\u63d0\u793a\u8a5e\u6700\u4f73\u5316\u4e5f\u80fd\u63d0\u5347\u901f\u5ea6\u548c LLM \u6548\u80fd\u3002\u7576\u4f60\u6e1b\u5c11\u8f38\u5165 Token \u548c\u8f38\u51fa Token \u6642\uff0c\u6a21\u578b\u904b\u884c\u6703\u66f4\u5feb\u3002\u4f60\u64b0\u5beb\u63d0\u793a\u8a5e\u7684\u65b9\u5f0f\u53ca\u5176\u9577\u5ea6\uff0c\u6703\u5f71\u97ff\u6240\u9700\u7684\u8a18\u61b6\u9ad4\u8207\u7b97\u529b\u3002\u9577\u63d0\u793a\u8a5e\u56e0\u70ba Transformer \u67b6\u69cb\u4e2d\u7684\u6ce8\u610f\u529b\u6a5f\u5236\uff0c\u9700\u8981\u66f4\u591a\u8cc7\u6e90\u3002\u9019\u53ef\u80fd\u6703\u62d6\u6162\u7cfb\u7d71\uff0c\u4e26\u4f7f\u64f4\u5145\u8b8a\u5f97\u56f0\u96e3\u3002<\/p>\n

\u63d0\u793a\u8a5e\u6700\u4f73\u5316\u900f\u904e\u964d\u4f4e\u8a18\u61b6\u9ad4\u8207\u904b\u7b97\u9700\u6c42\uff0c\u5e6b\u52a9\u7cfb\u7d71\u64f4\u5145\u898f\u6a21\u3002\u5982\u679c\u4f60\u8981\u540c\u6642\u9001\u51fa\u5927\u91cf\u8acb\u6c42\uff0c\u7c21\u77ed\u7684\u63d0\u793a\u8a5e\u53ef\u4ee5\u907f\u514d\u6548\u80fd\u8870\u9000\uff0c\u4e26\u66f4\u6709\u6548\u7387\u5730\u4f7f\u7528 GPU \u8cc7\u6e90\u3002\u8108\u7d61\u8996\u7a97\uff08context window\uff09\u7684\u5927\u5c0f\u975e\u5e38\u95dc\u9375\uff0c\u56e0\u70ba\u5b83\u9650\u5236\u4e86\u4f60\u53ef\u4ee5\u4f7f\u7528\u7684\u8f38\u5165 Token \u548c\u8f38\u51fa Token \u6578\u91cf\u3002\u900f\u904e\u6301\u7e8c\u9032\u884c\u63d0\u793a\u8a5e\u6700\u4f73\u5316\uff0c\u4f60\u53ef\u4ee5\u63d0\u5347 LLM \u6548\u80fd\uff0c\u4e26\u8b93\u7cfb\u7d71\u7a69\u5b9a\u904b\u4f5c\u3002<\/p>\n

[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n

\u8b58\u5225 Token \u6d6a\u8cbb\u4f86\u6e90<\/strong><\/h2>\n

\u5197\u9577\u63d0\u793a\u8a5e<\/h3>\n

\u7576\u4f60\u7684\u63d0\u793a\u8a5e\u904e\u9577\u6216\u56c9\u55e6\u6642\uff0c\u5c31\u80fd\u767c\u73fe Token \u6d6a\u8cbb\u3002\u5197\u9577\u7684\u63d0\u793a\u8a5e\u6703\u5728\u8f38\u5165\u4e2d\u65b0\u589e\u5927\u91cf\u591a\u9918\u7684 Token\uff0c\u5f9e\u800c\u58d3\u7e2e\u6a21\u578b\u8f38\u51fa\u7684\u7a7a\u9593\u3002\u5982\u679c\u63d0\u793a\u8a5e\u4f54\u7528\u904e\u591a Token\uff0c\u53ef\u80fd\u6703\u78b0\u5230 Token \u4e0a\u9650\uff0c\u5f15\u767c\u932f\u8aa4\u6216\u5c0e\u81f4\u56de\u7b54\u88ab\u622a\u65b7\u3002\u6bd4\u5982\uff0c\u8207\u5176\u8aaa\u300cPlease explain in great detail\uff08\u8acb\u975e\u5e38\u8a73\u7d30\u5730\u89e3\u91cb\uff09\u300d\uff0c\u4e0d\u5982\u76f4\u63a5\u8aaa\u300cExplain\uff08\u89e3\u91cb\uff09\u300d\u3002\u7c21\u77ed\u63d0\u793a\u8a5e\u6709\u52a9\u65bc\u7bc0\u7701 Token\uff0c\u4e26\u7372\u5f97\u66f4\u597d\u7684\u7d50\u679c\u3002<\/p>\n

\u5197\u9918\u8108\u7d61<\/h3>\n

\u4f60\u5f80\u5f80\u6703\u5728\u63d0\u793a\u8a5e\u4e2d\u52a0\u5165\u5927\u91cf\u984d\u5916\u8108\u7d61\uff0c\u4ee5\u70ba\u9019\u6a23\u6703\u66f4\u6709\u5e6b\u52a9\u3002\u5be6\u969b\u4e0a\uff0c\u904e\u591a\u7684\u8108\u7d61\u6703\u586b\u6eff\u8108\u7d61\u8996\u7a97\uff0c\u537b\u7121\u6cd5\u986f\u8457\u63d0\u5347\u56de\u7b54\u54c1\u8cea\u3002\u9019\u6703\u9020\u6210 Token \u6d6a\u8cbb\u4e26\u63d0\u9ad8\u6210\u672c\u3002\u4f8b\u5982\uff1a<\/p>\n

\n
