{"id":32619,"date":"2026-05-20T15:28:36","date_gmt":"2026-05-20T07:28:36","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/comparing-server-resource-usage-of-slms-and-llms\/"},"modified":"2026-05-20T15:46:35","modified_gmt":"2026-05-20T07:46:35","slug":"comparing-server-resource-usage-of-slms-and-llms","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/comparing-server-resource-usage-of-slms-and-llms\/","title":{"rendered":"SLM \u8207 LLM \u7684\u4f3a\u670d\u5668\u8cc7\u6e90\u4f7f\u7528\u6bd4\u8f03"},"content":{"rendered":"<p>\u7576\u4f60\u5728\u4e0d\u540c\u7684 <a href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/the-relationship-between-openclaw-and-large-models\/\" target=\"_blank\">AI \u6a21\u578b<\/a>\u4e4b\u9593\u505a\u9078\u64c7\u6642\uff0c\u5c31\u6703\u76f4\u63a5\u611f\u53d7\u5230\u4f3a\u670d\u5668\u8cc7\u6e90\u6d88\u8017\u6240\u5e36\u4f86\u7684\u5f71\u97ff\u3002SLM \u548c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u90fd\u5728\u63a8\u52d5\u4eba\u5de5\u667a\u6167\u7684\u767c\u5c55\uff0c\u4f46\u6bcf\u7a2e\u6a21\u578b\u5728\u80fd\u6e90\u3001\u6c34\u8cc7\u6e90\u548c\u7b97\u529b\u65b9\u9762\u7684\u6d88\u8017\u65b9\u5f0f\u5404\u4e0d\u76f8\u540c\u3002\u4f60\u53ef\u80fd\u6703\u6ce8\u610f\u5230\uff0c\u80fd\u529b\u66f4\u5f37\u7684 AI \u6a21\u578b\u901a\u5e38\u9700\u8981\u66f4\u591a\u8cc7\u6e90\uff0c\u9019\u6703\u76f4\u63a5\u5f71\u97ff<a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/hk\/\" target=\"_blank\">\u90e8\u7f72\u65b9\u5f0f<\/a>\u8207\u6210\u672c\u3002\u7576\u4f60\u6df1\u5165\u4e86\u89e3 AI \u6642\uff0c\u6703\u767c\u73fe\u9019\u4e9b\u6a21\u578b\u53ef\u80fd\u6703\u4e0d\u65b7\u903c\u8fd1\u4f3a\u670d\u5668\u7684\u627f\u8f09\u4e0a\u9650\u3002\u672c\u6587\u7684\u6bd4\u8f03\u5c07\u5e6b\u52a9\u4f60\u7406\u89e3 AI \u5982\u4f55\u5f71\u97ff\u4f60\u7684\u6280\u8853\u6c7a\u7b56\u3002<\/p>\n<h2>\u5b9a\u7fa9\u8207\u8cc7\u6e90\u9700\u6c42<\/h2>\n<h3>SLM \u6982\u8ff0<\/h3>\n<p>\u4f60\u53ef\u80fd\u6703\u767c\u73fe\uff0c\u5c0f\u578b\u8a9e\u8a00\u6a21\u578b\uff08SLM\uff09\u66f4\u5f37\u8abf\u6548\u7387\u3002\u9019\u985e\u6a21\u578b\u53c3\u6578\u8f03\u5c11\uff0c\u901a\u5e38\u5c08\u6ce8\u65bc\u7279\u5b9a\u4efb\u52d9\u3002SLM \u5f80\u5f80\u4f9d\u8cf4\u9818\u57df\u5c08\u7528\u8cc7\u6599\uff0c\u9019\u6709\u52a9\u65bc\u964d\u4f4e AI \u57fa\u790e\u8a2d\u65bd\u7684\u8ca0\u8f09\u3002\u7576\u4f60\u4f7f\u7528 SLM \u6642\uff0c\u7cfb\u7d71\u53ea\u6703\u555f\u52d5\u5b8c\u6210\u7576\u524d\u4efb\u52d9\u6240\u9700\u7684\u53c3\u6578\u3002\u9019\u7a2e\u65b9\u5f0f\u80fd\u5920\u7bc0\u7701\u80fd\u6e90\u8207\u6c34\u8cc7\u6e90\uff0c\u4f7f SLM \u6210\u70ba\u57fa\u790e\u8a2d\u65bd\u6709\u9650\u7d44\u7e54\u7684\u7406\u60f3\u9078\u64c7\u3002\u4f60\u9084\u53ef\u4ee5\u900f\u904e\u5c64\u526a\u679d\u8207\u77e5\u8b58\u84b8\u993e\u7b49\u6280\u8853\u9032\u4e00\u6b65\u7e2e\u5c0f\u6a21\u578b\u898f\u6a21\u3002\u9019\u8868\u793a\u4f60\u53ef\u4ee5\u5728\u4e0d\u660e\u986f\u62c9\u9ad8\u8cc7\u6e90\u6d88\u8017\u7684\u524d\u63d0\u4e0b\uff0c\u7372\u5f97\u53ef\u9760\u7684 AI \u80fd\u529b\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>SLM \u80fd\u5e6b\u52a9\u4f60\u5728\u4eba\u5de5\u667a\u6167\u6548\u80fd\u8207\u8cc7\u6e90\u7bc0\u7701\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n<\/blockquote>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6a21\u578b\u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5b9a\u7fa9<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u6d88\u8017<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c0f\u578b\u8a9e\u8a00\u6a21\u578b\u4ee5\u8f03\u5c11\u7684\u53c3\u6578\u5be6\u73fe\u9ad8\u6548\u7387\u904b\u4f5c\uff0c\u901a\u5e38\u805a\u7126\u65bc\u7279\u5b9a\u4efb\u52d9\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u5360\u7528\u8f03\u4f4e\uff0c\u901a\u5e38\u57fa\u65bc\u9818\u57df\u5c08\u7528\u8cc7\u6599\u9032\u884c\u8a13\u7df4\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>LLM \u6982\u8ff0<\/h3>\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u70ba\u8a31\u591a\u9032\u968e\u4eba\u5de5\u667a\u6167\u61c9\u7528\u63d0\u4f9b\u52d5\u529b\u3002\u4f60\u6703\u770b\u5230\uff0c\u9019\u985e\u6a21\u578b\u901a\u5e38\u5728\u6d77\u91cf\u8cc7\u6599\u96c6\u4e0a\u8a13\u7df4\uff0c\u9019\u6703\u5c07 AI \u57fa\u790e\u8a2d\u65bd\u63a8\u5411\u6975\u9650\u3002LLM \u6703\u540c\u6642\u555f\u52d5\u5927\u91cf\u53c3\u6578\uff0c\u56e0\u6b64\u9700\u8981\u66f4\u591a\u7684\u80fd\u6e90\u3001\u6c34\u8cc7\u6e90\u8207\u7b97\u529b\u3002\u9019\u7a2e\u9ad8\u9700\u6c42\u6703\u63d0\u9ad8 AI \u57fa\u790e\u8a2d\u65bd\u7684\u6210\u672c\uff0c\u4e26\u4f7f\u90e8\u7f72\u66f4\u52a0\u8907\u96dc\u3002\u4f60\u53ef\u80fd\u6703\u767c\u73fe\uff0cLLM \u7684\u6a21\u578b\u8a13\u7df4\u6210\u672c\u53ef\u9ad8\u9054\u6578\u767e\u842c\u7f8e\u5143\u3002LLM \u63d0\u4f9b\u5ee3\u6cdb\u800c\u5f37\u5927\u7684 