<script type="application/ld+json">{"@context":"http://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://www.simcentric.com/sc/"},{"@type":"ListItem","position":2,"name":"如何优化提示词以减少 Token 消耗","item":"https://www.simcentric.com/japan-dedicated-server/how-to-optimize-prompts-to-reduce-token-consumption/"}]}</script> {"id":30720,"date":"2026-03-15T08:00:37","date_gmt":"2026-03-15T00:00:37","guid":{"rendered":"https:\/\/www.simcentric.com\/?p=30720"},"modified":"2026-03-12T16:52:35","modified_gmt":"2026-03-12T08:52:35","slug":"how-to-optimize-prompts-to-reduce-token-consumption","status":"publish","type":"post","link":"https:\/\/www.simcentric.com\/sc\/japan-dedicated-server-sc\/how-to-optimize-prompts-to-reduce-token-consumption\/","title":{"rendered":"\u5982\u4f55\u4f18\u5316\u63d0\u793a\u8bcd\u4ee5\u51cf\u5c11 Token \u6d88\u8017"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text css=&#8221;&#8221;]<\/p>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u4fdd\u6301\u63d0\u793a\u8bcd\u7b80\u77ed\u6e05\u6670\u6765\u4f18\u5316\u5b83\u4eec\u3002\u5728\u63d0\u793a\u8bcd\u5f00\u5934\u7ed9\u51fa\u5173\u952e\u8bcd\uff0c\u5e76\u8981\u6c42\u6709\u6761\u7406\u7684\u56de\u7b54\u3002\u5982\u679c\u5220\u6389\u591a\u4f59\u7684\u8bcd\u8bed\u3001\u4e0d\u628a\u6307\u4ee4\u548c\u6570\u636e\u6df7\u5728\u4e00\u8d77\uff0c\u5c31\u80fd\u4f7f\u7528\u66f4\u5c11\u7684 Token\u3002\u4f7f\u7528\u76f4\u63a5\u7684\u8868\u8fbe\u53ef\u4ee5\u8ba9\u5185\u5bb9\u66f4\u6613\u7406\u89e3\u3002\u67e5\u770b\u4e0b\u8868\u4e86\u89e3\u4f18\u5316\u65b9\u6cd5\uff1a<\/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;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\u89c4\u5219<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u8bf4\u660e<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u628a\u5173\u952e\u7ea6\u675f\u653e\u5728\u6700\u540e<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u5229\u7528\u201c\u8fd1\u56e0\u6548\u5e94\u201d\uff08recency bias\uff09<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u63d0\u4f9b\u5177\u4f53\u6307\u4ee4<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u4fdd\u6301\u8f93\u51fa\u4e00\u81f4<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u907f\u514d\u5c06\u6307\u4ee4\u548c\u6570\u636e\u6df7\u5728\u4e00\u8d77<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u51cf\u5c11\u6df7\u6dc6<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u4f7f\u7528\u76f4\u63a5\u7684\u8bed\u8a00<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u524a\u51cf\u591a\u4f59 Token<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f18\u5316\u63d0\u793a\u8bcd\u53ef\u4ee5\u8282\u7701\u6210\u672c\u3001\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\uff0c\u5e76\u589e\u5f3a\u4f60\u7684\u6574\u4f53\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text css=&#8221;&#8221;]<\/p>\n<h2><strong>\u4e3a\u4ec0\u4e48 Token \u4f18\u5316\u5f88\u91cd\u8981<\/strong><\/h2>\n<h3>\u6210\u672c\u4e0e\u6548\u7387<\/h3>\n<p>Token \u4f18\u5316\u53ef\u4ee5\u5e2e\u52a9\u4f60\u7701\u94b1\u5e76\u51cf\u5c11 Token \u4f7f\u7528\u3002\u5f53\u4f60\u51cf\u5c11\u8f93\u5165 Token \u548c\u8f93\u51fa Token \u65f6\uff0c\u652f\u51fa\u5c31\u4f1a\u964d\u4f4e\u3002\u5f88\u591a\u516c\u53f8\u4f1a\u901a\u8fc7\u957f\u671f\u56de\u62a5\u6765\u8861\u91cf\u8282\u7701\u6548\u679c\u3002\u65b0\u7684\u5e94\u7528\u901a\u5e38\u5e0c\u671b\u83b7\u5f97 30%-60% \u7684\u6295\u8d44\u56de\u62a5\u7387\uff08ROI\uff09\uff0c\u800c\u5927\u578b\u4f01\u4e1a\u4f1a\u6bcf\u9694\u51e0\u4e2a\u6708\u6216\u4e00\u5e74\u8fdb\u884c\u4e00\u6b21\u8bc4\u4f30\u3002\u63d0\u793a\u8bcd\u4f18\u5316\u53ef\u4ee5\u63d0\u5347 <a href=\"https:\/\/www.simcentric.com\/sc\/america-dedicated-server\/ai-large-models-new-demands-on-us-server-performance\/\" target=\"_blank\" rel=\"noopener\">LLM \u6027\u80fd<\/a>\uff0c\u8ba9\u4f60\u7684\u5de5\u4f5c\u66f4\u9ad8\u6548\u3002<\/p>\n<p>\u6700\u65b0\u7814\u7a76\u8868\u660e\uff0c\u5728\u5927\u8bed\u8a00\u6a21\u578b\u90e8\u7f72\u4e2d\u51cf\u5c11 Token \u4f7f\u7528\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u6210\u672c\u3002\u4e00\u79cd\u65b0\u7684\u6df7\u5408\u63a8\u7406\u65b9\u6cd5\u901a\u8fc7\u5bf9\u6bcf\u4e2a Token \u8ba1\u7b97\u5956\u52b1\u5206\u6570\uff0c\u6765\u51b3\u5b9a\u4f55\u65f6\u8c03\u7528\u6602\u8d35\u7684\u4e91\u7aef LLM\u3002\u8fd9\u6837\u53ef\u4ee5\u51cf\u5c11\u4e91\u7aef\u8d44\u6e90\u7684\u4f7f\u7528\uff0c\u540c\u65f6\u4ecd\u7136\u83b7\u5f97\u4e0d\u9519\u7684\u56de\u7b54\u3002\u63d0\u793a\u8bcd\u4f18\u5316\u5e2e\u52a9\u4f60\u806a\u660e\u5730\u4f7f\u7528 Token\uff0c\u800c\u4e0d\u662f\u6d6a\u8d39\u5b83\u4eec\u3002<\/p>\n<p>\u4f7f\u7528\u7b80\u77ed\u7684\u63d0\u793a\u8bcd\u548c\u6e05\u6670\u7684\u8f93\u51fa\u683c\u5f0f\uff0c\u53ef\u4ee5\u6700\u5927\u5316 Token \u4f18\u5316\u7684\u6536\u76ca\u3002<\/p>\n<h3>\u901f\u5ea6\u4e0e\u6027\u80fd<\/h3>\n<p>\u63d0\u793a\u8bcd\u4f18\u5316\u8fd8\u80fd\u63d0\u5347\u901f\u5ea6\u548c LLM \u6027\u80fd\u3002\u5f53\u4f60\u51cf\u5c11\u8f93\u5165 Token \u548c\u8f93\u51fa Token \u65f6\uff0c\u6a21\u578b\u8fd0\u884c\u5f97\u66f4\u5feb\u3002\u4f60\u64b0\u5199\u63d0\u793a\u8bcd\u7684\u65b9\u5f0f\u53ca\u5176\u957f\u5ea6\uff0c\u4f1a\u5f71\u54cd\u6240\u9700\u7684\u5185\u5b58\u4e0e\u7b97\u529b\u3002\u957f\u63d0\u793a\u8bcd\u56e0\u4e3a Transformer \u67b6\u6784\u4e2d\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u9700\u8981\u66f4\u591a\u8d44\u6e90\u3002\u8fd9\u53ef\u80fd\u4f1a\u62d6\u6162\u7cfb\u7edf\uff0c\u5e76\u8ba9\u6269\u5c55\u53d8\u5f97\u56f0\u96be\u3002<\/p>\n<p>\u63d0\u793a\u8bcd\u4f18\u5316\u901a\u8fc7\u964d\u4f4e\u5185\u5b58\u548c\u8ba1\u7b97\u9700\u6c42\uff0c\u5e2e\u52a9\u7cfb\u7edf\u6269\u5c55\u3002\u5982\u679c\u4f60\u8981\u540c\u65f6\u53d1\u9001\u5927\u91cf\u8bf7\u6c42\uff0c\u7b80\u77ed\u7684\u63d0\u793a\u8bcd\u53ef\u4ee5\u907f\u514d\u6027\u80fd\u4e0b\u964d\uff0c\u5e76\u66f4\u9ad8\u6548\u5730\u4f7f\u7528 GPU \u8d44\u6e90\u3002\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u5927\u5c0f\u975e\u5e38\u5173\u952e\uff0c\u56e0\u4e3a\u5b83\u9650\u5236\u4e86\u4f60\u53ef\u4ee5\u4f7f\u7528\u7684\u8f93\u5165 Token \u548c\u8f93\u51fa Token \u6570\u91cf\u3002\u901a\u8fc7\u6301\u7eed\u8fdb\u884c\u63d0\u793a\u8bcd\u4f18\u5316\uff0c\u4f60\u53ef\u4ee5\u63d0\u5347 LLM \u6027\u80fd\uff0c\u5e76\u4fdd\u6301\u7cfb\u7edf\u5e73\u7a33\u8fd0\u884c\u3002[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text css=&#8221;&#8221;]<\/p>\n<h2><strong>\u8bc6\u522b Token \u6d6a\u8d39\u6765\u6e90<\/strong><\/h2>\n<h3>\u5197\u957f\u63d0\u793a\u8bcd<\/h3>\n<p>\u5f53\u4f60\u7684\u63d0\u793a\u8bcd\u8fc7\u957f\u6216\u5570\u55e6\u65f6\uff0c\u5c31\u80fd\u53d1\u73b0 Token \u6d6a\u8d39\u3002\u5197\u957f\u7684\u63d0\u793a\u8bcd\u4f1a\u5728\u8f93\u5165\u4e2d\u6dfb\u52a0\u5927\u91cf\u591a\u4f59\u7684 Token\uff0c\u4ece\u800c\u538b\u7f29\u6a21\u578b\u8f93\u51fa\u7684\u7a7a\u95f4\u3002\u5982\u679c\u63d0\u793a\u8bcd\u5360\u7528\u8fc7\u591a Token\uff0c\u53ef\u80fd\u4f1a\u78b0\u5230 Token \u4e0a\u9650\uff0c\u5f15\u53d1\u9519\u8bef\u6216\u5bfc\u81f4\u56de\u7b54\u88ab\u622a\u65ad\u3002\u6bd4\u5982\uff0c\u4e0e\u5176\u8bf4\u201cPlease explain in great detail\uff08\u8bf7\u975e\u5e38\u8be6\u7ec6\u5730\u89e3\u91ca\uff09\u201d\uff0c\u4e0d\u5982\u76f4\u63a5\u8bf4\u201cExplain\uff08\u89e3\u91ca\uff09\u201d\u3002\u7b80\u77ed\u63d0\u793a\u8bcd\u6709\u52a9\u4e8e\u8282\u7701 Token\uff0c\u5e76\u5f97\u5230\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/p>\n<h3>\u5197\u4f59\u4e0a\u4e0b\u6587<\/h3>\n<p>\u4f60\u5f80\u5f80\u4f1a\u5728\u63d0\u793a\u8bcd\u4e2d\u6dfb\u52a0\u5927\u91cf\u989d\u5916\u4e0a\u4e0b\u6587\uff0c\u4ee5\u4e3a\u8fd9\u6837\u4f1a\u66f4\u6709\u5e2e\u52a9\u3002\u5b9e\u9645\u4e0a\uff0c\u8fc7\u591a\u7684\u4e0a\u4e0b\u6587\u4f1a\u586b\u6ee1\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5374\u65e0\u6cd5\u663e\u8457\u63d0\u5347\u56de\u7b54\u8d28\u91cf\u3002\u8fd9\u4f1a\u9020\u6210 Token \u6d6a\u8d39\u5e76\u62ac\u9ad8\u6210\u672c\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u4f4e\u6548\uff1a \u201cThink step by step and explain each solution process. First factor the numerator, then check if simplification is possible, and derive the final result.\u201d\uff08\u9010\u6b65\u601d\u8003\u5e76\u89e3\u91ca\u6bcf\u4e00\u6b65\u8fc7\u7a0b\u3002\u5148\u56e0\u5f0f\u5206\u89e3\u5206\u5b50\uff0c\u518d\u68c0\u67e5\u662f\u5426\u53ef\u4ee5\u5316\u7b80\uff0c\u6700\u540e\u7ed9\u51fa\u7ed3\u679c\u3002\uff09<\/li>\n<li>\u9ad8\u6548\uff1a \u201cShow the solution process and final result.\u201d\uff08\u5c55\u793a\u89e3\u9898\u8fc7\u7a0b\u548c\u6700\u7ec8\u7ed3\u679c\u3002\uff09<\/li>\n<\/ul>\n<p>\u4f60\u5e94\u8be5\u907f\u514d\u91cd\u590d\u6307\u4ee4\u6216\u6dfb\u52a0\u4ef7\u503c\u5f88\u4f4e\u7684\u7ec6\u8282\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u5982\u4f55\u8ba9\u63d0\u793a\u8bcd\u66f4\u7cbe\u70bc\uff1a<\/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;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\u5197\u957f\u8868\u8ff0<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u7cbe\u70bc\u8868\u8ff0<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">Please explain in great detail\u2026<\/td>\n<td colspan=\"1\" rowspan=\"1\">Explain\u2026<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">Don\u2019t restate the same idea multiple times<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u65e0\uff08\u4e0d\u5e94\u51fa\u73b0\u8be5\u7c7b\u53e5\u5b50\uff09<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">Remove repeated qualifiers or disclaimers<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u65e0\uff08\u4e0d\u5e94\u51fa\u73b0\u8be5\u7c7b\u53e5\u5b50\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u4f4e\u6548\u7684\u8f93\u51fa\u8bf7\u6c42<\/h3>\n<p>\u5f53\u4f60\u4ee5\u9700\u8981\u591a\u8f6e\u6b65\u9aa4\u6216\u591a\u4ee3\u7406\u534f\u4f5c\u7684\u65b9\u5f0f\u6765\u8bf7\u6c42\u8f93\u51fa\u65f6\uff0c\u4f1a\u4f7f\u7528\u66f4\u591a Token\u3002\u6bcf\u4e2a\u4ee3\u7406\u90fd\u9700\u8981\u5bf9\u8bdd\u3001\u5171\u4eab\u4fe1\u606f\u5e76\u7ef4\u62a4\u72b6\u6001\u3002\u4ee3\u7406\u4e4b\u95f4\u6bcf\u4e00\u6b21\u4ea4\u4e92\uff0c\u90fd\u4f1a\u4e3a\u63d0\u793a\u8bcd\u548c\u56de\u7b54\u589e\u52a0\u989d\u5916\u7684 Token\u3002\u8fd9\u4f1a\u653e\u5927 Token \u6d6a\u8d39\u5e76\u62d6\u6162\u6d41\u7a0b\u3002\u4f60\u5e94\u5c3d\u91cf\u8ba9\u8f93\u51fa\u8bf7\u6c42\u7b80\u5355\u76f4\u63a5\uff0c\u4ee5\u8282\u7701 Token\u3002<\/p>\n<p>\u5e38\u89c1\u9519\u8bef\u5305\u62ec\uff1a\u628a\u6240\u6709\u6307\u4ee4\u585e\u8fdb\u4e00\u4e2a\u6587\u4ef6\u91cc\uff0c\u6216\u5728\u4e0d\u540c\u4f4d\u7f6e\u4e0d\u65ad\u91cd\u590d\u540c\u6837\u7684\u8981\u6c42\u3002\u8fd9\u4e9b\u90fd\u4f1a\u62c9\u957f\u63d0\u793a\u8bcd\u5e76\u6d6a\u8d39 Token\u3002[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text css=&#8221;&#8221;]<\/p>\n<h2><strong>\u63d0\u793a\u8bcd\u4f18\u5316\u57fa\u7840<\/strong><\/h2>\n<h3>\u7b80\u6d01\u7528\u8bcd<\/h3>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u7b80\u77ed\u7684\u8bcd\u8bed\u6765\u8ba9\u4f18\u5316\u5668\u8868\u73b0\u66f4\u597d\u3002\u77ed\u53e5\u65e2\u80fd\u51cf\u5c11 Token\uff0c\u53c8\u80fd\u4fdd\u6301\u6e05\u6670\u3002\u5f53\u4f60\u7f16\u5199\u63d0\u793a\u8bcd\u65f6\uff0c\u53ef\u4ee5\u628a\u957f\u53e5\u62c6\u6210\u51e0\u4e2a\u77ed\u53e5\uff0c\u5e76\u5220\u53bb\u65e0\u52a9\u4e8e\u7406\u89e3\u7684\u90e8\u5206\u3002\u8fd9\u6837\u53ef\u4ee5\u7a81\u51fa\u6838\u5fc3\u4fe1\u606f\uff0c\u907f\u514d\u6df7\u6dc6\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u8ba9\u63d0\u793a\u8bcd\u66f4\u7d27\u51d1\u7684\u4e00\u4e9b\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528 AI \u5199\u4f5c\u5de5\u5177\u68c0\u67e5\u8bed\u6cd5\u4e0e\u53e5\u5b50\u7ed3\u6784\u3002<\/li>\n<li>\u628a\u590d\u6742\u53e5\u62c6\u5206\u6210\u7b80\u5355\u3001\u6e05\u6670\u7684\u53e5\u5b50\u3002<\/li>\n<li>\u5220\u9664\u91cd\u590d\u7684\u89c2\u70b9\u6216\u63aa\u8f9e\u3002<\/li>\n<li>\u8bf4\u660e\u4f60\u60f3\u8981\u7684\u6587\u6863\u7c7b\u578b\u548c\u5177\u4f53\u7279\u5f81\u3002<\/li>\n<li>\u660e\u786e\u8bf4\u660e\u4f60\u5bf9\u8bed\u6c14\u3001\u98ce\u683c\u6216\u957f\u5ea6\u7684\u8981\u6c42\u3002<\/li>\n<\/ul>\n<p>\u4f60\u8fd8\u53ef\u4ee5\u7ed9\u51fa\u4e00\u4e2a\u793a\u4f8b\u8f93\u51fa\uff0c\u5411\u6a21\u578b\u5c55\u793a\u671f\u671b\u7ed3\u679c\u3002\u8fd9\u6709\u52a9\u4e8e\u63d0\u793a\u8bcd\u4f18\u5316\u5668\u7406\u89e3\u4f60\u7684\u9700\u6c42\u3002\u5982\u679c\u4f60\u6e05\u695a\u56de\u7b54\u7684\u76ee\u6807\u8bfb\u8005\uff0c\u4e5f\u53ef\u4ee5\u8bf4\u660e\uff0c\u8fd9\u4f1a\u8ba9\u8f93\u51fa\u66f4\u8d34\u5408\u53d7\u4f17\u3002<\/p>\n<p>\u4f7f\u7528\u6807\u9898\u5c06\u6307\u4ee4\u90e8\u5206\u4e0e\u6b63\u6587\u5185\u5bb9\u5206\u5f00\uff0c\u6709\u52a9\u4e8e\u8ba9\u63d0\u793a\u8bcd\u7ed3\u6784\u6e05\u6670\u3001\u6613\u4e8e\u9605\u8bfb\u3002<\/p>\n<p>\u5f53\u4f60\u91c7\u7528\u8fd9\u4e9b\u65b9\u6cd5\u65f6\uff0c\u53ef\u4ee5\u51cf\u5c11 Token \u6d6a\u8d39\uff0c\u4f7f Token \u4f18\u5316\u6548\u679c\u66f4\u597d\uff0c\u540c\u65f6\u8ba9\u4f18\u5316\u5668\u66f4\u5feb\u3001\u66f4\u7a33\u5b9a\u3002<\/p>\n<h3>\u53ea\u4fdd\u7559\u5173\u952e\u4fe1\u606f<\/h3>\n<p>\u4f18\u79c0\u7684\u63d0\u793a\u8bcd\u4f18\u5316\u5668\u53ea\u4fdd\u7559\u771f\u6b63\u91cd\u8981\u7684\u4e0a\u4e0b\u6587\u3002\u8fc7\u591a\u7684\u4e0a\u4e0b\u6587\u4e0d\u4ec5\u6d6a\u8d39 Token\uff0c\u8fd8\u4f1a\u524a\u5f31\u63d0\u793a\u8bcd\u7684\u6709\u6548\u6027\u3002\u4f60\u5e94\u8be5\u53ea\u6dfb\u52a0\u5b8c\u6210\u4efb\u52a1\u6240\u5fc5\u9700\u7684\u4fe1\u606f\uff0c\u4f7f\u63d0\u793a\u8bcd\u7b80\u77ed\u4e14\u805a\u7126\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u6309\u4ee5\u4e0b\u6b65\u9aa4\u6311\u9009\u4e0a\u4e0b\u6587\uff1a<\/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;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\u6b65\u9aa4\u6307\u5357<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u8bf4\u660e<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u521d\u7a3f\u7f16\u5199<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u6839\u636e\u4efb\u52a1\u4e0e\u6a21\u578b\u7279\u70b9\u5199\u51fa\u7b2c\u4e00\u7248\u63d0\u793a\u8bcd\u3002<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u4e0a\u4e0b\u6587\u5206\u6790<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u5ba1\u89c6\u4e3b\u9898\u3001\u5df2\u6709\u4fe1\u606f\u4ee5\u53ca\u4f1a\u5f71\u54cd\u63d0\u793a\u8bcd\u7684\u9650\u5236\u6761\u4ef6\u3002<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u5206\u6790\u4e0e\u6539\u5199<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u6839\u636e\u6548\u679c\u5bf9\u63aa\u8f9e\u8fdb\u884c\u8c03\u6574\u548c\u7cbe\u7b80\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4ece\u4e00\u4e2a\u7b80\u5355\u7684\u63d0\u793a\u8bcd\u5f00\u59cb\uff0c\u53ea\u6dfb\u52a0\u5bf9\u56de\u7b54\u8d28\u91cf\u6709\u5b9e\u9645\u5e2e\u52a9\u7684\u4e0a\u4e0b\u6587\u3002\u5982\u679c\u53d1\u73b0\u67d0\u4e9b\u7ec6\u8282\u5bf9\u7ed3\u679c\u6ca1\u6709\u592a\u5927\u5f71\u54cd\uff0c\u5c31\u5e94\u8be5\u5220\u6389\u3002\u8fd9\u6837\u53ef\u4ee5\u8ba9\u63d0\u793a\u8bcd\u4f18\u5316\u5668\u4f7f\u7528\u66f4\u5c11\u7684 Token\uff0c\u5e76\u805a\u7126\u5728\u5173\u952e\u5185\u5bb9\u4e0a\u3002<\/p>\n<p>\u4f60\u8fd8\u53ef\u4ee5\u4f7f\u7528\u8bf8\u5982\u201c\u8fc7\u6ee4\u201d\u4e4b\u7c7b\u7684\u4f18\u5316\u65b9\u6cd5\u3002\u8fc7\u6ee4\u4f1a\u4f7f\u7528\u5c0f\u6a21\u578b\u6765\u68c0\u67e5\u63d0\u793a\u8bcd\u4e2d\u54ea\u4e9b\u90e8\u5206\u662f\u771f\u6b63\u6709\u7528\u7684\u3002\u5982\u679c\u67d0\u4e00\u90e8\u5206\u5e2e\u52a9\u4e0d\u5927\uff0c\u5c31\u53ef\u4ee5\u5220\u6389\u3002\u8fd9\u6837\u65e2\u80fd\u8282\u7701 Token\uff0c\u53c8\u80fd\u8ba9\u4f18\u5316\u5668\u8868\u73b0\u66f4\u597d\u3002<\/p>\n<h3>\u7ed3\u6784\u5316\u8f93\u51fa\u683c\u5f0f<\/h3>\n<p>\u7ed3\u6784\u5316\u7684\u8f93\u51fa\u683c\u5f0f\u53ef\u4ee5\u5e2e\u52a9\u63d0\u793a\u8bcd\u4f18\u5316\u5668\u51cf\u5c11 Token \u4f7f\u7528\uff0c\u5e76\u8ba9\u56de\u7b54\u66f4\u6613\u9605\u8bfb\u3002\u5f53\u4f60\u6307\u5b9a\u8f93\u51fa\u683c\u5f0f\u65f6\uff0c\u4f1a\u5f15\u5bfc\u6a21\u578b\u7ed9\u51fa\u6e05\u6670\u3001\u89c4\u6574\u7684\u7ed3\u679c\uff0c\u4ece\u800c\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684 Token\uff0c\u6709\u52a9\u4e8e\u6574\u4f53 Token \u4f18\u5316\u3002<\/p>\n<p>\u5c1d\u8bd5\u7528\u4ee5\u4e0b\u65b9\u5f0f\u6539\u8fdb\u63d0\u793a\u8bcd\uff1a<\/p>\n<ul>\n<li>\u8bf7\u6c42\u4f7f\u7528\u9879\u76ee\u7b26\u53f7\u3001\u8868\u683c\u6216\u5217\u8868\u5f62\u5f0f\u8f93\u51fa\u3002<\/li>\n<li>\u7ed9\u51fa\u4f60\u60f3\u8981\u7684\u8f93\u51fa\u683c\u5f0f\u793a\u4f8b\u3002<\/li>\n<li>\u4f7f\u7528\u5c0f\u6807\u9898\u5212\u5206\u8f93\u51fa\u4e2d\u7684\u4e0d\u540c\u90e8\u5206\u3002<\/li>\n<li>\u8bf4\u660e\u9884\u671f\u8bfb\u8005\u662f\u8c01\uff0c\u5e2e\u52a9\u6a21\u578b\u9009\u62e9\u5408\u9002\u7684\u8bed\u6c14\u4e0e\u5185\u5bb9\u6df1\u5ea6\u3002<\/li>\n<\/ul>\n<p>\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u8fd9\u6837\u5199\uff1a<\/p>\n<pre><code>Summarize the article in three bullet points.\r\nAudience: Middle school students.