• \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\u4e26\u89e3\u91cb\u6bcf\u4e00\u6b65\u904e\u7a0b\u3002\u5148\u56e0\u5f0f\u5206\u89e3\u5206\u5b50\uff0c\u518d\u6aa2\u67e5\u662f\u5426\u53ef\u4ee5\u5316\u7c21\uff0c\u6700\u5f8c\u7d66\u51fa\u7d50\u679c\u3002\uff09<\/li>\n
• \u9ad8\u6548\uff1a \u201cShow the solution process and final result.\u201d\uff08\u5c55\u793a\u89e3\u984c\u904e\u7a0b\u548c\u6700\u7d42\u7d50\u679c\u3002\uff09<\/li>\n<\/ul>\n

  \u4f60\u61c9\u8a72\u907f\u514d\u91cd\u8907\u6307\u4ee4\u6216\u52a0\u5165\u50f9\u503c\u5f88\u4f4e\u7684\u7d30\u7bc0\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u5982\u4f55\u8b93\u63d0\u793a\u8a5e\u66f4\u7cbe\u7149\uff1a<\/p>\n

  \n\n\n\n<\/colgroup>\n\n\n\n\n\n

  \u5197\u9577\u8868\u8ff0<\/th>\n	\u7cbe\u7149\u8868\u8ff0<\/th>\n<\/tr>\n
  Please explain in great detail\u2026<\/td>\n	Explain\u2026<\/td>\n<\/tr>\n
  Don\u2019t restate the same idea multiple times<\/td>\n	\u7121\uff08\u4e0d\u61c9\u51fa\u73fe\u6b64\u985e\u53e5\u5b50\uff09<\/td>\n<\/tr>\n
  Remove repeated qualifiers or disclaimers<\/td>\n	\u7121\uff08\u4e0d\u61c9\u51fa\u73fe\u6b64\u985e\u53e5\u5b50\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4f4e\u6548\u7684\u8f38\u51fa\u8acb\u6c42<\/h3>\n \u7576\u4f60\u4ee5\u9700\u8981\u591a\u8f2a\u6b65\u9a5f\u6216\u591a\u4ee3\u7406\u5354\u4f5c\u7684\u65b9\u5f0f\u4f86\u8acb\u6c42\u8f38\u51fa\u6642\uff0c\u6703\u4f7f\u7528\u66f4\u591a Token\u3002\u6bcf\u500b\u4ee3\u7406\u90fd\u9700\u8981\u5c0d\u8a71\u3001\u5206\u4eab\u8cc7\u8a0a\u4e26\u7dad\u8b77\u72c0\u614b\u3002\u4ee3\u7406\u4e4b\u9593\u6bcf\u4e00\u6b21\u4e92\u52d5\uff0c\u90fd\u6703\u70ba\u63d0\u793a\u8a5e\u548c\u56de\u7b54\u589e\u52a0\u984d\u5916\u7684 Token\u3002\u9019\u6703\u653e\u5927 Token \u6d6a\u8cbb\u4e26\u62d6\u6162\u6d41\u7a0b\u3002\u4f60\u61c9\u5118\u91cf\u8b93\u8f38\u51fa\u8acb\u6c42\u7c21\u55ae\u76f4\u63a5\uff0c\u4ee5\u7bc0\u7701 Token\u3002<\/p>\n \u5e38\u898b\u932f\u8aa4\u5305\u62ec\uff1a\u628a\u6240\u6709\u6307\u4ee4\u585e\u9032\u4e00\u500b\u6a94\u6848\u88e1\uff0c\u6216\u5728\u4e0d\u540c\u4f4d\u7f6e\u53cd\u8986\u91cd\u8907\u540c\u6a23\u7684\u8981\u6c42\u3002\u9019\u4e9b\u90fd\u6703\u62c9\u9577\u63d0\u793a\u8a5e\u4e26\u6d6a\u8cbb Token\u3002<\/p>\n [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n \u63d0\u793a\u8a5e\u6700\u4f73\u5316\u57fa\u790e<\/strong><\/h2>\n \u7c21\u6f54\u7528\u8a5e<\/h3>\n \u4f60\u53ef\u4ee5\u900f\u904e\u4f7f\u7528\u7c21\u77ed\u7684\u5b57\u8a5e\u4f86\u8b93\u6700\u4f73\u5316\u5668\u8868\u73fe\u66f4\u597d\u3002\u77ed\u53e5\u65e2\u80fd\u6e1b\u5c11 Token\uff0c\u53c8\u80fd\u4fdd\u6301\u6e05\u695a\u3002\u7576\u4f60\u7de8\u5beb\u63d0\u793a\u8a5e\u6642\uff0c\u53ef\u4ee5\u628a\u9577\u53e5\u62c6\u6210\u5e7e\u500b\u77ed\u53e5\uff0c\u4e26\u522a\u53bb\u7121\u52a9\u65bc\u7406\u89e3\u7684\u90e8\u5206\u3002\u9019\u6a23\u53ef\u4ee5\u7a81\u986f\u6838\u5fc3\u8cc7\u8a0a\uff0c\u907f\u514d\u6df7\u6dc6\u3002<\/p>\n \u4ee5\u4e0b\u662f\u8b93\u63d0\u793a\u8a5e\u66f4\u7dca\u6e4a\u7684\u4e00\u4e9b\u65b9\u6cd5\uff1a<\/p>\n \n \u4f7f\u7528 AI \u5beb\u4f5c\u5de5\u5177\u6aa2\u67e5\u6587\u6cd5\u8207\u53e5\u5b50\u7d50\u69cb\u3002<\/li>\n \u628a\u8907\u96dc\u53e5\u62c6\u5206\u6210\u7c21\u55ae\u3001\u6e05\u695a\u7684\u53e5\u5b50\u3002<\/li>\n \u522a\u9664\u91cd\u8907\u7684\u89c0\u9ede\u6216\u63aa\u8fad\u3002<\/li>\n \u8aaa\u660e\u4f60\u60f3\u8981\u7684\u6587\u4ef6\u985e\u578b\u548c\u5177\u9ad4\u7279\u5fb5\u3002<\/li>\n \u660e\u78ba\u8aaa\u660e\u4f60\u5c0d\u8a9e\u6c23\u3001\u98a8\u683c\u6216\u9577\u5ea6\u7684\u8981\u6c42\u3002<\/li>\n<\/ul>\n \u4f60\u4e5f\u53ef\u4ee5\u7d66\u51fa\u4e00\u500b\u7bc4\u4f8b\u8f38\u51fa\uff0c\u5411\u6a21\u578b\u5c55\u793a\u671f\u671b\u7d50\u679c\u3002\u9019\u6709\u52a9\u65bc\u63d0\u793a\u8a5e\u6700\u4f73\u5316\u5668\u7406\u89e3\u4f60\u7684\u9700\u6c42\u3002\u5982\u679c\u4f60\u6e05\u695a\u56de\u7b54\u7684\u76ee\u6a19\u8b80\u8005\uff0c\u4e5f\u53ef\u4ee5\u8a3b\u660e\uff0c\u9019\u6703\u8b93\u8f38\u51fa\u66f4\u8cbc\u8fd1\u53d7\u773e\u3002<\/p>\n \u4f7f\u7528\u6a19\u984c\u5c07\u6307\u4ee4\u90e8\u5206\u8207\u6b63\u6587\u5167\u5bb9\u5206\u958b\uff0c\u6709\u52a9\u65bc\u8b93\u63d0\u793a\u8a5e\u7d50\u69cb\u6e05\u695a\u3001\u6613\u65bc\u95b1\u8b80\u3002<\/p>\n \u7576\u4f60\u63a1\u7528\u9019\u4e9b\u65b9\u6cd5\u6642\uff0c\u53ef\u4ee5\u6e1b\u5c11 Token \u6d6a\u8cbb\uff0c\u4f7f Token \u6700\u4f73\u5316\u6548\u679c\u66f4\u597d\uff0c\u540c\u6642\u8b93\u6700\u4f73\u5316\u5668\u66f4\u5feb\u3001\u66f4\u7a69\u5b9a\u3002<\/p>\n \u53ea\u4fdd\u7559\u95dc\u9375\u8108\u7d61<\/h3>\n \u512a\u79c0\u7684\u63d0\u793a\u8a5e\u6700\u4f73\u5316\u5668\u53ea\u4fdd\u7559\u771f\u6b63\u91cd\u8981\u7684\u8108\u7d61\u3002\u904e\u591a\u7684\u8108\u7d61\u4e0d\u50c5\u6d6a\u8cbb Token\uff0c\u9084\u6703\u524a\u5f31\u63d0\u793a\u8a5e\u7684\u6709\u6548\u6027\u3002\u4f60\u61c9\u8a72\u53ea\u52a0\u5165\u5b8c\u6210\u4efb\u52d9\u6240\u5fc5\u9700\u7684\u8cc7\u8a0a\uff0c\u4f7f\u63d0\u793a\u8a5e\u7c21\u77ed\u4e14\u805a\u7126\u3002<\/p>\n \u4f60\u53ef\u4ee5\u4f9d\u7167\u4ee5\u4e0b\u6b65\u9a5f\u7be9\u9078\u8108\u7d61\uff1a<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n \u6b65\u9a5f\u6307\u5357<\/th>\n \u8aaa\u660e<\/th>\n<\/tr>\n \u521d\u7a3f\u64b0\u5beb<\/td>\n \u6839\u64da\u4efb\u52d9\u8207\u6a21\u578b\u7279\u6027\u5beb\u51fa\u7b2c\u4e00\u7248\u63d0\u793a\u8a5e\u3002<\/td>\n<\/tr>\n \u8108\u7d61\u5206\u6790<\/td>\n \u6aa2\u8996\u4e3b\u984c\u3001\u65e2\u6709\u8cc7\u8a0a\u4ee5\u53ca\u6703\u5f71\u97ff\u63d0\u793a\u8a5e\u7684\u9650\u5236\u689d\u4ef6\u3002<\/td>\n<\/tr>\n \u5206\u6790\u8207\u4fee\u8a02<\/td>\n \u4f9d\u64da\u6548\u679c\u5c0d\u63aa\u8fad\u9032\u884c\u8abf\u6574\u8207\u7cbe\u7c21\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5f9e\u4e00\u500b\u7c21\u55ae\u7684\u63d0\u793a\u8a5e\u958b\u59cb\uff0c\u53ea\u52a0\u5165\u5c0d\u56de\u7b54\u54c1\u8cea\u6709\u5be6\u969b\u5e6b\u52a9\u7684\u8108\u7d61\u3002\u5982\u679c\u767c\u73fe\u67d0\u4e9b\u7d30\u7bc0\u5c0d\u7d50\u679c\u6c92\u6709\u592a\u5927\u5f71\u97ff\uff0c\u5c31\u61c9\u8a72\u522a\u9664\u3002\u9019\u6a23\u53ef\u4ee5\u8b93\u63d0\u793a\u8a5e\u6700\u4f73\u5316\u5668\u4f7f\u7528\u66f4\u5c11 Token\uff0c\u4e26\u805a\u7126\u5728\u95dc\u9375\u5167\u5bb9\u4e0a\u3002<\/p>\n \u4f60\u9084\u53ef\u4ee5\u4f7f\u7528\u8af8\u5982\u300c\u904e\u6ffe\u300d\u9019\u985e\u6700\u4f73\u5316\u65b9\u6cd5\u3002\u904e\u6ffe\u6703\u4f7f\u7528\u5c0f\u6a21\u578b\u4f86\u6aa2\u67e5\u63d0\u793a\u8a5e\u4e2d\u54ea\u4e9b\u90e8\u5206\u662f\u771f\u6b63\u6709\u7528\u7684\u3002\u5982\u679c\u67d0\u4e00\u90e8\u5206\u5e6b\u52a9\u4e0d\u5927\uff0c\u5c31\u53ef\u4ee5\u522a\u9664\u3002\u9019\u6a23\u65e2\u80fd\u7bc0\u7701 