AI \u80fd\u529b\uff0c\u4f46\u4f60\u5fc5\u9808\u70ba\u5176\u9ad8\u8cc7\u6e90\u6d88\u8017\u505a\u597d\u5145\u5206\u898f\u5283\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6a21\u578b\u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5b9a\u7fa9<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u6d88\u8017<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5728\u6d77\u91cf\u8cc7\u6599\u96c6\u4e0a\u8a13\u7df4\uff0c\u9700\u8981\u5927\u91cf\u8a08\u7b97\u8cc7\u6e90\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u6d88\u8017\u9ad8\uff0c\u8a13\u7df4\u6210\u672c\u901a\u5e38\u53ef\u9054\u6578\u767e\u842c\u7f8e\u5143\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<ul>\n<li>\n<p>LLM \u555f\u52d5\u7684\u53c3\u6578\u6578\u91cf\u6bd4 SLM \u66f4\u591a\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f60\u53ef\u4ee5\u900f\u904e\u526a\u679d\u8207\u84b8\u993e\u4f86\u7e2e\u5c0f LLM \u7684\u898f\u6a21\uff0c\u4f46\u5176\u8cc7\u6e90\u9700\u6c42\u4ecd\u7136\u8f03\u9ad8\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u5178\u578b\u4f3a\u670d\u5668\u9700\u6c42<\/h3>\n<p>\u4f60\u9700\u8981\u8b93 AI \u57fa\u790e\u8a2d\u65bd\u8207\u6a21\u578b\u9700\u6c42\u76f8\u5339\u914d\u3002SLM \u53ef\u4ee5\u904b\u884c\u5728\u914d\u7f6e\u8f03\u70ba\u666e\u901a\u7684\u4f3a\u670d\u5668\u4e0a\uff0c\u800c LLM \u5247\u9700\u8981\u66f4\u5148\u9032\u7684 AI \u57fa\u790e\u8a2d\u65bd\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u90e8\u7f72 DeepSeek-R1-Distill-Qwen-1.5B\uff0c\u81f3\u5c11\u9700\u8981 8 \u500b CPU \u6838\u5fc3\u30016 GB GPU \u986f\u793a\u8a18\u61b6\u9ad4\u300116 GB \u8a18\u61b6\u9ad4\u548c 60 GB \u5132\u5b58\u7a7a\u9593\u3002\u5c0d\u65bc\u66f4\u5927\u7684\u6a21\u578b\uff0c\u5982 DeepSeek-R1-Distill-Qwen-7B \u6216 Llama-8B\uff0c\u5247\u81f3\u5c11\u9700\u8981 128 \u500b CPU \u6838\u5fc3\u300132 GB GPU \u986f\u793a\u8a18\u61b6\u9ad4\u300132 GB \u8a18\u61b6\u9ad4\u548c 60 GB \u5132\u5b58\u7a7a\u9593\u3002\u9019\u4e9b\u8981\u6c42\u5145\u5206\u8aaa\u660e\u4e86\u4eba\u5de5\u667a\u6167\u6703\u5982\u4f55\u63d0\u9ad8\u57fa\u790e\u8a2d\u65bd\u9580\u6abb\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 125px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6a21\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>CPU \u6838\u5fc3\u6578<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>GPU \u986f\u793a\u8a18\u61b6\u9ad4<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8a18\u61b6\u9ad4<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5132\u5b58<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DeepSeek-R1-Distill-Qwen-1.5B<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 8 \u6838<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 6 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 16 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 60 GB<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DeepSeek-R1-Distill-Qwen-7B<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 128 \u6838<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 32 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 32 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 60 GB<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DeepSeek-R1-Distill-Llama-8B<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 128 \u6838<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 32 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 32 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 60 GB<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u6703\u767c\u73fe\uff0c\u670d\u52d9\u65bc\u4eba\u5de5\u667a\u6167\u7684 AI \u57fa\u790e\u8a2d\u65bd\u8207\u50b3\u7d71\u4f3a\u670d\u5668\u4e26\u4e0d\u76f8\u540c\u3002AI \u4f3a\u670d\u5668\u4f7f\u7528\u5c08\u7528 GPU \u548c\u9ad8\u901f\u8a18\u61b6\u9ad4\uff0c\u4ee5\u8655\u7406\u8907\u96dc\u5de5\u4f5c\u8ca0\u8f09\u3002\u9019\u7a2e\u8a2d\u8a08\u540c\u6642\u652f\u63f4\u6a21\u578b\u8a13\u7df4\u8207\u63a8\u7406\uff0c\u800c\u9019\u5169\u8005\u90fd\u6bd4\u6a19\u6e96\u61c9\u7528\u7a0b\u5f0f\u9700\u8981\u66f4\u591a\u8cc7\u6e90\u3002<\/p>\n<h2>\u4f3a\u670d\u5668\u8cc7\u6e90\u6d88\u8017\u6bd4\u8f03<\/h2>\n<h3>CPU \u8207 GPU \u4f7f\u7528\u60c5\u6cc1<\/h3>\n<p>\u7576\u4f60\u6bd4\u8f03 SLM \u548c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u9019\u985e AI \u6a21\u578b\u6642\uff0c\u6703\u770b\u5230\u4f3a\u670d\u5668\u8cc7\u6e90\u6d88\u8017\u5b58\u5728\u660e\u986f\u5dee\u7570\u3002SLM \u53c3\u6578\u8f03\u5c11\uff0c\u56e0\u6b64\u6240\u9700\u7b97\u529b\u8f03\u4f4e\u3002\u4f60\u53ef\u4ee5\u5728\u6a19\u6e96 CPU \u6216\u8f03\u5c0f\u7684 GPU \u4e0a\u904b\u884c\u9019\u985e\u6a21\u578b\uff0c\u9019\u4f7f\u5f97 SLM \u975e\u5e38\u9069\u5408\u908a\u7de3\u88dd\u7f6e\u8207\u884c\u52d5\u5e73\u53f0\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u9700\u8981\u66f4\u5148\u9032\u7684 