\r\nFormat:\r\n- Main idea\r\n- Key detail 1\r\n- Key detail 2\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u63d0\u793a\u8bcd\u6e05\u6670\u5730\u8868\u8fbe\u4e86\u4f60\u7684\u9700\u6c42\uff0c\u4f7f\u7528\u7684 Token \u76f8\u5bf9\u8f83\u5c11\uff0c\u800c\u4e14\u80fd\u5f97\u5230\u7ed3\u6784\u6e05\u6670\u3001\u6613\u4e8e\u9605\u8bfb\u7684\u56de\u7b54\u3002<\/p>\n<p>\u4f60\u8fd8\u53ef\u4ee5\u4f7f\u7528\u201c\u77e5\u8bc6\u84b8\u998f\u201d\u7b49\u4f18\u5316\u65b9\u6cd5\u3002\u5728\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0c\u5927\u6a21\u578b\u5148\u7528\u5e38\u89c4\u63d0\u793a\u8bcd\u751f\u6210\u56de\u7b54\uff0c\u7136\u540e\u7528\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u5c0f\u6a21\u578b\uff0c\u8ba9\u5b83\u5728\u66f4\u77ed\u7684\u63d0\u793a\u8bcd\u4e0b\u751f\u6210\u76f8\u8fd1\u7684\u7ed3\u679c\u3002\u8fd9\u6709\u52a9\u4e8e\u4f60\u627e\u5230\u66f4\u9ad8\u6548\u7684\u4f18\u5316\u5668\u4f7f\u7528\u65b9\u5f0f\uff0c\u4ece\u800c\u8282\u7701 Token\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u529e\u6cd5\u662f\u57fa\u4e8e\u8fdb\u5316\u7684\u63d0\u793a\u8bcd\u4f18\u5316\u3002\u4f60\u53ef\u4ee5\u751f\u6210\u591a\u4e2a\u7248\u672c\u7684\u63d0\u793a\u8bcd\uff0c\u8fdb\u884c\u6d4b\u8bd5\u548c\u5bf9\u6bd4\uff0c\u7136\u540e\u4fdd\u7559\u8868\u73b0\u8f83\u597d\u7684\u7248\u672c\u5e76\u6301\u7eed\u8fed\u4ee3\u3002\u901a\u8fc7\u4e0d\u65ad\u6539\u8fdb\uff0c\u5c31\u80fd\u627e\u5230\u6700\u9002\u5408\u81ea\u5df1\u573a\u666f\u7684\u63d0\u793a\u8bcd\u3002<\/p>\n<p>\u901a\u8fc7\u4f7f\u7528\u7b80\u6d01\u7528\u8bcd\u3001\u53ea\u4fdd\u7559\u5fc5\u8981\u4e0a\u4e0b\u6587\u4ee5\u53ca\u7ed3\u6784\u5316\u8f93\u51fa\u683c\u5f0f\uff0c\u4f60\u53ef\u4ee5\u6253\u9020\u66f4\u5f3a\u5927\u7684\u63d0\u793a\u8bcd\u4f18\u5316\u5668\u3002\u8fd9\u6837\u80fd\u8282\u7701 Token\u3001\u964d\u4f4e\u6210\u672c\uff0c\u5e76\u83b7\u5f97\u66f4\u9ad8\u8d28\u91cf\u7684\u56de\u7b54\u3002\u8fd9\u4e9b\u4f18\u5316\u65b9\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u6bcf\u6b21\u8c03\u7528\u4f18\u5316\u5668\u65f6\u90fd\u83b7\u5f97\u66f4\u597d\u7684\u6536\u76ca\u3002<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text css=&#8221;&#8221;]<\/p>\n<h2><strong>\u9ad8\u7ea7 LLM Token \u4f18\u5316<\/strong><\/h2>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u66f4\u9ad8\u7ea7\u7684\u65b9\u6cd5\u6765\u4f18\u5316 LLM \u7684 Token \u4f7f\u7528\u3002\u8fd9\u4e9b\u65b9\u6cd5\u80fd\u5e2e\u52a9\u4f60\u8282\u7701 Token\uff0c\u5e76\u4ece\u63d0\u793a\u8bcd\u4e2d\u5f97\u5230\u66f4\u9ad8\u8d28\u91cf\u7684\u56de\u7b54\u3002\u4f60\u5c06\u4f1a\u4e86\u89e3\u63d0\u793a\u8bcd\u538b\u7f29\u3001\u8f7b\u91cf\u7ea7\u6a21\u578b\u8fc7\u6ee4\u4ee5\u53ca\u7f13\u5b58 Token \u7b49\u65b9\u6cd5\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u81ea\u5df1\u7684\u6b65\u9aa4\uff0c\u7528\u6765\u51cf\u5c11 Token \u5e76\u7b80\u5316\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<h3>\u63d0\u793a\u8bcd\u538b\u7f29<\/h3>\n<p>\u63d0\u793a\u8bcd\u538b\u7f29\u53ef\u4ee5\u5728\u4e0d\u4e22\u5931\u5173\u952e\u4fe1\u606f\u7684\u524d\u63d0\u4e0b\u7f29\u77ed\u63d0\u793a\u8bcd\u3002\u901a\u8fc7\u4e00\u7cfb\u5217\u6b65\u9aa4\u7cbe\u7b80\u548c\u6f84\u6e05\u63d0\u793a\u8bcd\uff0c\u4ece\u800c\u63d0\u5347 Token \u4f7f\u7528\u6548\u7387\uff0c\u540c\u65f6\u8ba9\u63d0\u793a\u8bcd\u66f4\u5bb9\u6613\u88ab\u6a21\u578b\u7406\u89e3\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u5229\u7528 LLMLingua Library \u8fd9\u7c7b\u5de5\u5177\u6765\u5220\u9664\u591a\u4f59 Token\u3002LLMLingua \u538b\u7f29\u5728\u8fdb\u884c\u6fc0\u8fdb\u4f18\u5316\u7684\u540c\u65f6\uff0c\u51e0\u4e4e\u4e0d\u4f1a\u635f\u5bb3\u6027\u80fd\uff0c\u7279\u522b\u9002\u7528\u4e8e\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u3002\u4f60\u4e5f\u53ef\u4ee5\u7528\u77e5\u8bc6\u84b8\u998f\uff1a\u7531\u5927\u578b\u201c\u6559\u5e08\u201d\u6a21\u578b\u751f\u6210\u56de\u7b54\uff0c\u518d\u6559\u4f1a\u5c0f\u578b\u201c\u5b66\u751f\u201d\u6a21\u578b\u4f7f\u7528\u77ed\u63d0\u793a\u8bcd\u5f97\u5230\u76f8\u8fd1\u7ed3\u679c\u3002\u57fa\u4e8e\u8fdb\u5316\u7684\u4f18\u5316\u5219\u4f1a\u751f\u6210\u591a\u79cd\u63d0\u793a\u8bcd\u7248\u672c\uff0c\u5bf9\u5b83\u4eec\u8fdb\u884c\u8bc4\u4f30\uff0c\u5e76\u9009\u51fa\u8868\u73b0\u6700\u4f73\u7684\u4e00\u6279\u7ee7\u7eed\u53d8\u5f02\u6539\u8fdb\u3002<\/p>\n<p>\u4e0b\u9762\u7684\u8868\u683c\u5c55\u793a\u4e86\u51e0\u79cd\u63d0\u793a\u8bcd\u538b\u7f29\u65b9\u6cd5\uff1a<\/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;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\u6280\u672f<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u8bf4\u660e<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">LLMLingua \u538b\u7f29<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u7ed3\u5408\u6fc0\u8fdb\u4f18\u5316\u4e0e\u6781\u5c0f\u6027\u80fd\u635f\u5931\uff0c\u5bf9 RAG \u7cfb\u7edf\u5c24\u4e3a\u6709\u6548\u3002<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u77e5\u8bc6\u84b8\u998f<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u4f7f\u7528\u5927\u578b\u201c\u6559\u5e08\u201d\u6a21\u578b\u751f\u6210\u8f93\u51fa\uff0c\u7528\u77ed\u63d0\u793a\u8bcd\u8bad\u7ec3\u8f83\u5c0f\u7684\u201c\u5b66\u751f\u201d\u6a21\u578b\u3002<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u57fa\u4e8e\u8fdb\u5316\u7684\u4f18\u5316<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u53d7\u9057\u4f20\u7b97\u6cd5\u542f\u53d1\uff0c\u751f\u6210\u591a\u4e2a\u63d0\u793a\u8bcd\u53d8\u4f53\uff0c\u8bc4\u4f30\u540e\u9009\u62e9\u8868\u73b0\u6700\u4f18\u8005\u5e76\u8fdb\u4e00\u6b65\u53d8\u5f02\u8fed\u4ee3\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u5728\u6784\u5efa\u6570\u636e\u96c6\u65f6\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u5236\u8868\u7b26\u5206\u9694\u7684\u884c\uff08tab-delimited\uff09\u6765\u4ee3\u66ff JSON\u3002\u7531\u4e8e\u5236\u8868\u7b26\u5206\u9694\u683c\u5f0f\u66f4\u7d27\u51d1\uff0c\u8fd9\u80fd\u51cf\u5c11 Token \u4f7f\u7528\uff0c\u4f7f\u63d0\u793a\u8bcd\u66f4\u77ed\u3001\u66f4\u6613\u88ab\u6a21\u578b\u5904\u7406\u3002<\/p>\n<h3>\u8f7b\u91cf\u7ea7\u6a21\u578b\u8fc7\u6ee4<\/h3>\n<p>\u8f7b\u91cf\u7ea7\u6a21\u578b\u8fc7\u6ee4\u4f7f\u7528\u5c0f\u6a21\u578b\u68c0\u67e5\u63d0\u793a\u8bcd\u4e2d\u662f\u5426\u5b58\u5728\u591a\u4f59 Token\u3002\u8fd9\u4e9b\u5c0f\u6a21\u578b\u53ef\u4ee5\u5e2e\u52a9\u4f60\u4ece\u63d0\u793a\u8bcd\u4e2d\u5220\u9664\u5bf9 LLM Token \u4f18\u5316\u65e0\u5e2e\u52a9\u7684\u90e8\u5206\uff0c\u4ece\u800c\u53ea\u4fdd\u7559\u771f\u6b63\u91cd\u8981\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528\u8bf8\u5982\u201c\u63d0\u793a\u8bcd\u526a\u679d\u201d\uff08prompt