Token\uff0c\u53c8\u80fd\u8b93\u6700\u4f73\u5316\u5668\u8868\u73fe\u66f4\u597d\u3002<\/p>\n \u7d50\u69cb\u5316\u8f38\u51fa\u683c\u5f0f<\/h3>\n \u7d50\u69cb\u5316\u7684\u8f38\u51fa\u683c\u5f0f\u53ef\u4ee5\u5e6b\u52a9\u63d0\u793a\u8a5e\u6700\u4f73\u5316\u5668\u6e1b\u5c11 Token \u4f7f\u7528\uff0c\u4e26\u8b93\u56de\u7b54\u66f4\u6613\u95b1\u8b80\u3002\u7576\u4f60\u6307\u5b9a\u8f38\u51fa\u683c\u5f0f\u6642\uff0c\u6703\u5f15\u5c0e\u6a21\u578b\u7d66\u51fa\u6e05\u695a\u3001\u898f\u6574\u7684\u7d50\u679c\uff0c\u5f9e\u800c\u6e1b\u5c11\u4e0d\u5fc5\u8981\u7684 Token\uff0c\u6709\u52a9\u65bc\u6574\u9ad4 Token \u6700\u4f73\u5316\u3002<\/p>\n \u8a66\u8457\u7528\u4ee5\u4e0b\u65b9\u5f0f\u6539\u9032\u63d0\u793a\u8a5e\uff1a<\/p>\n \n \u8acb\u6c42\u4f7f\u7528\u689d\u5217\u5f0f\uff08bullet points\uff09\u3001\u8868\u683c\u6216\u5217\u8868\u5f62\u5f0f\u8f38\u51fa\u3002<\/li>\n \u7d66\u51fa\u4f60\u60f3\u8981\u7684\u8f38\u51fa\u683c\u5f0f\u7bc4\u4f8b\u3002<\/li>\n \u5728\u8f38\u51fa\u4e2d\u4f7f\u7528\u5c0f\u6a19\u984c\u5340\u5206\u4e0d\u540c\u90e8\u5206\u3002<\/li>\n \u8aaa\u660e\u9810\u671f\u8b80\u8005\u662f\u8ab0\uff0c\u5e6b\u52a9\u6a21\u578b\u9078\u64c7\u5408\u9069\u7684\u8a9e\u6c23\u8207\u5167\u5bb9\u6df1\u5ea6\u3002<\/li>\n<\/ul>\n \u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u9019\u6a23\u5beb\uff1a<\/p>\n 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<\/code><\/pre>\n \u9019\u500b\u63d0\u793a\u8a5e\u6e05\u695a\u5730\u8868\u9054\u4e86\u4f60\u7684\u9700\u6c42\uff0c\u4f7f\u7528\u7684 Token \u76f8\u5c0d\u8f03\u5c11\uff0c\u800c\u4e14\u80fd\u5f97\u5230\u7d50\u69cb\u6e05\u695a\u3001\u6613\u65bc\u95b1\u8b80\u7684\u56de\u7b54\u3002<\/p>\n \u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528\u300c\u77e5\u8b58\u84b8\u993e\u300d\u7b49\u6700\u4f73\u5316\u65b9\u6cd5\u3002\u5728\u9019\u7a2e\u65b9\u6cd5\u4e2d\uff0c\u5927\u6a21\u578b\u5148\u7528\u5e38\u898f\u63d0\u793a\u8a5e\u751f\u6210\u56de\u7b54\uff0c\u7136\u5f8c\u7528\u9019\u4e9b\u8cc7\u6599\u8a13\u7df4\u5c0f\u6a21\u578b\uff0c\u8b93\u5b83\u5728\u66f4\u77ed\u7684\u63d0\u793a\u8a5e\u4e0b\u751f\u6210\u76f8\u8fd1\u7684\u7d50\u679c\u3002\u9019\u6709\u52a9\u65bc\u4f60\u627e\u5230\u66f4\u6709\u6548\u7387\u7684\u6700\u4f73\u5316\u5668\u4f7f\u7528\u65b9\u5f0f\uff0c\u5f9e\u800c\u7bc0\u7701 Token\u3002<\/p>\n \u53e6\u4e00\u500b\u505a\u6cd5\u662f\u57fa\u65bc\u6f14\u5316\u7684\u63d0\u793a\u8a5e\u6700\u4f73\u5316\u3002\u4f60\u53ef\u4ee5\u751f\u6210\u591a\u500b\u7248\u672c\u7684\u63d0\u793a\u8a5e\uff0c\u9032\u884c\u6e2c\u8a66\u8207\u6bd4\u8f03\uff0c\u7136\u5f8c\u4fdd\u7559\u8868\u73fe\u8f03\u597d\u7684\u7248\u672c\u4e26\u6301\u7e8c\u8fed\u4ee3\u3002\u900f\u904e\u4e0d\u65b7\u6539\u9032\uff0c\u5c31\u80fd\u627e\u5230\u6700\u9069\u5408\u81ea\u5df1\u60c5\u5883\u7684\u63d0\u793a\u8a5e\u3002<\/p>\n \u900f\u904e\u4f7f\u7528\u7c21\u6f54\u7528\u8a5e\u3001\u53ea\u4fdd\u7559\u5fc5\u8981\u8108\u7d61\u4ee5\u53ca\u7d50\u69cb\u5316\u8f38\u51fa\u683c\u5f0f\uff0c\u4f60\u53ef\u4ee5\u6253\u9020\u66f4\u5f37\u5927\u7684\u63d0\u793a\u8a5e\u6700\u4f73\u5316\u5668\u3002\u9019\u6a23\u80fd\u7bc0\u7701 