{"id":35383,"date":"2024-12-24T08:59:52","date_gmt":"2024-12-24T00:59:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=35383"},"modified":"2024-12-24T08:59:52","modified_gmt":"2024-12-24T00:59:52","slug":"%e6%95%b4%e5%90%88-200-%e5%a4%9a%e9%a1%b9%e7%9b%b8%e5%85%b3%e7%a0%94%e7%a9%b6%ef%bc%8c%e5%a4%a7%e6%a8%a1%e5%9e%8b%e3%80%8c%e7%bb%88%e7%94%9f%e5%ad%a6%e4%b9%a0%e3%80%8d%e6%9c%80%e6%96%b0%e7%bb%bc","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35383","title":{"rendered":"\u6574\u5408 200 \u591a\u9879\u76f8\u5173\u7814\u7a76\uff0c\u5927\u6a21\u578b\u300c\u7ec8\u751f\u5b66\u4e60\u300d\u6700\u65b0\u7efc\u8ff0\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-01-6\" target=\"_blank\">\u6574\u5408 200 \u591a\u9879\u76f8\u5173\u7814\u7a76\uff0c\u5927\u6a21\u578b\u300c\u7ec8\u751f\u5b66\u4e60\u300d\u6700\u65b0\u7efc\u8ff0\u6765\u4e86<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6772cbda8ea7ea9cd00dedc410a30bad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6772cbda8ea7ea9cd00dedc410a30bad.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<section><strong>\u8be5\u8bba\u6587\u4f5c\u8005\u5747\u6765\u81ea\u4e8e\u534e\u5357\u7406\u5de5\u5927\u5b66\u9a6c\u5343\u91cc\u6559\u6388\u56e2\u961f\uff0c\u6240\u5728\u5b9e\u9a8c\u5ba4\u4e3a\u673a\u5668\u5b66\u4e60\u4e0e\u6570\u636e\u6316\u6398\u5b9e\u9a8c\u5ba4\u3002\u8bba\u6587\u7684\u4e09\u4f4d\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u4e3a\u535a\u58eb\u751f\u90d1\u4fca\u8c6a\u3001\u7855\u58eb\u751f\u90b1\u5723\u6d01\u3001\u7855\u58eb\u751f\u65bd\u6210\u660e\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5927\u6a21\u578b\u548c\u7ec8\u751f\u5b66\u4e60\u7b49\uff0c\u901a\u8baf\u4f5c\u8005\u4e3a\u9a6c\u5343\u91cc\u6559\u6388\uff08IEEE\/ACM TASLP \u526f\u4e3b\u7f16\uff09\u3002\u9a6c\u5343\u91cc\u6559\u6388\u56e2\u961f\u8fd1\u5e74\u6765\u5728\u56fd\u9645\u6743\u5a01\u671f\u520a\uff08\u5982 TPAMI \u7b49\uff09\u548c\u56fd\u9645\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\uff08\u5982 NeurIPS\u3001AAAI\u3001IJCAI\u3001ACL\u3001KDD\u3001ICDE \u7b49\uff09\u4e0a\u53d1\u8868\u591a\u7bc7 Time Series\/NLP\/Recommendation System \u76f8\u5173\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u548c\u56fd\u5185\u5916\u77e5\u540d\u9ad8\u6821\u3001\u79d1\u7814\u673a\u6784\u5e7f\u6cdb\u5f00\u5c55\u5408\u4f5c\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5404\u4e2a\u9886\u57df\u5e94\u7528\u7684\u4e0d\u65ad\u62d3\u5c55\uff0c\u5982\u4f55\u8ba9\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u8fde\u7eed\u9002\u5e94\u6570\u636e\u3001\u4efb\u52a1\u548c\u7528\u6237\u504f\u597d\u7684\u53d8\u5316\u6210\u4e3a\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u3002\u4f20\u7edf\u7684\u9759\u6001\u6570\u636e\u96c6\u8bad\u7ec3\u65b9\u6cd5\u5df2\u7ecf\u65e0\u6cd5\u6ee1\u8db3\u73b0\u5b9e\u4e16\u754c\u7684\u52a8\u6001\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u6311\u6218\uff0c\u7ec8\u751f\u5b66\u4e60\uff08Lifelong Learning\uff09\u6216\u8fde\u7eed\u5b66\u4e60\uff08Continual Learning\uff09\u6280\u672f\u5e94\u8fd0\u800c\u751f\u3002\u5b83\u80fd\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5176\u5de5\u4f5c\u5bff\u547d\u4e2d\u4e0d\u65ad\u5b66\u4e60\u548c\u9002\u5e94\uff0c\u5728\u6574\u5408\u65b0\u77e5\u8bc6\u7684\u540c\u65f6\u4fdd\u7559\u4ee5\u524d\u5b66\u4e60\u8fc7\u7684\u4fe1\u606f\uff0c\u9632\u6b62\u707e\u96be\u6027\u9057\u5fd8\uff08Catastrophic Forgetting\uff09\u3002<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u6765\u81ea\u534e\u5357\u7406\u5de5\u5927\u5b66\u7684\u7814\u7a76\u8005\u8c03\u7814\u3001\u6574\u7406\u5e76\u603b\u7ed3\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u7ec8\u751f\u5b66\u4e60\uff08Lifelong Learning\uff09\u65b9\u6cd5\u53ca\u5176\u53d1\u5c55\u524d\u666f\uff0c\u5e76\u5c06\u5176\u603b\u7ed3\u4e3a\u4e00\u7bc7\u5168\u9762\u4e14\u524d\u6cbf\u7684\u7efc\u8ff0\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e15c3d683e3ac11f7ed24c42003e5e89.