pruning\uff09\u8fd9\u7c7b\u6b65\u9aa4\u3002LLMLingua Library \u53ef\u4ee5\u5e2e\u52a9\u4f60\u79fb\u9664\u4e0d\u5fc5\u8981\u7684 Token\uff0c\u4f7f\u63d0\u793a\u8bcd\u66f4\u77ed\u3002\u4f60\u8fd8\u53ef\u4ee5\u4f7f\u7528\u77e5\u8bc6\u84b8\u998f\uff0c\u8ba9\u5c0f\u6a21\u578b\u5728\u77ed\u63d0\u793a\u8bcd\u4e0b\u6a21\u4eff\u5927\u6a21\u578b\u7684\u56de\u7b54\u8868\u73b0\u3002\u57fa\u4e8e\u8fdb\u5316\u7684\u63d0\u793a\u8bcd\u4f18\u5316\u4f1a\u7528\u5230\u9057\u4f20\u7b97\u6cd5\uff1a\u751f\u6210\u591a\u4e2a\u7248\u672c\uff0c\u8fdb\u884c\u8bc4\u4f30\uff0c\u518d\u6839\u636e\u6548\u679c\u9009\u62e9\u548c\u6539\u8fdb\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u6267\u884c\u8f7b\u91cf\u7ea7\u6a21\u578b\u8fc7\u6ee4\u7684\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u4f7f\u7528\u5c0f\u6a21\u578b\u5bf9\u63d0\u793a\u8bcd\u8fdb\u884c\u68c0\u67e5\u3002<\/li>\n<li>\u5220\u9664\u5bf9\u4efb\u52a1\u65e0\u5e2e\u52a9\u7684 Token\u3002<\/li>\n<li>\u6d4b\u8bd5\u65b0\u63d0\u793a\u8bcd\u7684\u56de\u7b54\u8d28\u91cf\u3002<\/li>\n<li>\u91cd\u590d\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u6301\u7eed\u6539\u8fdb\u63d0\u793a\u8bcd\u3002<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u4f60\u53ef\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4f18\u5316\u6548\u679c\u548c\u66f4\u5feb\u7684\u56de\u7b54\u901f\u5ea6\uff0c\u4e5f\u80fd\u8ba9\u63d0\u793a\u8bcd\u66f4\u52a0\u6e05\u6670\u6613\u8bfb\u3002<\/p>\n<h3>\u7f13\u5b58 Token \u4e0e\u63d0\u793a\u8bcd\u6539\u5199\u5668<\/h3>\n<p>\u7f13\u5b58 Token \u53ef\u4ee5\u63d0\u5347\u901f\u5ea6\u5e76\u51cf\u5c11 Token \u4f7f\u7528\u3002\u4f60\u53ef\u4ee5\u5c06\u8fc7\u53bb\u63d0\u793a\u8bcd\u4e2d\u7684 Token \u7f13\u5b58\u8d77\u6765\uff0c\u5728\u9700\u8981\u65f6\u91cd\u590d\u4f7f\u7528\u3002\u8fd9\u6837\u80fd\u591f\u589e\u5f3a LLM Token \u4f18\u5316\u6548\u679c\uff0c\u5e76\u8ba9\u6574\u4f53\u7cfb\u7edf\u8fd0\u884c\u66f4\u52a0\u9ad8\u6548\u3002<\/p>\n<p>\u4f60\u8fd8\u53ef\u4ee5\u4f7f\u7528\u201c\u63d0\u793a\u8bcd\u6539\u5199\u5668\u201d\uff08improvers\uff09\u6765\u5e2e\u52a9\u4f18\u5316\u63d0\u793a\u8bcd\u3002\u6539\u5199\u5668\u53ef\u4ee5\u5e2e\u52a9\u4f60\u627e\u5230\u4f7f\u7528\u7f13\u5b58 Token \u7684\u6700\u4f73\u65b9\u5f0f\uff0c\u5e76\u901a\u8fc7\u7279\u5b9a\u6b65\u9aa4\u8fdb\u4e00\u6b65\u7cbe\u7b80\u63d0\u793a\u8bcd\uff0c\u4ece\u800c\u8282\u7701 Token\u3002<\/p>\n<p>\u4e0b\u8868\u5c55\u793a\u4e86\u4f7f\u7528\u7f13\u5b58 Token \u4e0e\u6539\u5199\u5668\u7684\u4f18\u52a3\u52bf\uff1a<\/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;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\u4f18\u52bf<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u5c40\u9650<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u964d\u4f4e\u5ef6\u8fdf<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u53d7\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u63d0\u5347\u8ba1\u7b97\u6548\u7387<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u77e5\u8bc6\u76f8\u5bf9\u9759\u6001<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u90e8\u7f72\u7b80\u5355<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u53ef\u80fd\u5e26\u6765\u6df7\u6dc6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u7531\u4e8e\u7f13\u5b58 Token \u51cf\u5c11\u4e86\u91cd\u590d\u8ba1\u7b97\u548c\u68c0\u7d22\u5f00\u9500\uff0c\u4f60\u53ef\u4ee5\u66f4\u5feb\u5730\u83b7\u5f97\u56de\u7b54\u3002\u4f60\u4e5f\u53ef\u4ee5\u51cf\u5c11\u8ba1\u7b97\u8d44\u6e90\u7684\u4f7f\u7528\uff0c\u56e0\u4e3a\u4e0d\u518d\u9700\u8981\u5355\u72ec\u7684\u5411\u91cf\u6570\u636e\u5e93\u6216\u5d4c\u5165\u6a21\u578b\uff0c\u7cfb\u7edf\u90e8\u7f72\u4e0e\u7ef4\u62a4\u4e5f\u76f8\u5bf9\u66f4\u7b80\u5355\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u8fd9\u4e5f\u6709\u4e00\u4e9b\u9650\u5236\u3002\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\u4e86\u4f60\u80fd\u5f15\u7528\u7684\u7f13\u5b58 Token \u6570\u91cf\u3002\u4f60\u8fd8\u9700\u8981\u7ecf\u5e38\u66f4\u65b0\u7f13\u5b58\u4ee5\u53cd\u6620\u6700\u65b0\u4fe1\u606f\uff0c\u8fd9\u53ef\u80fd\u4f1a\u524a\u5f31\u7f13\u5b58\u7684\u6536\u76ca\u3002\u5982\u679c\u4e0a\u4e0b\u6587\u8fc7\u5927\uff0c\u6a21\u578b\u4e5f\u6709\u53ef\u80fd\u6df7\u6dc6\u4e0d\u540c\u4fe1\u606f\u6e90\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u7ba1\u7406\u7f13\u5b58 Token\uff1a<\/p>\n<ul>\n<li>\u53ea\u7f13\u5b58\u6700\u6709\u4ef7\u503c\u7684\u5185\u5bb9\u3002<\/li>\n<li>\u5b9a\u671f\u66f4\u65b0\u7f13\u5b58\u3002<\/li>\n<li>\u4f7f\u7528\u63d0\u793a\u8bcd\u6539\u5199\u5668\uff0c\u8ba9\u63d0\u793a\u66f4\u6e05\u6670\uff0c\u964d\u4f4e\u6df7\u6dc6\u98ce\u9669\u3002<\/li>\n<\/ul>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 LLMLingua Library \u7b49\u5de5\u5177\u8fdb\u884c\u63d0\u793a\u8bcd\u526a\u679d\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\uff0c\u7528\u77ed\u63d0\u793a\u8bcd\u8bad\u7ec3\u5c0f\u6a21\u578b\u3002\u57fa\u4e8e\u8fdb\u5316\u7684\u4f18\u5316\u5219\u80fd\u6839\u636e\u8868\u73b0\u81ea\u52a8\u8c03\u6574\u548c\u6f14\u5316\u63d0\u793a\u8bcd\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u4f60\u53ef\u4ee5\u83b7\u5f97\u66f4\u597d\u7684 Token \u4f18\u5316\u6548\u679c\u3001\u66f4\u5feb\u7684\u56de\u7b54\u901f\u5ea6\uff0c\u4ee5\u53ca\u66f4\u987a\u7545\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002\u4f60\u53ef\u4ee5\u8ba9\u63d0\u793a\u8bcd\u66f4\u77ed\u3001\u66f4\u6e05\u6670\uff0c\u8282\u7701 Token\uff0c\u5e76\u6700\u5927\u9650\u5ea6\u5730\u63d0\u5347 LLM Token \u4f18\u5316\u7684\u6536\u76ca\u3002<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text css=&#8221;&#8221;]<\/p>\n<h2><strong>\u8282\u7701 Token\uff1a\u771f\u5b9e\u6848\u4f8b<\/strong><\/h2>\n<h3>\u4f18\u5316\u524d\u540e\u5bf9\u6bd4<\/h3>\n<p>\u901a\u8fc7\u5bf9\u6bd4\u771f\u5b9e\u793a\u4f8b\uff0c\u4f60\u53ef\u4ee5\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u4f18\u5316\u6548\u679c\u3002\u5f88\u591a\u4eba\u4e00\u5f00\u59cb\u4f1a\u5199\u5f97\u53c8\u957f\u53c8\u5ba2\u6c14\u7684\u63d0\u793a\u8bcd\uff0c\u8fd9\u4e0d\u4ec5\u4f1a\u6d88\u8017\u66f4\u591a