GPU \u548c\u66f4\u591a CPU \u6838\u5fc3\u3002\u4f60\u901a\u5e38\u9700\u8981\u5c08\u7528 AI \u4f3a\u670d\u5668\u624d\u80fd\u6eff\u8db3\u5b83\u5011\u7684\u8a08\u7b97\u9700\u6c42\u3002<\/p>\n<ul>\n<li>\n<p>SLM \u63a1\u7528\u7a00\u758f\u555f\u52d5\u6a5f\u5236\uff0c\u9019\u4ee3\u8868\u5b83\u5011\u53ea\u6703\u555f\u52d5\u5b8c\u6210\u4efb\u52d9\u6240\u9700\u7684\u53c3\u6578\uff0c\u5f9e\u800c\u63d0\u5347\u6548\u7387\u4e26\u964d\u4f4e\u8a08\u7b97\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u90e8\u5206\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u63a1\u7528\u6df7\u5408\u5c08\u5bb6\uff08MoE\uff09\u67b6\u69cb\u3002\u9019\u7a2e\u8a2d\u8a08\u6703\u5728\u6bcf\u6b21\u8acb\u6c42\u4e2d\u53ea\u555f\u52d5\u6a21\u578b\u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u6709\u52a9\u65bc\u964d\u4f4e\u4f3a\u670d\u5668\u8cc7\u6e90\u6d88\u8017\u3002<\/p>\n<\/li>\n<li>\n<p>\u9019\u7a2e\u9ad8\u6210\u672c\u4e3b\u8981\u4f86\u81ea\u5c0d\u5927\u898f\u6a21\u8a08\u7b97\u8cc7\u6e90\u7684\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>SLM \u53ef\u900f\u904e\u77e5\u8b58\u84b8\u993e\u8207\u9818\u57df\u5c08\u7528\u8cc7\u6599\u4f86\u964d\u4f4e\u8a13\u7df4\u671f\u9593\u7684\u8a08\u7b97\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u6703\u767c\u73fe\uff0cDeepSeek \u7684 7B MoE \u6a21\u578b\u80fd\u5920\u9054\u5230\u8207\u53c3\u6578\u91cf\u70ba\u5176\u5169\u5230\u4e09\u500d\u7684\u7a20\u5bc6\u6a21\u578b\u76f8\u8fd1\u7684\u6548\u80fd\u3002\u9019\u8868\u793a\u4f60\u53ef\u4ee5\u7528\u8f03\u5c11\u7684\u7b97\u529b\u7372\u5f97\u5f37\u5927\u7684 AI \u80fd\u529b\u3002Agentic AI \u4e2d\u7684\u5c08\u7528\u5143\u4ef6\u9084\u53ef\u4ee5\u5728\u964d\u4f4e\u8a08\u7b97\u6210\u672c\u7684\u540c\u6642\uff0c\u5c07\u6e96\u78ba\u7387\u63d0\u5347 15%\u201320%\u3002\u9019\u9805\u6bd4\u8f03\u8aaa\u660e\uff0cSLM \u548c\u5148\u9032\u7684 MoE \u6a21\u578b\u5728\u8a31\u591a\u4efb\u52d9\u4e2d\u90fd\u80fd\u5e36\u4f86\u66f4\u9ad8\u6548\u7387\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u4f60\u53ef\u4ee5\u85c9\u7531 SLM \u6216 MoE \u6a21\u578b\uff0c\u5728\u7dad\u6301\u8f03\u4f4e\u4f3a\u670d\u5668\u8cc7\u6e90\u6d88\u8017\u7684\u540c\u6642\uff0c\u5be6\u73fe\u8f03\u9ad8\u7684\u6e96\u78ba\u7387\u8207\u6548\u80fd\u3002<\/p>\n<\/blockquote>\n<h3>\u8a18\u61b6\u9ad4\u8207\u5132\u5b58<\/h3>\n<p>\u8a18\u61b6\u9ad4\u8207\u5132\u5b58\u5728 AI \u6a21\u578b\u7684\u4f3a\u670d\u5668\u8cc7\u6e90\u6d88\u8017\u4e2d\u626e\u6f14\u91cd\u8981\u89d2\u8272\u3002\u7531\u65bc\u53c3\u6578\u8f03\u5c11\uff0cSLM \u6240\u9700\u7684\u8a18\u61b6\u9ad4\u8207\u5132\u5b58\u7a7a\u9593\u4e5f\u8f03\u4f4e\u3002\u4f60\u53ef\u4ee5\u5c07\u9019\u985e\u6a21\u578b\u90e8\u7f72\u5728\u8cc7\u6e90\u6709\u9650\u7684\u88dd\u7f6e\u4e0a\uff0c\u4f8b\u5982\u667a\u6167\u578b\u624b\u6a5f\u6216\u908a\u7de3\u4f3a\u670d\u5668\u3002Phi-4 \u6a21\u578b\u5c31\u662f\u4e00\u500b\u5f88\u597d\u7684\u4f8b\u5b50\u3002\u5b83\u5728\u7dad\u6301\u8f03\u9ad8\u6548\u80fd\u8207\u6e96\u78ba\u7387\u7684\u540c\u6642\uff0c\u5360\u7528\u8f03\u5c11\u7684\u8a18\u61b6\u9ad4\u8207\u5132\u5b58\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u9700\u8981\u66f4\u591a\u7684\u8a18\u61b6\u9ad4\u8207\u5132\u5b58\u3002\u4f60\u9700\u8981\u9ad8\u5bb9\u91cf GPU \u548c\u5927\u91cf RAM \u624d\u80fd\u904b\u884c\u9019\u4e9b\u6a21\u578b\u3002\u9019\u4f7f\u5f97\u5b83\u5011\u5728\u4f4e\u8cc7\u6e90\u74b0\u5883\u4e2d\u7684\u5be6\u7528\u6027\u8f03\u5dee\u3002\u4f60\u901a\u5e38\u6703\u770b\u5230 LLM \u88ab\u90e8\u7f72\u5728\u8cc7\u6599\u4e2d\u5fc3\u6216\u96f2\u7aef\u5e73\u53f0\u4e0a\uff0c\u4ee5\u4fbf\u53d6\u5f97\u66f4\u5f37\u5927\u7684\u786c\u9ad4\u652f\u63f4\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 100px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6a21\u578b\u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u53c3\u6578\u898f\u6a21<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u9700\u6c42<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u60c5\u5883<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>&lt; 100 \u5104<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8a18\u61b6\u9ad4\u8207\u7b97\u529b\u9700\u6c42\u8f03\u4f4e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u908a\u7de3\u904b\u7b97\u3001\u884c\u52d5\u88dd\u7f6e<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>&gt; 100 \u5104<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8a18\u61b6\u9ad4\u8207\u7b97\u529b\u9700\u6c42\u9ad8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8907\u96dc\u4efb\u52d9\u3001\u5927\u898f\u6a21\u61c9\u7528<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<ul>\n<li>\n<p>SLM \u5c08\u70ba\u8cc7\u6e90\u53d7\u9650\u74b0\u5883\u800c\u8a2d\u8a08\u3002<\/p>\n<\/li>\n<li>\n<p>LLM \u9700\u8981\u5927\u91cf\u7b97\u529b\u8207\u8a18\u61b6\u9ad4\uff0c\u9019\u6703\u589e\u52a0\u4f3a\u670d\u5668\u8cc7\u6e90\u6d88\u8017\u3002<\/p>\n<\/li>\n<li>\n<p>Phi-4 \u6a21\u578b\u986f\u793a\uff0c\u8f03\u5c0f\u6a21\u578b\u540c\u6a23\u53ef\u4ee5\u517c\u9867\u6548\u80fd\u8207\u6548\u7387\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u6703\u770b\u5230\uff0cSLM \u8b93 AI \u53ef\u4ee5\u90e8\u7f72\u5230\u66f4\u591a\u5834\u666f\u4e2d\u3002\u4f60\u53ef\u4ee5\u5728\u884c\u52d5\u61c9\u7528\u6216\u7269\u806f\u7db2\u88dd\u7f6e\u4e2d\u4f7f\u7528\u5b83\u5011\uff0c\u800c\u7121\u9808\u64d4\u5fc3\u904e\u9ad8\u7684\u8a18\u61b6\u9ad4\u6216\u5132\u5b58\u9700\u6c42\u3002\u9019\u9805\u6bd4\u8f03\u7a81\u986f\u4e86 SLM \u5728\u773e\u591a\u5be6\u969b\u61c9\u7528\u4e2d\u7684\u9748\u6d3b\u6027\u8207\u9ad8\u6548\u7387\u3002<\/p>\n<h3>\u80fd\u6e90\u8207\u6c34\u8cc7\u6e90\u6d88\u8017<\/h3>\n<p>\u80fd\u6e90\u8207\u6c34\u8cc7\u6e90\u4f7f\u7528\u662f\u8861\u91cf AI \u6a21\u578b\u4f3a\u670d\u5668\u8cc7\u6e90\u6d88\u8017\u7684\u91cd\u8981\u56e0\u7d20\u3002SLM \u5728\u6548\u7387\u65b9\u9762\u8868\u73fe\u7a81\u51fa\u3002\u8a13\u7df4\u8207\u57f7\u884c\u9019\u985e\u6a21\u578b\u6240\u9700\u7684\u80fd\u6e90\u8f03\u5c11\uff0c\u56e0\u6b64\u5c0d\u65bc\u5e0c\u671b\u964d\u4f4e\u74b0\u5883\u5f71\u97ff\u7684\u7d44\u7e54\u4f86\u8aaa\uff0cSLM \u662f\u660e\u667a\u7684\u9078\u64c7\u3002<\/p>\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5247\u6703\u6d88\u8017\u66f4\u591a\u80fd\u6e90\u8207\u6c34\u8cc7\u6e90\u3002\u8a13\u7df4\u4e00\u500b LLM \u6240\u6d88\u8017\u7684\u80fd\u6e90\uff0c\u53ef\u80fd\u76f8\u7576\u65bc\u6578\u767e\u6236\u5bb6\u5ead\u4e00\u6574\u5e74\u7684\u7528\u96fb\u91cf\u3002\u4f60\u9084\u9700\u8981\u6d88\u8017\u6c34\u8cc7\u6e90\u70ba\u4f3a\u670d\u5668\u964d\u6eab\uff0c\u4ee5\u652f\u6490\u9ad8\u5f37\u5ea6\u8a08\u7b97\u4efb\u52d9\u3002\u9019\u7a2e\u9ad8\u6d88\u8017\u4e0d\u50c5\u6703\u63d0\u9ad8\u6210\u672c\uff0c\u4e5f\u6703\u5f71\u97ff\u6c38\u7e8c\u6027\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528\u5982 MESS+ \u4e4b\u985e\u7684\u6846\u67b6\uff0c\u5728 LLM \u63a8\u7406\u904e\u7a0b\u4e2d\u5c07\u80fd\u8017\u524a\u6e1b\u4e00\u534a\u4ee5\u4e0a\u3002\u5373\u4fbf\u5982\u6b64\uff0c\u5728\u7bc0\u80fd\u8207\u7bc0\u6c34\u65b9\u9762\uff0cSLM \u4f9d\u7136\u662f\u6548\u7387\u6700\u9ad8\u7684\u9078\u64c7\u3002\u7576\u4f60\u9078\u64c7 SLM \u6642\uff0c\u4e5f\u662f\u5728\u5e6b\u52a9\u964d\u4f4e\u4eba\u5de5\u667a\u6167\u7684\u74b0\u5883\u8db3\u8de1\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u5982\u679c\u4f60\u5e0c\u671b\u964d\u4f4e AI \u57fa\u790e\u8a2d\u65bd\u6210\u672c\u8207\u74b0\u5883\u5f71\u97ff\uff0c\u61c9\u512a\u5148\u8003\u616e SLM \u6216\u9ad8\u6548\u7387\u7684 MoE \u6a21\u578b\u3002<\/p>\n<\/blockquote>\n<h3>\u7e3d\u7d50\u8868\uff1aSLM \u8207 LLM \u7684\u4f3a\u670d\u5668\u8cc7\u6e90\u6d88\u8017<\/h3>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6bd4\u8f03\u9762\u5411<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>CPU \u8207 GPU \u4f7f\u7528<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\u5230\u4e2d\u7b49\uff1b\u53ef\u904b\u884c\u65bc\u6a19\u6e96\u786c\u9ad4<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\uff1b\u9700\u8981\u5148\u9032 GPU \u8207\u5927\u91cf CPU<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8a18\u61b6\u9ad4\u8207\u5132\u5b58<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\uff1b\u53ef\u9069\u914d\u908a\u7de3\/\u884c\u52d5\u88dd\u7f6e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\uff1b\u9700\u8981\u5927\u5bb9\u91cf RAM \u8207\u5132\u5b58<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u80fd\u6e90\u8207\u6c34\u8cc7\u6e90<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\uff1b\u8a13\u7df4\u8207\u63a8\u7406\u6548\u7387\u9ad8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\uff1b\u80fd\u6e90\u8207\u6c34\u8cc7\u6e90\u6d88\u8017\u986f\u8457<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u90e8\u7f72\u9748\u6d3b\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\uff1b\u9069\u7528\u65bc\u591a\u7a2e\u74b0\u5883<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\uff1b\u66f4\u9069\u5408\u8cc7\u6599\u4e2d\u5fc3\/\u96f2\u7aef<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6548\u80fd\u8207\u6e96\u78ba\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u7279\u5b9a\u4efb\u52d9\u4e0a\u8868\u73fe\u512a\u79c0<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u5ee3\u6cdb\u4efb\u52d9\u4e0a\u8868\u73fe\u512a\u79c0<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u9019\u7d44\u6bd4\u8f03\u8b93\u4f60\u80fd\u5920\u6e05\u695a\u770b\u5230\uff0c\u4e0d\u540c AI \u6a21\u578b\u6703\u5982\u4f55\u5f71\u97ff\u4f3a\u670d\u5668\u8cc7\u6e90\u6d88\u8017\u3002\u4f60\u6703\u767c\u73fe\uff0cSLM \u5728\u8a31\u591a\u4efb\u52d9\u4e2d\u90fd\u80fd\u63d0\u4f9b\u8f03\u5f37\u7684\u6548\u80fd\u8207\u6e96\u78ba\u7387\uff0c\u540c\u6642\u7dad\u6301\u8f03\u9ad8\u6548\u7387\u3002\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5247\u5177\u5099\u66f4\u5ee3\u6cdb\u7684\u80fd\u529b\uff0c\u4f46\u9700\u8981\u66f4\u591a\u7b97\u529b\u3001\u8a18\u61b6\u9ad4\u8207\u80fd\u6e90\u3002\u5728\u898f\u5283\u4eba\u5de5\u667a\u6167\u90e8\u7f72\u6642\uff0c\u4f60\u61c9\u7d50\u5408\u9019\u4efd\u6548\u80fd\u5206\u6790\u8207\u6e96\u78ba\u7387\u6bd4\u8f03\uff0c\u8b93\u6a21\u578b\u80fd\u529b\u8207\u5be6\u969b\u9700\u6c42\u76f8\u5339\u914d\u3002<\/p>\n<h2>\u7db2\u8def\u8207\u5ef6\u9072<\/h2>\n<h3>\u983b\u5bec\u9700\u6c42<\/h3>\n<p>\u5728\u90e8\u7f72 AI \u6a21\u578b\u6642\uff0c\u4f60\u9084\u9700\u8981\u8003\u616e\u983b\u5bec\u3002SLM \u901a\u5e38\u9700\u8981\u8f03\u4f4e\u7684\u983b\u5bec\uff0c\u56e0\u70ba\u5b83\u5011\u8655\u7406\u7684\u8cc7\u6599\u91cf\u8f03\u5c0f\u3002\u4f60\u53ef\u4ee5\u5728\u672c\u5730\u88dd\u7f6e\u6216\u908a\u7de3\u4f3a\u670d\u5668\u4e0a\u904b\u884c\u9019\u4e9b\u6a21\u578b\uff0c\u800c\u4e0d\u6703\u5c0d\u7db2\u8def\u9020\u6210\u592a\u5927\u58d3\u529b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cLLM \u5f80\u5f80\u9700\u8981\u9ad8\u901f\u9023\u7dda\u3002\u9019\u985e\u6a21\u578b\u6703\u5728\u4f3a\u670d\u5668\u8207\u5132\u5b58\u4e4b\u9593\u50b3\u8f38\u5927\u91cf\u8cc7\u6599\u3002\u5982\u679c\u4f60\u5728\u96f2\u7aef\u4f7f\u7528 LLM\uff0c\u5c31\u53ef\u80fd\u5728\u5c16\u5cf0\u6642\u6bb5\u9047\u5230\u7db2\u8def\u58c5\u585e\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u5982\u679c\u4f60\u5e0c\u671b\u964d\u4f4e\u7db2\u8def\u58d3\u529b\u4e26\u63a7\u5236\u6210\u672c\uff0cSLM \u662f\u66f4\u5408\u9069\u7684\u9078\u64c7\u3002<\/p>\n<\/blockquote>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6a21\u578b\u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5178\u578b\u983b\u5bec\u5360\u7528<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u90e8\u7f72\u74b0\u5883<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\u5230\u4e2d\u7b49<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u908a\u7de3\u3001\u884c\u52d5\u7aef\u3001\u672c\u5730\u90e8\u7f72<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u96f2\u7aef\u3001\u8cc7\u6599\u4e2d\u5fc3<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u5ef6\u9072\u8868\u73fe<\/h3>\n<p>\u5ef6\u9072\u8861\u91cf\u7684\u662f AI \u6a21\u578b\u56de\u61c9\u8acb\u6c42\u7684\u901f\u5ea6\u3002\u7531\u65bc\u8cc7\u6e90\u5360\u7528\u8f03\u4f4e\uff0cSLM \u5f80\u5f80\u80fd\u66f4\u5feb\u8fd4\u56de\u7d50\u679c\u3002\u7576\u4f60\u5728\u672c\u5730\u786c\u9ad4\u4e0a\u904b\u884c SLM \u6642\uff0c\u901a\u5e38\u53ef\u4ee5\u7372\u5f97\u8f03\u4f4e\u5ef6\u9072\u3002\u800c LLM \u7684\u5ef6\u9072\u901a\u5e38\u8f03\u9ad8\u3002\u9019\u985e\u6a21\u578b\u9700\u8981\u66f4\u591a\u6642\u9593\u8655\u7406\u8cc7\u6599\uff0c\u4e26\u4e14\u5f80\u5f80\u4f9d\u8cf4\u9060\u7aef\u4f3a\u670d\u5668\u3002\u5982\u679c\u4f60\u5c07 LLM \u7528\u65bc\u5373\u6642\u4efb\u52d9\uff0c\u53ef\u80fd\u6703\u660e\u986f\u611f\u53d7\u5230\u56de\u61c9\u5ef6\u9072\u3002<\/p>\n<ul>\n<li>\n<p>SLM\uff1a\u56de\u61c9\u5feb\uff0c\u9069\u5408\u804a\u5929\u6a5f\u5668\u4eba\u8207\u884c\u52d5\u61c9\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>LLM\uff1a\u56de\u61c9\u8f03\u6162\uff0c\u66f4\u9069\u5408\u8907\u96dc\u5206\u6790\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u9078\u64c7\u7b26\u5408\u5ef6\u9072\u9700\u6c42\u7684\u6a21\u578b\uff0c\u80fd\u5920\u986f\u8457\u63d0\u5347\u4f7f\u7528\u8005\u9ad4\u9a57\u3002<\/p>\n<\/blockquote>\n<h3>\u5be6\u969b\u60c5\u5883<\/h3>\n<p>\u5728\u65e5\u5e38 AI \u61c9\u7528\u4e2d\uff0c\u4f60\u53ef\u4ee5\u660e\u986f\u770b\u5230\u7db2\u8def\u8207\u5ef6\u9072\u5e36\u4f86\u7684\u5f71\u97ff\u3002\u4f8b\u5982\uff0c\u624b\u6a5f\u4e0a\u7684\u8a9e\u97f3\u52a9\u7406\u901a\u5e38\u4f7f\u7528 SLM\uff0c\u4ee5\u4fbf\u5feb\u901f\u56de\u61c9\uff0c\u800c\u7121\u9808\u5c07\u8cc7\u6599\u50b3\u9001\u5230\u96f2\u7aef\u3002\u76f8\u53cd\u5730\uff0c\u5982\u679c\u662f\u4f7f\u7528 LLM \u5206\u6790\u5927\u578b\u6587\u4ef6\u7684\u7814\u7a76\u5de5\u5177\uff0c\u8655\u7406\u6642\u9593\u6703\u66f4\u9577\uff0c\u4e26\u4e14\u9700\u8981\u66f4\u9ad8\u983b\u5bec\u3002\u5982\u679c\u4f60\u8eab\u8655\u91ab\u7642\u6216\u91d1\u878d\u7522\u696d\uff0c\u5f80\u5f80\u6703\u9700\u8981\u5feb\u901f\u4e14\u79c1\u5bc6\u7684 AI \u8655\u7406\u80fd\u529b\u3002SLM \u80fd\u5f88\u597d\u5730\u6eff\u8db3\u9019\u4e9b\u9700\u6c42\u3002LLM \u5247\u66f4\u9069\u5408\u57fa\u790e\u8a2d\u65bd\u5f37\u5927\u3001\u4e14\u80fd\u63a5\u53d7\u4e00\u5b9a\u5ef6\u9072\u7684\u60c5\u5883\u3002<\/p>\n<ul>\n<li>\n<p>\u5728\u9700\u8981\u5373\u6642\u56de\u61c9\u3001\u4f4e\u983b\u5bec\u7684\u74b0\u5883\u4e2d\u4f7f\u7528 SLM\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5c0d\u901f\u5ea6\u8981\u6c42\u4e0d\u9ad8\u3001\u4f46\u9700\u8981\u6df1\u5ea6\u5206\u6790\u7684\u60c5\u5883\u4e2d\u4f7f\u7528 