Token\u3001\u964d\u4f4e\u6210\u672c\uff0c\u4e26\u7372\u5f97\u66f4\u9ad8\u54c1\u8cea\u7684\u56de\u7b54\u3002\u9019\u4e9b\u6700\u4f73\u5316\u65b9\u6cd5\u53ef\u4ee5\u5e6b\u52a9\u4f60\u5728\u6bcf\u6b21\u547c\u53eb\u6700\u4f73\u5316\u5668\u6642\u90fd\u7372\u5f97\u66f4\u597d\u7684\u6548\u76ca\u3002<\/p>\n [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n \u9032\u968e LLM Token \u6700\u4f73\u5316<\/strong><\/h2>\n \u4f60\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u66f4\u9032\u968e\u7684\u65b9\u6cd5\u4f86\u6700\u4f73\u5316 LLM \u7684 Token \u4f7f\u7528\u3002\u9019\u4e9b\u65b9\u6cd5\u80fd\u5e6b\u52a9\u4f60\u7bc0\u7701 Token\uff0c\u4e26\u5f9e\u63d0\u793a\u8a5e\u4e2d\u5f97\u5230\u66f4\u9ad8\u54c1\u8cea\u7684\u56de\u7b54\u3002\u4f60\u5c07\u6703\u4e86\u89e3\u63d0\u793a\u8a5e\u58d3\u7e2e\u3001\u8f15\u91cf\u7d1a\u6a21\u578b\u904e\u6ffe\u4ee5\u53ca\u5feb\u53d6 Token \u7b49\u65b9\u6cd5\u3002\u6bcf\u7a2e\u65b9\u6cd5\u90fd\u6709\u81ea\u5df1\u7684\u6b65\u9a5f\uff0c\u7528\u4f86\u6e1b\u5c11 Token \u4e26\u7c21\u5316\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n \u63d0\u793a\u8a5e\u58d3\u7e2e<\/h3>\n \u63d0\u793a\u8a5e\u58d3\u7e2e\u53ef\u4ee5\u5728\u4e0d\u4e1f\u5931\u95dc\u9375\u8cc7\u8a0a\u7684\u524d\u63d0\u4e0b\u7e2e\u77ed\u63d0\u793a\u8a5e\u3002\u900f\u904e\u4e00\u7cfb\u5217\u6b65\u9a5f\u7cbe\u7c21\u548c\u91d0\u6e05\u63d0\u793a\u8a5e\uff0c\u5f9e\u800c\u63d0\u5347 Token \u4f7f\u7528\u6548\u7387\uff0c\u540c\u6642\u8b93\u63d0\u793a\u8a5e\u66f4\u5bb9\u6613\u88ab\u6a21\u578b\u7406\u89e3\u3002<\/p>\n \u4f60\u53ef\u4ee5\u904b\u7528 LLMLingua Library \u9019\u985e\u5de5\u5177\u4f86\u522a\u9664\u591a\u9918 Token\u3002LLMLingua \u58d3\u7e2e\u5728\u9032\u884c\u6fc0\u9032\u6700\u4f73\u5316\u7684\u540c\u6642\uff0c\u5e7e\u4e4e\u4e0d\u6703\u640d\u5bb3\u6548\u80fd\uff0c\u7279\u5225\u9069\u7528\u65bc\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09\u7cfb\u7d71\u3002\u4f60\u4e5f\u53ef\u4ee5\u7528\u77e5\u8b58\u84b8\u993e\uff1a\u7531\u5927\u578b\u300c\u6559\u5e2b\u300d\u6a21\u578b\u751f\u6210\u56de\u7b54\uff0c\u518d\u6559\u6703\u5c0f\u578b\u300c\u5b78\u751f\u300d\u6a21\u578b\u4f7f\u7528\u77ed\u63d0\u793a\u8a5e\u5f97\u5230\u76f8\u8fd1\u7d50\u679c\u3002\u57fa\u65bc\u6f14\u5316\u7684\u6700\u4f73\u5316\u5247\u6703\u751f\u6210\u591a\u7a2e\u63d0\u793a\u8a5e\u7248\u672c\uff0c\u5c0d\u5b83\u5011\u9032\u884c\u8a55\u4f30\uff0c\u4e26\u9078\u51fa\u8868\u73fe\u6700\u4f73\u7684\u4e00\u6279\u7e7c\u7e8c\u8b8a\u7570\u6539\u9032\u3002<\/p>\n \u4e0b\u9762\u7684\u8868\u683c\u5c55\u793a\u4e86\u5e7e\u7a2e\u63d0\u793a\u8a5e\u58d3\u7e2e\u65b9\u6cd5\uff1a<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n \u6280\u8853<\/th>\n \u8aaa\u660e<\/th>\n<\/tr>\n LLMLingua \u58d3\u7e2e<\/td>\n \u7d50\u5408\u6fc0\u9032\u6700\u4f73\u5316\u8207\u6975\u5c0f\u6548\u80fd\u640d\u5931\uff0c\u5c0d RAG \u7cfb\u7d71\u7279\u5225\u6709\u6548\u3002<\/td>\n<\/tr>\n \u77e5\u8b58\u84b8\u993e<\/td>\n \u4f7f\u7528\u5927\u578b\u300c\u6559\u5e2b\u300d\u6a21\u578b\u751f\u6210\u8f38\u51fa\uff0c\u7528\u77ed\u63d0\u793a\u8a5e\u8a13\u7df4\u8f03\u5c0f\u7684\u300c\u5b78\u751f\u300d\u6a21\u578b\u3002<\/td>\n<\/tr>\n \u57fa\u65bc\u6f14\u5316\u7684\u6700\u4f73\u5316<\/td>\n \u53d7\u907a\u50b3\u6f14\u7b97\u6cd5\u555f\u767c\uff0c\u751f\u6210\u591a\u500b\u63d0\u793a\u8a5e\u8b8a\u9ad4\uff0c\u8a55\u4f30\u5f8c\u9078\u64c7\u8868\u73fe\u6700\u512a\u8005\u4e26\u9032\u4e00\u6b65\u8b8a\u7570\u8fed\u4ee3\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5728\u5efa\u7f6e\u8cc7\u6599\u96c6\u6642\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u4ee5\u5b9a\u4f4d\u5b57\u5143\u5206\u9694\u7684\u5217\uff08tab-delimited\uff09\u4f86\u53d6\u4ee3 JSON\u3002\u7531\u65bc\u5b9a\u4f4d\u5b57\u5143\u5206\u9694\u683c\u5f0f\u66f4\u7cbe\u7c21\uff0c\u9019\u80fd\u6e1b\u5c11 Token \u4f7f\u7528\uff0c\u4f7f\u63d0\u793a\u8a5e\u66f4\u77ed\u3001\u66f4\u5bb9\u6613\u88ab\u6a21\u578b\u8655\u7406\u3002<\/p>\n \u8f15\u91cf\u7d1a\u6a21\u578b\u904e\u6ffe<\/h3>\n \u8f15\u91cf\u7d1a\u6a21\u578b\u904e\u6ffe\u4f7f\u7528\u5c0f\u6a21\u578b\u6aa2\u67e5\u63d0\u793a\u8a5e\u4e2d\u662f\u5426\u5b58\u5728\u591a\u9918 Token\u3002\u9019\u4e9b\u5c0f\u6a21\u578b\u53ef\u4ee5\u5e6b\u52a9\u4f60\u5f9e\u63d0\u793a\u8a5e\u4e2d\u522a\u9664\u5c0d LLM Token \u6700\u4f73\u5316\u6c92\u6709\u5e6b\u52a9\u7684\u90e8\u5206\uff0c\u5f9e\u800c\u53ea\u4fdd\u7559\u771f\u6b63\u91cd\u8981\u7684\u5167\u5bb9\u3002<\/p>\n \u4f60\u53ef\u4ee5\u4f7f\u7528\u8af8\u5982\u300c\u63d0\u793a\u8a5e\u526a\u679d\u300d\uff08prompt pruning\uff09\u9019\u985e\u6b65\u9a5f\u3002LLMLingua Library \u53ef\u4ee5\u5e6b\u52a9\u4f60\u79fb\u9664\u4e0d\u5fc5\u8981\u7684 Token\uff0c\u4f7f\u63d0\u793a\u8a5e\u66f4\u77ed\u3002\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528\u77e5\u8b58\u84b8\u993e\uff0c\u8b93\u5c0f\u6a21\u578b\u5728\u77ed\u63d0\u793a\u8a5e\u4e0b\u6a21\u4eff\u5927\u6a21\u578b\u7684\u56de\u7b54\u8868\u73fe\u3002\u57fa\u65bc\u6f14\u5316\u7684\u63d0\u793a\u8a5e\u6700\u4f73\u5316\u6703\u7528\u5230\u907a\u50b3\u6f14\u7b97\u6cd5\uff1a\u751f\u6210\u591a\u500b\u7248\u672c\uff0c\u9032\u884c\u8a55\u4f30\uff0c\u518d\u4f9d\u64da\u6548\u679c\u9078\u64c7\u8207\u6539\u9032\u3002<\/p>\n \u4ee5\u4e0b\u662f\u57f7\u884c\u8f15\u91cf\u7d1a\u6a21\u578b\u904e\u6ffe\u7684\u6b65\u9a5f\uff1a<\/p>\n \n \u4f7f\u7528\u5c0f\u6a21\u578b\u5c0d\u63d0\u793a\u8a5e\u9032\u884c\u6aa2\u67e5\u3002<\/li>\n \u522a\u9664\u5c0d\u4efb\u52d9\u6c92\u6709\u5e6b\u52a9\u7684 Token\u3002<\/li>\n \u6e2c\u8a66\u65b0\u63d0\u793a\u8a5e\u7684\u56de\u7b54\u54c1\u8cea\u3002<\/li>\n \u91cd\u8907\u4ee5\u4e0a\u6b65\u9a5f\uff0c\u6301\u7e8c\u6539\u9032\u63d0\u793a\u8a5e\u3002<\/li>\n<\/ol>\n \u900f\u904e\u9019\u7a2e\u65b9\u5f0f\uff0c\u4f60\u53ef\u4ee5\u7372\u5f97\u66f4\u597d\u7684\u6700\u4f73\u5316\u6548\u679c\u548c\u66f4\u5feb\u7684\u56de\u61c9\u901f\u5ea6\uff0c\u4e5f\u80fd\u8b93\u63d0\u793a\u8a5e\u66f4\u52a0\u6e05\u695a\u6613\u8b80\u3002<\/p>\n \u5feb\u53d6 Token \u8207\u63d0\u793a\u8a5e\u6539\u5beb\u5668<\/h3>\n \u5feb\u53d6 Token \u53ef\u4ee5\u63d0\u5347\u901f\u5ea6\u4e26\u6e1b\u5c11 Token \u4f7f\u7528\u3002\u4f60\u53ef\u4ee5\u5c07\u904e\u53bb\u63d0\u793a\u8a5e\u4e2d\u7684 Token \u5feb\u53d6\u8d77\u4f86\uff0c\u5728\u9700\u8981\u6642\u91cd\u8907\u4f7f\u7528\u3002\u9019\u6a23\u80fd\u5920\u5f37\u5316 LLM Token \u6700\u4f73\u5316\u6548\u679c\uff0c\u4e26\u8b93\u6574\u9ad4\u7cfb\u7d71\u904b\u4f5c\u66f4\u52a0\u9ad8\u6548\u3002<\/p>\n \u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528\u300c\u63d0\u793a\u8a5e\u6539\u5beb\u5668\u300d\uff08improvers\uff09\u4f86\u5354\u52a9\u6700\u4f73\u5316\u63d0\u793a\u8a5e\u3002\u6539\u5beb\u5668\u53ef\u4ee5\u5e6b\u52a9\u4f60\u627e\u5230\u4f7f\u7528\u5feb\u53d6 Token \u7684\u6700\u4f73\u65b9\u5f0f\uff0c\u4e26\u900f\u904e\u7279\u5b9a\u6b65\u9a5f\u9032\u4e00\u6b65\u7cbe\u7c21\u63d0\u793a\u8a5e\uff0c\u5f9e\u800c\u7bc0\u7701 Token\u3002<\/p>\n \u4e0b\u8868\u5c55\u793a\u4e86\u4f7f\u7528\u5feb\u53d6 Token \u8207\u6539\u5beb\u5668\u7684\u512a\u9ede\u8207\u9650\u5236\uff1a<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n \u512a\u9ede<\/th>\n \u9650\u5236<\/th>\n<\/tr>\n \u964d\u4f4e\u5ef6\u9072<\/td>\n \u53d7\u8108\u7d61\u8996\u7a97\u9650\u5236<\/td>\n<\/tr>\n \u63d0\u5347\u904b\u7b97\u6548\u7387<\/td>\n \u77e5\u8b58\u76f8\u5c0d\u975c\u614b<\/td>\n<\/tr>\n \u90e8\u7f72\u7c21\u55ae<\/td>\n \u53ef\u80fd\u5e36\u4f86\u6df7\u6dc6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u7531\u65bc\u5feb\u53d6 Token \u6e1b\u5c11\u4e86\u91cd\u8907\u8a08\u7b97\u548c\u67e5\u8a62\u7684\u958b\u92b7\uff0c\u4f60\u53ef\u4ee5\u66f4\u5feb\u5730\u7372\u5f97\u56de\u7b54\u3002\u4f60\u4e5f\u53ef\u4ee5\u6e1b\u5c11\u904b\u7b97\u8cc7\u6e90\u7684\u4f7f\u7528\uff0c\u56e0\u70ba\u4e0d\u518d\u9700\u8981\u7368\u7acb\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u6216\u5d4c\u5165\u6a21\u578b\uff0c\u7cfb\u7d71\u90e8\u7f72\u8207\u7dad\u8b77\u4e5f\u76f8\u5c0d\u66f4\u7c21\u55ae\u3002<\/p>\n \u7576\u7136\uff0c\u9019\u4e5f\u6709\u4e00\u4e9b\u9650\u5236\u3002\u8108\u7d61\u8996\u7a97\u6703\u9650\u5236\u4f60\u80fd\u5f15\u7528\u7684\u5feb\u53d6 Token \u6578\u91cf\u3002\u4f60\u9084\u9700\u8981\u7d93\u5e38\u66f4\u65b0\u5feb\u53d6\u4ee5\u53cd\u6620\u6700\u65b0\u8cc7\u8a0a\uff0c\u9019\u53ef\u80fd\u6703\u524a\u5f31\u5feb\u53d6\u7684\u6548\u76ca\u3002\u5982\u679c\u8108\u7d61\u904e\u5927\uff0c\u6a21\u578b\u4e5f\u6709\u53ef\u80fd\u6df7\u6dc6\u4e0d\u540c\u8cc7\u8a0a\u4f86\u6e90\u3002<\/p>\n \u4f60\u53ef\u4ee5\u900f\u904e\u4ee5\u4e0b\u65b9\u5f0f\u7ba1\u7406\u5feb\u53d6 Token\uff1a<\/p>\n \n \u53ea\u5feb\u53d6\u6700\u6709\u50f9\u503c\u7684\u5167\u5bb9\u3002<\/li>\n \u5b9a\u671f\u66f4\u65b0\u5feb\u53d6\u3002<\/li>\n \u4f7f\u7528\u63d0\u793a\u8a5e\u6539\u5beb\u5668\uff0c\u8b93\u63d0\u793a\u66f4\u6e05\u695a\uff0c\u964d\u4f4e\u6df7\u6dc6\u98a8\u96aa\u3002<\/li>\n<\/ul>\n \u4f60\u53ef\u4ee5\u4f7f\u7528 LLMLingua Library \u7b49\u5de5\u5177\u9032\u884c\u63d0\u793a\u8a5e\u526a\u679d\uff0c\u4e5f\u53ef\u4ee5\u900f\u904e\u77e5\u8b58\u84b8\u993e\uff0c\u7528\u77ed\u63d0\u793a\u8a5e\u8a13\u7df4\u5c0f\u6a21\u578b\u3002\u57fa\u65bc\u6f14\u5316\u7684\u6700\u4f73\u5316\u5247\u80fd\u4f9d\u64da\u8868\u73fe\u81ea\u52d5\u8abf\u6574\u8207\u6f14\u5316\u63d0\u793a\u8a5e\u3002<\/p>\n \u900f\u904e\u9019\u4e9b\u65b9\u6cd5\uff0c\u4f60\u53ef\u4ee5\u7372\u5f97\u66f4\u597d\u7684 Token \u6700\u4f73\u5316\u6548\u679c\u3001\u66f4\u5feb\u7684\u56de\u7b54\u901f\u5ea6\uff0c\u4ee5\u53ca\u66f4\u9806\u66a2\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002\u4f60\u53ef\u4ee5\u8b93\u63d0\u793a\u8a5e\u66f4\u77ed\u3001\u66f4\u6e05\u695a\uff0c\u7bc0\u7701 Token\uff0c\u4e26\u6700\u5927\u9650\u5ea6\u5730\u63d0\u5347 LLM Token \u6700\u4f73\u5316\u7684\u6548\u76ca\u3002<\/p>\n [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n \u7bc0\u7701 Token\uff1a\u771f\u5be6\u6848\u4f8b<\/strong><\/h2>\n \u6700\u4f73\u5316\u524d\u5f8c\u5c0d\u6bd4<\/h3>\n \u900f\u904e\u6bd4\u8f03\u771f\u5be6\u7bc4\u4f8b\uff0c\u4f60\u53ef\u4ee5\u66f4\u76f4\u89c0\u5730\u7406\u89e3\u6700\u4f73\u5316\u6548\u679c\u3002\u8a31\u591a\u4eba\u4e00\u958b\u59cb\u6703\u5beb\u5f97\u53c8\u9577\u53c8\u5ba2\u6c23\u7684\u63d0\u793a\u8a5e\uff0c\u9019\u4e0d\u50c5\u6703\u6d88\u8017\u66f4\u591a Token\uff0c\u6709\u6642\u9084\u6703\u964d\u4f4e\u6a21\u578b\u7684\u6e96\u78ba\u6027\u3002\u5982\u679c\u6539\u6210\u76f4\u63a5\u7684\u6307\u4ee4\u5f0f\u8868\u9054\uff0c\u5f80\u5f80\u80fd\u5728\u6e1b\u5c11 Token \u7684\u540c\u6642\u7372\u5f97\u66f4\u597d\u7684\u56de\u7b54\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u4e0d\u540c\u98a8\u683c\u5c0d\u6548\u80fd\u548c Token \u6578\u91cf\u7684\u5f71\u97ff\uff1a<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u98a8\u683c<\/th>\n \u5c0d\u6548\u80fd\u7684\u5f71\u97ff<\/th>\n \u5c0d Token \u6578\u91cf\u7684\u5f71\u97ff<\/th>\n<\/tr>\n \u79ae\u8c8c<\/td>\n \u964d\u4f4e\u6e96\u78ba\u7387<\/td>\n Token \u6578\u91cf\u8f03\u9ad8<\/td>\n<\/tr>\n \u76f4\u63a5<\/td>\n \u63d0\u9ad8\u6e96\u78ba\u7387<\/td>\n Token \u6578\u91cf\u8f03\u4f4e<\/td>\n<\/tr>\n \u4e2d\u6027<\/td>\n \u6548\u679c\u6ce2\u52d5<\/td>\n Token \u6578\u91cf\u9069\u4e2d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4f60\u53ef\u4ee5\u8a66\u8457\u628a\u63d0\u793a\u8a5e\u5f9e\u79ae\u8c8c\u63d0\u554f\u6539\u6210\u76f4\u63a5\u547d\u4ee4\u3002\u4f8b\u5982\uff0c\u8207\u5176\u8aaa\uff1a\u300cCould you please summarize this article for me in detail?\uff08\u4f60\u80fd\u5e6b\u6211\u8a73\u7d30\u7e3d\u7d50\u4e00\u4e0b\u9019\u7bc7\u6587\u7ae0\u55ce\uff1f\uff09\u300d\uff0c\u4e0d\u5982\u6539\u70ba\uff1a\u300cSummarize the article in three bullet points.\uff08\u7528\u4e09\u500b\u8981\u9ede\u7e3d\u7d50\u9019\u7bc7\u6587\u7ae0\u3002\uff09\u300d \u9019\u6a23\u7684\u5fae\u5c0f\u6539\u52d5\u80fd\u5e6b\u4f60\u7bc0\u7701 Token\uff0c\u4e26\u8b93\u63d0\u793a\u8a5e\u8868\u73fe\u66f4\u597d\u3002<\/p>\n \u5c0d Token \u4f7f\u7528\u7684\u5f71\u97ff<\/h3>\n \u771f\u5be6\u5c08\u6848\u986f\u793a\uff0c\u63d0\u793a\u8a5e\u6700\u4f73\u5316\u53ef\u4ee5\u986f\u8457\u6e1b\u5c11 Token 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More…<\/a><\/p>\n","protected":false},"author":1,"featured_media":30716,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[8116],"tags":[10556,10557,10558,10559,10560],"class_list":["post-30719","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-japan-dedicated-server-tc","tag-prompt-optimization","tag-token-optimization","tag-large-language-models","tag-reduce-llm-costs","tag-structured-output"],"acf":[],"yoast_head":"\n