Token\uff0c\u6709\u65f6\u8fd8\u4f1a\u964d\u4f4e\u6a21\u578b\u7684\u51c6\u786e\u6027\u3002\u5982\u679c\u6539\u6210\u76f4\u63a5\u7684\u6307\u4ee4\u5f0f\u8868\u8fbe\uff0c\u5f80\u5f80\u80fd\u5728\u51cf\u5c11 Token \u7684\u540c\u65f6\u83b7\u5f97\u66f4\u597d\u7684\u56de\u7b54\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u4e0d\u540c\u98ce\u683c\u5bf9\u6027\u80fd\u548c Token \u6570\u91cf\u7684\u5f71\u54cd\uff1a<\/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;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\u98ce\u683c<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u5bf9\u6027\u80fd\u7684\u5f71\u54cd<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u5bf9 Token \u6570\u91cf\u7684\u5f71\u54cd<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u793c\u8c8c<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u964d\u4f4e\u51c6\u786e\u7387<\/td>\n<td colspan=\"1\" rowspan=\"1\">Token \u6570\u91cf\u66f4\u9ad8<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u76f4\u63a5<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u63d0\u9ad8\u51c6\u786e\u7387<\/td>\n<td colspan=\"1\" rowspan=\"1\">Token \u6570\u91cf\u66f4\u4f4e<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u4e2d\u6027<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u6548\u679c\u6ce2\u52a8<\/td>\n<td colspan=\"1\" rowspan=\"1\">Token \u6570\u91cf\u9002\u4e2d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u53ef\u4ee5\u5c1d\u8bd5\u628a\u63d0\u793a\u8bcd\u4ece\u793c\u8c8c\u63d0\u95ee\u6539\u6210\u76f4\u63a5\u547d\u4ee4\u3002\u4f8b\u5982\uff0c\u4e0e\u5176\u8bf4\uff1a\u201cCould you please summarize this article for me in detail?\uff08\u4f60\u80fd\u5e2e\u6211\u8be6\u7ec6\u603b\u7ed3\u4e00\u4e0b\u8fd9\u7bc7\u6587\u7ae0\u5417\uff1f\uff09\u201d\uff0c\u4e0d\u5982\u6539\u4e3a\uff1a\u201cSummarize the article in three bullet points.\uff08\u7528\u4e09\u4e2a\u8981\u70b9\u603b\u7ed3\u8fd9\u7bc7\u6587\u7ae0\u3002\uff09\u201d \u8fd9\u6837\u7684\u5fae\u5c0f\u6539\u52a8\u80fd\u591f\u5e2e\u4f60\u8282\u7701 Token\uff0c\u5e76\u8ba9\u63d0\u793a\u8bcd\u8868\u73b0\u66f4\u597d\u3002<\/p>\n<h3>\u5bf9 Token \u4f7f\u7528\u7684\u5f71\u54cd<\/h3>\n<p>\u771f\u5b9e\u9879\u76ee\u8868\u660e\uff0c\u63d0\u793a\u8bcd\u4f18\u5316\u53ef\u4ee5\u663e\u8457\u51cf\u5c11 Token \u4f7f\u7528\u3002\u5728\u67d0\u4e2a\u9879\u76ee\u4e2d\uff0c\u56e2\u961f\u4f7f\u7528\u4e00\u4e2a\u4e09\u5c42\u6846\u67b6\u6765\u7814\u7a76\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\uff0c\u4ece\u800c\u51cf\u5c11\u4e86\u5206\u6790\u6240\u9700\u7684 Token \u6570\u91cf\u3002\u53e6\u4e00\u4e2a\u9879\u76ee\u4f7f\u7528 LLM4TG \u8fd9\u79cd\u9762\u5411\u56fe\u6570\u636e\u7684\u683c\u5f0f\uff0c\u5373\u4f7f\u5728\u4e25\u683c\u7684 Token \u9650\u5236\u4e0b\u4e5f\u80fd\u5b8c\u6210\u590d\u6742\u5206\u6790\u3002CETraS \u7b97\u6cd5\u4e5f\u901a\u8fc7\u62bd\u6837\u4ea4\u6613\u56fe\uff0c\u4f7f\u539f\u672c\u6781\u5176\u56f0\u96be\u7684\u5206\u6790\u6210\u4e3a\u53ef\u80fd\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;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\u6846\u67b6\u7ec4\u4ef6<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u8bf4\u660e<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u5bf9 Token \u4f7f\u7528\u7684\u5f71\u54cd<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u4e09\u5c42\u6846\u67b6<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u7528\u4e8e\u7814\u7a76\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u663e\u8457\u964d\u4f4e Token \u9700\u6c42<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">LLM4TG<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u6613\u8bfb\u7684\u56fe\u7ed3\u6784\u683c\u5f0f<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u5728\u5c11\u91cf Token \u4e0b\u4ecd\u80fd\u5b8c\u6210\u5206\u6790<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">CETraS<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u4ea4\u6613\u56fe\u91c7\u6837\u7b97\u6cd5<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u8ba9\u539f\u672c\u6781\u96be\u7684\u5206\u6790\u53d8\u5f97\u53ef\u884c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u5f53\u4f60\u8fd0\u7528\u8fd9\u4e9b\u4f18\u5316\u65b9\u6cd5\u540e\uff0c\u53ef\u4ee5\u660e\u663e\u51cf\u5c11 Token \u4f7f\u7528\uff0c\u5e76\u83b7\u5f97\u66f4\u5feb\u3001\u66f4\u4f4e\u6210\u672c\u7684\u56de\u7b54\u3002\u52a1\u5fc5\u7ecf\u5e38\u68c0\u67e5\u81ea\u5df1\u7684\u63d0\u793a\u8bcd\uff0c\u770b\u770b\u80fd\u5426\u5220\u51cf\u591a\u4f59\u63aa\u8f9e\u3002\u8fd9\u6837\u53ef\u4ee5\u5e2e\u52a9\u4f60\u8282\u7701 Token\uff0c\u6700\u5927\u5316\u6bcf\u4e00\u4e2a Token \u7684\u4ef7\u503c\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u6e05\u6670\u7684\u7ed3\u6784\u3001\u7b80\u6d01\u7684\u8868\u8ff0\u548c\u53ea\u4fdd\u7559\u5fc5\u8981\u7ec6\u8282\u6765\u6539\u8fdb\u63d0\u793a\u8bcd\u3002\u4e0b\u8868\u5217\u51fa\u4e86\u5e38\u7528\u7684\u6700\u4f73\u5b9e\u8df5\uff1a<\/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;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\u6280\u5de7<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u8bf4\u660e<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u628a\u7528\u6237\u63d0\u793a\u653e\u5728\u6700\u540e<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u8ba9\u4efb\u52a1\u66f4\u6613\u7406\u89e3\uff0c\u5e76\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u6267\u884c\u3002<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u5c1d\u8bd5\u4f7f\u7528\u63d0\u793a\u8bcd\u4f18\u5316\u5668<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u81ea\u52a8\u4fee\u6b63\u5e76\u5220\u51cf\u591a\u4f59\u5185\u5bb9\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u5982\u679c\u4f60\u7f29\u77ed\u63d0\u793a\u8bcd\u3001\u63a7\u5236\u8f93\u51fa\u957f\u5ea6\u5e76\u5408\u7406\u62c6\u5206\u4fe1\u606f\uff0c\u5c31\u80fd\u51cf\u5c11 