\uff0c\u8fd9\u7559\u4e0b\u4e86\u5bf9\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff08SLMs\uff09\u53ef\u4fe1\u5ea6\u5168\u9762\u5206\u6790\u7684\u7a7a\u767d\u3002\u56e0\u6b64\uff0c\u7cfb\u7edf\u5730\u8bc4\u4f30 SLMs \u7684\u53ef\u4fe1\u5ea6\u5e76\u4e86\u89e3\u5176\u5728\u5404\u79cd\u5e94\u7528\u4e2d\u7684\u8868\u73b0\uff0c\u662f\u672a\u6765\u7814\u7a76\u7684\u91cd\u8981\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u968f\u7740\u5bf9\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u9700\u6c42\u7684\u589e\u957f\uff0c\u5f53\u4e0b\u7814\u7a76\u6587\u732e\u6db5\u76d6\u4e86 SLMs \u7684\u591a\u4e2a\u65b9\u9762\uff0c\u4f8b\u5982\u9488\u5bf9\u7279\u5b9a\u5e94\u7528\u4f18\u5316\u7684\u8bad\u7ec3\u6280\u672f\u5982\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\u548c\u9009\u62e9\u6027\u67b6\u6784\u7ec4\u4ef6\u3002\u5c3d\u7ba1 SLMs \u6027\u80fd\u53d7\u5230\u8ba4\u53ef\uff0c\u4f46\u5176\u6f5c\u5728\u7684\u53ef\u4fe1\u5ea6\u95ee\u9898\uff0c\u5982\u5e7b\u89c9\u4ea7\u751f\u548c\u9690\u79c1\u6cc4\u9732\u98ce\u9669\uff0c\u4ecd\u9700\u6ce8\u610f\u3002\u5f53\u524d\u7f3a\u4e4f\u5168\u9762\u8c03\u67e5\u5f7b\u5e95\u63a2\u7d22 LLMs \u65f6\u4ee3 SLMs \u7684\u8fd9\u4e9b\u5de5\u4f5c\u3002\u672c\u6587\u65e8\u5728\u63d0\u4f9b\u8be6\u5c3d\u8c03\u67e5\uff0c\u5206\u6790 LLMs \u65f6\u4ee3 SLMs \u7684\u5404\u4e2a\u65b9\u9762\u53ca\u672a\u6765\u53d1\u5c55\u3002\u8be6\u89c1\u6211\u4eec\u7684\u7efc\u8ff0\u539f\u6587\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-24\" target=\"_blank\">\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[71,68],"class_list":["post-36840","post","type-post","status-publish","format-standard","hentry","category-news","tag-rag","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=36840\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36840#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36840\"},\"author\":{\"name\":\"AI\u5c0f\u52a9\u624b\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"headline\":\"\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9\",\"datePublished\":\"2025-01-19T08:01:17+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36840\"},\"wordCount\":155,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36840#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/frc-1086bbe28fbb0255d3e06cddbf0114b2.png\",\"keywords\":[\"RAG\",\"\u5927\u6a21\u578b\"],\"articleSection\":[\"\u884c\u4e1a\u8d44\u8baf\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=36840#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36840\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?p=36840\",\"name\":\"\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36840#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36840#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/frc-1086bbe28fbb0255d3e06cddbf0114b2.png\",\"datePublished\":\"2025-01-19T08:01:17+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36840#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=36840\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36840#primaryimage\",\"url\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/frc-1086bbe28fbb0255d3e06cddbf0114b2.png\",\"contentUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/frc-1086bbe28fbb0255d3e06cddbf0114b2.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36840#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/17aitech.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\",\"url\":\"https:\\\/\\\/17aitech.com\\\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/17aitech.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"url\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"contentUrl\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=36840","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/17aitech.com\/?p=36840#article","isPartOf":{"@id":"https:\/\/17aitech.com\/?p=36840"},"author":{"name":"AI\u5c0f\u52a9\u624b","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"headline":"\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9","datePublished":"2025-01-19T08:01:17+00:00","mainEntityOfPage":{"@id":"https:\/\/17aitech.com\/?p=36840"},"wordCount":155,"commentCount":0,"image":{"@id":"https:\/\/17aitech.com\/?p=36840#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1086bbe28fbb0255d3e06cddbf0114b2.png","keywords":["RAG","\u5927\u6a21\u578b"],"articleSection":["\u884c\u4e1a\u8d44\u8baf"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/17aitech.com\/?p=36840#respond"]}]},{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=36840","url":"https:\/\/17aitech.com\/?p=36840","name":"\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=36840#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=36840#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1086bbe28fbb0255d3e06cddbf0114b2.png","datePublished":"2025-01-19T08:01:17+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=36840#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=36840"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=36840#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1086bbe28fbb0255d3e06cddbf0114b2.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1086bbe28fbb0255d3e06cddbf0114b2.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=36840#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u7814\u7a76\u5927\u6a21\u578b\u95e8\u69db\u592a\u9ad8\uff1f\u4e0d\u59a8\u770b\u770b\u5c0f\u6a21\u578bSLM\uff0c\u77e5\u8bc6\u70b9\u90fd\u5728\u8fd9"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36840","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=36840"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36840\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36840"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=36840"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=36840"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}