LLM\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u53ef\u64f4\u5c55\u6027\u8207\u6210\u672c<\/h2>\n<h3>SLM \u7684\u64f4\u5c55\u56e0\u7d20<\/h3>\n<p>\u5c0f\u578b\u8a9e\u8a00\u6a21\u578b\u66f4\u5bb9\u6613\u64f4\u5c55\uff0c\u56e0\u70ba\u5b83\u5011\u5c0d AI \u57fa\u790e\u8a2d\u65bd\u7684\u8981\u6c42\u8f03\u4f4e\u3002\u7576\u4f60\u4f7f\u7528\u9818\u57df\u5c08\u7528\u8cc7\u6599\u5f9e\u96f6\u958b\u59cb\u8a13\u7df4 SLM \u6642\uff0c\u5c31\u80fd\u5efa\u69cb\u66f4\u8cbc\u5408\u81ea\u8eab\u9700\u6c42\u7684\u5c08\u7528\u4eba\u5de5\u667a\u6167\u3002\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528\u84b8\u993e\u6280\u8853\uff0c\u5c07\u5927\u578b\u6a21\u578b\u7684\u77e5\u8b58\u8f49\u79fb\u5230\u5c0f\u578b\u6a21\u578b\u4e2d\uff0c\u5f9e\u800c\u7dad\u6301 AI \u7684\u9ad8\u6548\u7387\u3002\u5c0d\u9810\u8a13\u7df4\u6a21\u578b\u9032\u884c\u5fae\u8abf\uff0c\u5247\u6709\u52a9\u65bc\u4f60\u5728\u6548\u80fd\u8207\u6210\u672c\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\u3002\u9019\u4e9b\u65b9\u6cd5\u8b93\u4f60\u80fd\u5920\u6839\u64da\u4e0d\u540c\u74b0\u5883\u8abf\u6574\u90e8\u7f72\u6a21\u578b\u3002\u7576\u4f60\u5728 AI \u90e8\u7f72\u4e2d\u9078\u64c7 SLM \u6642\uff0c\u53ef\u4ee5\u7bc0\u7701\u6210\u672c\u3001\u80fd\u6e90\u4ee5\u53ca\u8cc7\u6e90\u5206\u914d\u58d3\u529b\u3002<\/p>\n<ul>\n<li>\n<p>\u5728\u81ea\u6709\u8cc7\u6599\u4e0a\u8a13\u7df4 SLM\uff0c\u80fd\u8b93\u4f60\u66f4\u597d\u5730\u638c\u63a7 AI \u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n<\/li>\n<li>\n<p>\u84b8\u993e\u6280\u8853\u6709\u52a9\u65bc\u7dad\u6301\u6a21\u578b\u9ad8\u6548\u7387\uff0c\u4e26\u964d\u4f4e\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5fae\u8abf\u4f7f\u4f60\u80fd\u5920\u5728\u7121\u9808\u91cd\u578b\u57fa\u790e\u8a2d\u65bd\u7684\u60c5\u6cc1\u4e0b\uff0c\u8b93 AI \u9069\u914d\u65b0\u4efb\u52d9\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>LLM \u7684\u64f4\u5c55\u56e0\u7d20<\/h3>\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u6703\u7d66 AI \u57fa\u790e\u8a2d\u65bd\u8207\u90e8\u7f72\u5e36\u4f86\u66f4\u591a\u6311\u6230\u3002\u4f60\u9700\u8981\u7ba1\u7406\u66f4\u5927\u7684\u8a18\u61b6\u9ad4\u5360\u7528\u8207\u66f4\u9ad8\u7684\u6210\u672c\u3002\u91cf\u5316\u6280\u8853\u53ef\u4ee5\u5e6b\u52a9\u4f60\u7e2e\u5c0f\u6a21\u578b\u9ad4\u7a4d\uff0c\u5f9e\u800c\u964d\u4f4e\u5132\u5b58\u9700\u6c42\u4e26\u52a0\u5feb\u63a8\u7406\u901f\u5ea6\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u57fa\u65bc\u6574\u6578\u7684\u8a08\u7b97\u4f86\u63d0\u5347\u6548\u7387\u3002\u4e0d\u904e\uff0c\u9019\u6a23\u505a\u4e5f\u53ef\u80fd\u5c0e\u81f4\u6e96\u78ba\u7387\u4e0b\u964d\uff0c\u5c24\u5176\u662f\u5728\u6ce8\u610f\u529b\u5c64\u4e2d\u3002\u91cf\u5316\u662f\u8b93 LLM \u80fd\u5920\u90e8\u7f72\u5230\u884c\u52d5\u88dd\u7f6e\u6216\u7269\u806f\u7db2\u88dd\u7f6e\u4e0a\u7684\u95dc\u9375\u3002\u540c\u6642\uff0c\u8f03\u4f4e\u7cbe\u5ea6\u4e5f\u4ee3\u8868\u8f03\u4f4e\u7684\u80fd\u8017\uff0c\u9019\u5c0d\u63a8\u52d5\u4eba\u5de5\u667a\u6167\u7684\u6c38\u7e8c\u90e8\u7f72\u5f88\u6709\u5e6b\u52a9\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u9762\u5411<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8aaa\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8a18\u61b6\u9ad4\u5360\u7528<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u91cf\u5316\u53ef\u5c07\u6bcf\u500b\u53c3\u6578\u7684\u5132\u5b58\u5f9e 4 \u4f4d\u5143\u7d44\u964d\u81f3 1 \u4f4d\u5143\u7d44\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8a08\u7b97\u6548\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6574\u6578\u904b\u7b97\u53ef\u52a0\u5feb\u73fe\u4ee3\u786c\u9ad4\u4e0a\u7684\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6b0a\u8861\u53d6\u6368<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8f03\u4f4e\u7cbe\u5ea6\u6703\u5728\u6a21\u578b\u67d0\u4e9b\u90e8\u5206\u964d\u4f4e\u6e96\u78ba\u7387\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u88dd\u7f6e\u90e8\u7f72<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u91cf\u5316\u4f7f LLM \u80fd\u5920\u5728\u884c\u52d5\u7aef\u8207\u7269\u806f\u7db2\u57fa\u790e\u8a2d\u65bd\u4e0a\u904b\u884c\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u80fd\u6e90\u6d88\u8017<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8f03\u4f4e\u7cbe\u5ea6\u6709\u52a9\u65bc\u7bc0\u7701\u80fd\u6e90\uff0c\u652f\u63f4\u6c38\u7e8c AI \u90e8\u7f72\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u96f2\u7aef\u8207\u672c\u5730\u90e8\u7f72<\/h3>\n<p>\u5728\u898f\u5283 AI \u90e8\u7f72\u6642\uff0c\u4f60\u9700\u8981\u505a\u51fa\u91cd\u8981\u9078\u64c7\u3002SLM \u7121\u8ad6\u662f\u5728\u96f2\u7aef\u9084\u662f\u672c\u5730\u90e8\u7f72\u74b0\u5883\u4e2d\u90fd\u8868\u73fe\u826f\u597d\u3002\u5b83\u5011\u5360\u7528\u8cc7\u6e90\u8f03\u5c11\uff0c\u56e0\u6b64\u6210\u672c\u8f03\u4f4e\uff0c\u7dad\u8b77\u4e5f\u66f4\u7c21\u55ae\u3002LLM \u9700\u8981\u66f4\u591a AI \u57fa\u790e\u8a2d\u65bd\uff0c\u5728\u96f2\u7aef\u5c24\u5176\u6703\u63d0\u9ad8\u71df\u904b\u6210\u672c\u3002\u672c\u5730\u90e8\u7f72\u65b9\u6848\u8b93\u4f60\u80fd\u5920\u66f4\u597d\u5730\u638c\u63a7\u8cc7\u6599\uff0c\u4e5f\u6709\u52a9\u65bc\u6e1b\u5c11\u8207\u96f2\u7aef\u76f8\u95dc\u7684\u6210\u672c\u3002\u5728\u9078\u64c7\u90e8\u7f72\u6a21\u5f0f\u6642\uff0c\u4f60\u5fc5\u9808\u7d9c\u5408\u8003\u91cf\u8cc7\u6e90\u5206\u914d\u3001\u80fd\u6e90\u6d88\u8017\uff0c\u4ee5\u53ca\u4eba\u5de5\u667a\u6167\u5e36\u4f86\u7684\u5168\u7403\u5f71\u97ff\u3002SLM \u80fd\u5e6b\u52a9\u4f60\u964d\u4f4e\u6210\u672c\uff0c\u4e26\u652f\u63f4\u5efa\u69cb\u66f4\u6c38\u7e8c\u7684 AI \u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n<ul>\n<li>\n<p>SLM \u5728\u5927\u591a\u6578\u90e8\u7f72\u60c5\u5883\u4e2d\u90fd\u66f4\u9ad8\u6548\u4e14\u66f4\u5177\u6210\u672c\u6548\u76ca\u3002<\/p>\n<\/li>\n<li>\n<p>LLM \u7531\u65bc\u8cc7\u6e90\u5bc6\u96c6\u578b\u7279\u6027\uff0c\u6703\u986f\u8457\u589e\u52a0\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u672c\u5730\u90e8\u7f72\u57fa\u790e\u8a2d\u65bd\u6709\u52a9\u65bc\u964d\u4f4e\u6210\u672c\u4e26\u63d0\u5347\u8cc7\u6599\u638c\u63a7\u529b\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u5efa\u8b70<\/h2>\n<h3>\u6839\u64da\u9650\u5236\u689d\u4ef6\u9032\u884c\u9078\u64c7<\/h3>\n<p>\u4f60\u9700\u8981\u8b93 AI \u57fa\u790e\u8a2d\u65bd\u8207\u4f60\u7684\u76ee\u6a19\u548c\u9650\u5236\u689d\u4ef6\u76f8\u5339\u914d\u3002\u5728\u9078\u64c7\u6a21\u578b\u6642\uff0c\u61c9\u7d9c\u5408\u8003\u91cf\u591a\u500b\u56e0\u7d20\u3002\u4e0b\u8868\u53ef\u4ee5\u5e6b\u52a9\u4f60\u6839\u64da\u73fe\u6709\u57fa\u790e\u8a2d\u65bd\u8207\u5be6\u969b\u9700\u6c42\uff0c\u5224\u65b7\u54ea\u985e\u6a21\u578b\u66f4\u9069\u5408\u4f60\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u56e0\u7d20<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5efa\u8b70<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4efb\u52d9\u8907\u96dc\u5ea6\u8207\u9818\u57df\u5ee3\u5ea6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5ee3\u6cdb\u4efb\u52d9\u4f7f\u7528\u5927\u578b\u6a21\u578b\uff1b\u5c08\u696d\u4efb\u52d9\u9078\u64c7\u5c0f\u578b\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u7528\u8a08\u7b97\u8cc7\u6e90<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u6709\u9650\u6642\u9078\u5c0f\u578b\u6a21\u578b\uff1b\u8cc7\u6e90\u5145\u8db3\u6642\u53ef\u9078\u5927\u578b\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5ef6\u9072\u8981\u6c42<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5373\u6642\u9700\u6c42\u9078\u64c7\u5c0f\u578b\u6a21\u578b\uff1b\u6279\u6b21\u8655\u7406\u53ef\u4f7f\u7528\u5927\u578b\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6e96\u78ba\u7387\u8981\u6c42<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u95dc\u9375\u4efb\u52d9\u9078\u64c7\u5927\u578b\u6a21\u578b\uff1b\u5141\u8a31\u8fd1\u4f3c\u7d50\u679c\u6642\u53ef\u7528\u5c0f\u578b\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u90e8\u7f72\u74b0\u5883<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c0f\u578b\u6a21\u578b\u9069\u5408\u908a\u7de3\u88dd\u7f6e\uff1b\u96f2\u7aef\u74b0\u5883\u4e2d\u5169\u7a2e\u6a21\u578b\u7686\u53ef\u4f7f\u7528<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u9084\u61c9\u8003\u91cf\u80fd\u6e90\u8207\u6210\u672c\u3002\u5982\u679c\u4f60\u7684 AI \u57fa\u790e\u8a2d\u65bd\u9810\u7b97\u6709\u9650\uff0c\u5c0f\u578b\u6a21\u578b\u80fd\u5e6b\u52a9\u4f60\u7bc0\u7701\u8a13\u7df4\u8207\u63a8\u7406\u958b\u652f\u3002\u7576\u4f60\u9700\u8981\u5373\u6642\u56de\u61c9\u6642\uff0c\u5c0f\u578b\u6a21\u578b\u901a\u5e38\u662f\u66f4\u4f73\u9078\u64c7\u3002\u800c\u5c0d\u65bc\u6279\u6b21\u8655\u7406\u4efb\u52d9\uff0c\u5927\u578b\u6a21\u578b\u53ef\u4ee5\u4e00\u6b21\u8655\u7406\u66f4\u591a\u8cc7\u6599\u3002\u4f60\u9084\u53ef\u4ee5\u900f\u904e AI \u6574\u5408\u4e32\u63a5\u4e0d\u540c\u6a21\u578b\uff0c\u70ba\u6bcf\u500b\u4efb\u52d9\u6700\u4f73\u5316\u57fa\u790e\u8a2d\u65bd\u914d\u7f6e\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u5728\u90e8\u7f72\u65b0\u7684 AI \u6a21\u578b\u4e4b\u524d\uff0c\u52d9\u5fc5\u5148\u5168\u9762\u8a55\u4f30\u4f60\u7684\u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n<\/blockquote>\n<h3>SLM \u8207 LLM \u7684\u9069\u7528\u60c5\u5883<\/h3>\n<p>\u5728 AI \u6574\u5408\u7b56\u7565\u4e2d\uff0c\u4f60\u53ef\u4ee5\u8b93\u4e0d\u540c\u6a21\u578b\u627f\u64d4\u4e0d\u540c\u4efb\u52d9\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u5e38\u898b\u4f7f\u7528\u60c5\u5883\u4ee5\u53ca\u5404\u985e\u6a21\u578b\u7684\u512a\u52e2\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6a21\u578b\u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u60c5\u5883<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u512a\u52e2<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9818\u57df\u5c08\u7528\u4efb\u52d9\u3001\u5c08\u696d\u5316\u61c9\u7528<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6e96\u78ba\u7387\u66f4\u9ad8\u3001\u8cc7\u6e90\u5206\u914d\u66f4\u4f73\u3001\u53ef\u89e3\u91cb\u6027\u66f4\u5f37<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u901a\u7528\u4efb\u52d9\u3001\u5ee3\u6cdb\u61c9\u7528<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u77e5\u8b58\u9762\u5ee3\u3001\u7d9c\u5408\u80fd\u529b\u5f37<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<ul>\n<li>\n<p>\u7576\u4f60\u5c07\u8907\u96dc\u554f\u984c\u8def\u7531\u7d66\u5c08\u696d\u5143\u4ef6\u8655\u7406\u6642\uff0c\u6e96\u78ba\u7387\u53ef\u6bd4\u55ae\u4e00\u5927\u578b\u6a21\u578b\u63d0\u5347\u9ad8\u9054 20%\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c08\u696d\u5316\u6a21\u578b\u901a\u5e38\u80fd\u66f4\u9ad8\u6548\u5730\u5b8c\u6210\u4efb\u52d9\uff0c\u5f9e\u800c\u964d\u4f4e\u8a08\u7b97\u6210\u672c\uff0c\u4e26\u5e6b\u52a9\u4f60\u7684 AI \u57fa\u790e\u8a2d\u65bd\u66f4\u9806\u66a2\u5730\u904b\u884c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5c0d\u65bc\u9700\u8981\u9ad8\u6e96\u78ba\u7387\u4e14\u8cc7\u6e90\u5360\u7528\u8f03\u4f4e\u7684\u4efb\u52d9\uff0c\u4f60\u61c9\u512a\u5148\u4f7f\u7528 SLM\u3002\u9019\u985e\u6a21\u578b\u975e\u5e38\u9069\u5408\u908a\u7de3\u88dd\u7f6e\u8207\u672c\u5730\u90e8\u7f72\u57fa\u790e\u8a2d\u65bd\u3002LLM \u5247\u66f4\u9069\u5408\u9700\u8981\u5ee3\u6cdb\u77e5\u8b58\u8986\u84cb\u7684\u901a\u7528\u4efb\u52d9\u3002\u5728\u96f2\u7aef\u74b0\u5883\u4e2d\uff0c\u4f60\u4e5f\u53ef\u4ee5\u5c07\u5169\u985e\u6a21\u578b\u7d50\u5408\u4f7f\u7528\uff0c\u4ee5\u5be6\u73fe\u66f4\u9748\u6d3b\u7684 AI \u6574\u5408\u3002\u59cb\u7d42\u61c9\u8b93\u6a21\u578b\u9078\u64c7\u8207\u4f60\u7684 AI \u57fa\u790e\u8a2d\u65bd\u548c\u90e8\u7f72\u9700\u6c42\u76f8\u5339\u914d\u3002<\/p>\n<div class=\"qc-divider-wrapper\">\n<div class=\"qc-divider\" style=\"border-top-style: solid;width: 100%\"><\/div>\n<\/div>\n<p>\u73fe\u5728\u4f60\u5df2\u7d93\u53ef\u4ee5\u6e05\u695a\u770b\u5230\uff0cSLM \u5360\u7528\u7684\u8cc7\u6e90\u8f03\u5c11\uff0c\u800c LLM \u5247\u9700\u8981\u66f4\u591a\u7b97\u529b\u3001\u8a18\u61b6\u9ad4\u8207\u6563\u71b1\u652f\u63f4\u3002\u5728\u898f\u5283 AI \u90e8\u7f72\u6642\uff0c\u8acb\u9078\u64c7\u8207\u4f3a\u670d\u5668\u9650\u5236\u8207\u9810\u7b97\u76f8\u5339\u914d\u7684\u6a21\u578b\u3002\u4f60\u9700\u8981\u7d9c\u5408\u8a55\u4f30\u5c0d\u901f\u5ea6\u3001\u6e96\u78ba\u7387\u8207\u6210\u672c\u7684\u8981\u6c42\uff0c\u4e26\u5728\u9078\u64c7\u6a21\u578b\u4e4b\u524d\u4ed4\u7d30\u6838\u7b97\u80fd\u6e90\u6d88\u8017\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u5468\u5bc6\u898f\u5283\u80fd\u5920\u5e6b\u52a9\u4f60\u5efa\u69cb\u9ad8\u6548\u4e14\u6c38\u7e8c\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n<\/blockquote>\n<h2>FAQ<\/h2>\n<h3>SLM \u548c LLM \u7684\u4e3b\u8981\u5dee\u7570\u662f\u4ec0\u9ebc\uff1f<\/h3>\n<p>\u6700\u6838\u5fc3\u7684\u5dee\u7570\u5728\u65bc\u898f\u6a21\u8207\u8cc7\u6e90\u9700\u6c42\u3002SLM \u53c3\u6578\u8f03\u5c11\u3001\u80fd\u8017\u8f03\u4f4e\u3002LLM \u80fd\u8655\u7406\u66f4\u8907\u96dc\u7684\u4efb\u52d9\uff0c\u4f46\u9700\u8981\u66f4\u591a\u96fb\u529b\u3001\u8a18\u61b6\u9ad4\u8207\u6563\u71b1\u652f\u63f4\u3002<\/p>\n<h3>\u4e00\u822c\u7b46\u8a18\u578b\u96fb\u8166\u53ef\u4ee5\u904b\u884c SLM \u55ce\uff1f<\/h3>\n<blockquote>\n<p>\u53ef\u4ee5\u3002SLM \u80fd\u5f88\u597d\u5730\u904b\u884c\u5728\u6a19\u6e96\u7b46\u8a18\u578b\u96fb\u8166\u6216\u684c\u4e0a\u578b\u96fb\u8166\u4e0a\u3002\u4f60\u4e0d\u9700\u8981\u7279\u6b8a\u786c\u9ad4\uff0c\u56e0\u6b64\u5b83\u975e\u5e38\u9069\u5408\u500b\u4eba\u5c08\u6848\u6216\u5c0f\u578b\u4f01\u696d\u4f7f\u7528\u3002<\/p>\n<\/blockquote>\n<h3>SLM \u5982\u4f55\u5e6b\u52a9\u964d\u4f4e\u74b0\u5883\u5f71\u97ff\uff1f<\/h3>\n<ul>\n<li>\n<p>SLM \u8017\u96fb\u8f03\u5c11\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b83\u5011\u6240\u9700\u7684\u51b7\u537b\u6c34\u8f03\u5c11\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5927\u591a\u6578\u4efb\u52d9\u4e2d\u9078\u64c7 SLM\uff0c\u53ef\u4ee5\u5e6b\u52a9\u4f60\u964d\u4f4e\u78b3\u8db3\u8de1\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4ec0\u9ebc\u6642\u5019\u61c9\u8a72\u9078\u64c7 LLM \u800c\u4e0d\u662f SLM\uff1f<\/h3>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u60c5\u6cc1<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u4f73\u9078\u64c7<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9700\u8981\u5ee3\u6cdb\u77e5\u8b58\u8986\u84cb<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u6709\u9650<\/p>\n<\/td>\n<td colspan=\"1\" 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