Token \u4f7f\u7528\u3001\u964d\u4f4e\u6210\u672c\u3002\u540c\u65f6\uff0c\u4f60\u4f1a\u5f97\u5230\u66f4\u5feb\u7684\u56de\u7b54\uff0c\u5e76\u4ee5\u66f4\u667a\u80fd\u7684\u65b9\u5f0f\u4f7f\u7528 LLM\u3002\u6301\u7eed\u8fed\u4ee3\u63d0\u793a\u8bcd\u53ef\u4ee5\u63d0\u9ad8\u56de\u7b54\u51c6\u786e\u6027\u3001\u8282\u7701 Token\uff0c\u5e76\u5e26\u6765\u66f4\u597d\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text css=&#8221;&#8221;] \u4f60\u53ef\u4ee5\u901a\u8fc7\u4fdd\u6301\u63d0\u793a\u8bcd\u7b80\u77ed\u6e05\u6670\u6765\u4f18\u5316\u5b83\u4eec\u3002\u5728\u63d0\u793a\u8bcd\u5f00\u5934\u7ed9\u51fa\u5173\u952e\u8bcd\uff0c\u5e76\u8981\u6c42\u6709\u6761\u7406\u7684\u56de\u7b54\u3002\u5982\u679c\u5220\u6389\u591a\u4f59\u7684\u8bcd\u8bed\u3001\u4e0d\u628a\u6307\u4ee4\u548c\u6570\u636e\u6df7\u5728\u4e00\u8d77\uff0c\u5c31\u80fd\u4f7f\u7528\u66f4\u5c11\u7684 Token\u3002\u4f7f\u7528\u76f4\u63a5\u7684\u8868\u8fbe\u53ef\u4ee5\u8ba9\u5185\u5bb9\u66f4\u6613\u7406\u89e3\u3002\u67e5\u770b\u4e0b\u8868\u4e86\u89e3\u4f18\u5316\u65b9\u6cd5\uff1a \u89c4\u5219 \u8bf4\u660e \u628a\u5173\u952e\u7ea6\u675f\u653e\u5728\u6700\u540e \u5229\u7528\u201c\u8fd1\u56e0\u6548\u5e94\u201d\uff08recency bias\uff09 \u63d0\u4f9b\u5177\u4f53\u6307\u4ee4 \u4fdd\u6301\u8f93\u51fa\u4e00\u81f4 \u907f\u514d\u5c06\u6307\u4ee4\u548c\u6570\u636e\u6df7\u5728\u4e00\u8d77 \u51cf\u5c11\u6df7\u6dc6 \u4f7f\u7528\u76f4\u63a5\u7684\u8bed\u8a00 \u524a\u51cf\u591a\u4f59 Token \u4f18\u5316\u63d0\u793a\u8bcd\u53ef\u4ee5\u8282\u7701\u6210\u672c\u3001\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\uff0c\u5e76\u589e\u5f3a\u4f60\u7684\u6574\u4f53\u5de5\u4f5c\u6d41\u3002 [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text css=&#8221;&#8221;] \u4e3a\u4ec0\u4e48 Token \u4f18\u5316\u5f88\u91cd\u8981 \u6210\u672c\u4e0e\u6548\u7387 Token \u4f18\u5316\u53ef\u4ee5\u5e2e\u52a9\u4f60\u7701\u94b1\u5e76\u51cf\u5c11 Token \u4f7f\u7528\u3002\u5f53\u4f60\u51cf\u5c11\u8f93\u5165 Token \u548c\u8f93\u51fa Token \u65f6\uff0c\u652f\u51fa\u5c31\u4f1a\u964d\u4f4e\u3002\u5f88\u591a\u516c\u53f8\u4f1a\u901a\u8fc7\u957f\u671f\u56de\u62a5\u6765\u8861\u91cf\u8282\u7701\u6548\u679c\u3002\u65b0\u7684\u5e94\u7528\u901a\u5e38\u5e0c\u671b\u83b7\u5f97 30%-60% \u7684\u6295\u8d44\u56de\u62a5\u7387\uff08ROI\uff09\uff0c\u800c\u5927\u578b\u4f01\u4e1a\u4f1a\u6bcf\u9694\u51e0\u4e2a\u6708\u6216\u4e00\u5e74\u8fdb\u884c\u4e00\u6b21\u8bc4\u4f30\u3002\u63d0\u793a\u8bcd\u4f18\u5316\u53ef\u4ee5\u63d0\u5347 LLM \u6027\u80fd\uff0c\u8ba9\u4f60\u7684\u5de5\u4f5c\u66f4\u9ad8\u6548\u3002 \u6700\u65b0\u7814\u7a76\u8868\u660e\uff0c\u5728\u5927\u8bed\u8a00\u6a21\u578b\u90e8\u7f72\u4e2d\u51cf\u5c11 Token \u4f7f\u7528\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u6210\u672c\u3002\u4e00\u79cd\u65b0\u7684\u6df7\u5408\u63a8\u7406\u65b9\u6cd5\u901a\u8fc7\u5bf9\u6bcf\u4e2a Token \u8ba1\u7b97\u5956\u52b1\u5206\u6570\uff0c\u6765\u51b3\u5b9a\u4f55\u65f6\u8c03\u7528\u6602\u8d35\u7684\u4e91\u7aef LLM\u3002\u8fd9\u6837\u53ef\u4ee5\u51cf\u5c11\u4e91\u7aef\u8d44\u6e90\u7684\u4f7f\u7528\uff0c\u540c\u65f6\u4ecd\u7136\u83b7\u5f97\u4e0d\u9519\u7684\u56de\u7b54\u3002\u63d0\u793a\u8bcd\u4f18\u5316\u5e2e\u52a9\u4f60\u806a\u660e\u5730\u4f7f\u7528 Token\uff0c\u800c\u4e0d\u662f\u6d6a\u8d39\u5b83\u4eec\u3002 \u4f7f\u7528\u7b80\u77ed\u7684\u63d0\u793a\u8bcd\u548c\u6e05\u6670\u7684\u8f93\u51fa\u683c\u5f0f\uff0c\u53ef\u4ee5\u6700\u5927\u5316 Token \u4f18\u5316\u7684\u6536\u76ca\u3002 \u901f\u5ea6\u4e0e\u6027\u80fd \u63d0\u793a\u8bcd\u4f18\u5316\u8fd8\u80fd\u63d0\u5347\u901f\u5ea6\u548c LLM \u6027\u80fd\u3002\u5f53\u4f60\u51cf\u5c11\u8f93\u5165 Token \u548c\u8f93\u51fa Token \u65f6\uff0c\u6a21\u578b\u8fd0\u884c\u5f97\u66f4\u5feb\u3002\u4f60\u64b0\u5199\u63d0\u793a\u8bcd\u7684\u65b9\u5f0f\u53ca\u5176\u957f\u5ea6\uff0c\u4f1a\u5f71\u54cd\u6240\u9700\u7684\u5185\u5b58\u4e0e\u7b97\u529b\u3002\u957f\u63d0\u793a\u8bcd\u56e0\u4e3a [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.simcentric.com\/sc\/japan-dedicated-server-sc\/how-to-optimize-prompts-to-reduce-token-consumption\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":1,"featured_media":30717,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[8117],"tags":[10561,10562,10563,10564,10565],"class_list":["post-30720","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-japan-dedicated-server-sc","tag-prompt-optimization","tag-token-optimization","tag-large-language-models","tag-reduce-llm-costs","tag-structured-output"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u5982\u4f55\u4f18\u5316\u63d0\u793a\u8bcd\u4ee5\u51cf\u5c11 Token \u6d88\u8017<\/title>\n<meta name=\"description\" content=\"\u901a\u8fc7\u4f7f\u7528\u7cbe\u70bc\u8bed\u8a00\u3001\u5fc5\u8981\u4e0a\u4e0b\u6587\u548c\u7ed3\u6784\u5316\u683c\u5f0f\u6765\u4f18\u5316\u63d0\u793a\u8bcd\uff0c\u4ee5\u51cf\u5c11 Token \u6d88\u8017\u3001\u964d\u4f4e\u6210\u672c\u5e76\u63d0\u5347\u5927\u6a21\u578b\u6548\u7387\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/30720\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"company\" \/>\n<meta property=\"og:title\" content=\"\u5982\u4f55\u4f18\u5316\u63d0\u793a\u8bcd\u4ee5\u51cf\u5c11 Token \u6d88\u8017\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/30720\" \/>\n<meta property=\"og:site_name\" content=\"\u65b0\u5929\u57df\u4e92\u8054\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-15T00:00:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.simcentric.com\/wp-content\/uploads\/2026\/03\/Picture1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"624\" \/>\n\t<meta property=\"og:image:height\" content=\"351\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5982\u4f55\u4f18\u5316\u63d0\u793a\u8bcd\u4ee5\u51cf\u5c11 Token \u6d88\u8017","description":"\u901a\u8fc7\u4f7f\u7528\u7cbe\u70bc\u8bed\u8a00\u3001\u5fc5\u8981\u4e0a\u4e0b\u6587\u548c\u7ed3\u6784\u5316\u683c\u5f0f\u6765\u4f18\u5316\u63d0\u793a\u8bcd\uff0c\u4ee5\u51cf\u5c11 Token \u6d88\u8017\u3001\u964d\u4f4e\u6210\u672c\u5e76\u63d0\u5347\u5927\u6a21\u578b\u6548\u7387\u3002","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:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/30720","og_locale":"zh_CN","og_type":"company","og_title":"\u5982\u4f55\u4f18\u5316\u63d0\u793a\u8bcd\u4ee5\u51cf\u5c11 Token \u6d88\u8017","og_url":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/30720","og_site_name":"\u65b0\u5929\u57df\u4e92\u8054","article_published_time":"2026-03-15T00:00:37+00:00","og_image":[{"width":624,"height":351,"url":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2026\/03\/Picture1.png","type":"image\/png"}],"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/#article","isPartOf":{"@id":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/"},"author":{"name":"Tommy Cheung","@id":"https:\/\/simcentric.com\/tc\/#\/schema\/person\/631e153fdae3d1c71e500611868451e8"},"headline":"\u5982\u4f55\u4f18\u5316\u63d0\u793a\u8bcd\u4ee5\u51cf\u5c11 Token \u6d88\u8017","datePublished":"2026-03-15T00:00:37+00:00","mainEntityOfPage":{"@id":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/"},"wordCount":306,"publisher":{"@id":"https:\/\/simcentric.com\/tc\/#organization"},"image":{"@id":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/#primaryimage"},"thumbnailUrl":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2026\/03\/Picture1.png","keywords":["\u63d0\u793a\u8bcd\u4f18\u5316","Token \u4f18\u5316","\u5927\u578b\u8bed\u8a00\u6a21\u578b","\u964d\u4f4e LLM \u6210\u672c","\u7ed3\u6784\u5316\u8f93\u51fa"],"articleSection":["\u65e5\u672c\u670d\u52a1\u5668"],"inLanguage":"zh-CHN"},{"@type":"WebPage","@id":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/","url":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/","name":"\u5982\u4f55\u4f18\u5316\u63d0\u793a\u8bcd\u4ee5\u51cf\u5c11 Token \u6d88\u8017","isPartOf":{"@id":"https:\/\/simcentric.com\/tc\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/#primaryimage"},"image":{"@id":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/#primaryimage"},"thumbnailUrl":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2026\/03\/Picture1.png","datePublished":"2026-03-15T00:00:37+00:00","description":"\u901a\u8fc7\u4f7f\u7528\u7cbe\u70bc\u8bed\u8a00\u3001\u5fc5\u8981\u4e0a\u4e0b\u6587\u548c\u7ed3\u6784\u5316\u683c\u5f0f\u6765\u4f18\u5316\u63d0\u793a\u8bcd\uff0c\u4ee5\u51cf\u5c11 Token \u6d88\u8017\u3001\u964d\u4f4e\u6210\u672c\u5e76\u63d0\u5347\u5927\u6a21\u578b\u6548\u7387\u3002","breadcrumb":{"@id":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/#breadcrumb"},"inLanguage":"zh-CHN","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/"]}]},{"@type":"ImageObject","inLanguage":"zh-CHN","@id":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/#primaryimage","url":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2026\/03\/Picture1.png","contentUrl":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2026\/03\/Picture1.png","width":624,"height":351,"caption":"\u4f18\u5316\u63d0\u793a\u8bcd\u4ee5\u964d\u4f4e Token \u7528\u91cf"},{"@type":"BreadcrumbList","@id":"https:\/\/www.simcentric.com\/japan-dedicated-server\/how-to-optimize-prompts-to-reduce-token-consumption\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.simcentric.com\/sc\/"},{"@type":"ListItem","position":2,"name":"\u5982\u4f55\u4f18\u5316\u63d0\u793a\u8bcd\u4ee5\u51cf\u5c11 Token \u6d88\u8017"}]},{"@type":"WebSite","@id":"https:\/\/simcentric.com\/tc\/#website","url":"https:\/\/simcentric.com\/tc\/","name":"Simcentric Solutions","description":"","publisher":{"@id":"https:\/\/simcentric.com\/tc\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/simcentric.com\/tc\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-CHN"},{"@type":"Organization","@id":"https:\/\/simcentric.com\/tc\/#organization","name":"Simcentric Solutions","url":"https:\/\/simcentric.com\/tc\/","logo":{"@type":"ImageObject","inLanguage":"zh-CHN","@id":"https:\/\/simcentric.com\/tc\/#\/schema\/logo\/image\/","url":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2023\/06\/sim-logo-2023.png","contentUrl":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2023\/06\/sim-logo-2023.png","width":800,"height":222,"caption":"Simcentric Solutions"},"image":{"@id":"https:\/\/simcentric.com\/tc\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/simcentric.com\/tc\/#\/schema\/person\/631e153fdae3d1c71e500611868451e8","name":"Tommy Cheung","image":{"@type":"ImageObject","inLanguage":"zh-CHN","@id":"https:\/\/secure.gravatar.com\/avatar\/a2e7d94371b76574e2ddc0f18834f815c0329507429c6613f6a7bc9435dc6fd2?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/a2e7d94371b76574e2ddc0f18834f815c0329507429c6613f6a7bc9435dc6fd2?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a2e7d94371b76574e2ddc0f18834f815c0329507429c6613f6a7bc9435dc6fd2?s=96&d=mm&r=g","caption":"Tommy Cheung"},"sameAs":["https:\/\/simrevamp2023.sim-dp.com"]}]}},"_links":{"self":[{"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/30720","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/comments?post=30720"}],"version-history":[{"count":2,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/30720\/revisions"}],"predecessor-version":[{"id":30724,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/30720\/revisions\/30724"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/media\/30717"}],"wp:attachment":[{"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/media?parent=30720"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/categories?post=30720"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/tags?post=30720"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}