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e15c3d683e3ac11f7ed24c42003e5e89.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aTowards Lifelong Learning of Large Language Models: A Survey<\/section>\n<\/li>\n<li>\n<section>\u673a\u6784\uff1a\u534e\u5357\u7406\u5de5\u5927\u5b66<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2406.06391<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/qianlima-lab\/awesome-lifelong-learning-methods-for-llm<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u56fe 1 \u5c55\u793a\u4e86\u7ec8\u751f\u5b66\u4e60\uff08Lifelong Learning\uff09\u5728\u5927\u8bed\u8a00\u6a21\u578b\u548c\u4eba\u7c7b\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u7684\u7c7b\u6bd4\u3002\u56fe\u4e2d\u901a\u8fc7\u4e24\u6761\u5e73\u884c\u7684\u5b66\u4e60\u8def\u5f84\u6765\u5c55\u793a\u4eba\u7c7b\u548c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7ec8\u751f\u5b66\u4e60\u4e2d\u7684\u8fdb\u5316\u8fc7\u7a0b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4f85a8e4eff43f6771517353d3ab604a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4f85a8e4eff43f6771517353d3ab604a.png\"><\/a><\/p>\n<section><strong>\u4eba\u7c7b\u5b66\u4e60\uff08Human Learning\uff09<\/strong><\/section>\n<section><\/section>\n<section>1. \u6b65\u884c\uff08Walk\uff09\uff1a\u4eba\u7c7b\u4ece\u6700\u57fa\u7840\u7684\u6280\u80fd\uff08\u5982\u6b65\u884c\uff09\u5f00\u59cb\u5b66\u4e60\u3002<\/section>\n<section>2. \u9a91\u81ea\u884c\u8f66\uff08Ride a Bike\uff09\uff1a\u968f\u7740\u5b66\u4e60\u7684\u8fdb\u5c55\uff0c\u4eba\u7c7b\u638c\u63e1\u4e86\u66f4\u590d\u6742\u7684\u6280\u80fd\uff08\u5982\u9a91\u81ea\u884c\u8f66\uff09\u3002<\/section>\n<section>3. \u5f00\u8f66\uff08Drive a Car\uff09\uff1a\u6700\u7ec8\uff0c\u4eba\u7c7b\u53ef\u4ee5\u638c\u63e1\u66f4\u52a0\u590d\u6742\u548c\u9ad8\u7ea7\u7684\u6280\u80fd\uff08\u5982\u5f00\u8f66\uff09\u3002<\/section>\n<section><\/section>\n<section>\u6bcf\u4e00\u6b65\u90fd\u4ee3\u8868\u7740\u4eba\u7c7b\u5728\u7ec8\u751f\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u83b7\u53d6\u65b0\u6280\u80fd\u548c\u77e5\u8bc6\u7684\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section><strong>\u5927\u8bed\u8a00\u6a21\u578b\u5b66\u4e60\uff08LLMs Learning\uff09<\/strong><\/section>\n<section><\/section>\n<section>1. \u65b0\u8bed\u8a00\uff08New Language\uff09\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u4ece\u5b66\u4e60\u65b0\u7684\u8bed\u8a00\u5f00\u59cb\uff08\u5982\u5b66\u4f1a\u5904\u7406\u4e0d\u540c\u7684\u81ea\u7136\u8bed\u8a00\uff09\u3002<\/section>\n<section>2. \u65b0\u9886\u57df\uff08New Domain\uff09\uff1a\u63a5\u4e0b\u6765\uff0c\u6a21\u578b\u5b66\u4e60\u65b0\u7684\u9886\u57df\u77e5\u8bc6\uff08\u5982\u4ece\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6269\u5c55\u5230\u533b\u5b66\u9886\u57df\uff09\u3002<\/section>\n<section>3. \u65b0\u4fe1\u606f\uff08New Information\uff09\uff1a\u6700\u7ec8\uff0c\u6a21\u578b\u53ef\u4ee5\u5b66\u4e60\u548c\u6574\u5408\u65b0\u7684\u4fe1\u606f\uff0c\u65e0\u8bba\u662f\u8bed\u8a00\u8fd8\u662f\u9886\u57df\u3002<\/section>\n<section><\/section>\n<section>\u6bcf\u4e00\u6b65\u4ee3\u8868\u7740\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7ec8\u751f\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u6269\u5c55\u548c\u66f4\u65b0\u77e5\u8bc6\u7684\u8fc7\u7a0b\u3002\u8fd9\u5f20\u56fe\u5f3a\u8c03\u7ec8\u751f\u5b66\u4e60\u7684\u8fc7\u7a0b\uff1a\u7ec8\u751f\u5b66\u4e60\u662f\u4e00\u4e2a\u8fde\u7eed\u7684\u8fc7\u7a0b\uff0c\u6db5\u76d6\u4e86\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7\u7684\u9010\u6b65\u8fdb\u5316\u3002\u7ec8\u751f\u5b66\u4e60\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u7684\u77e5\u8bc6\u79ef\u7d2f\uff0c\u800c\u662f\u4e00\u4e2a\u52a8\u6001\u7684\u3001\u4e0d\u65ad\u8fdb\u5316\u7684\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u7ec8\u751f\u5b66\u4e60\u5df2\u6210\u4e3a\u4e00\u4e2a\u8d8a\u6765\u8d8a\u70ed\u95e8\u7684\u7814\u7a76\u8bfe\u9898\uff0c\u6d8c\u73b0\u51fa\u6709\u5173\u795e\u7ecf\u7f51\u7edc\u7ec8\u751f\u5b66\u4e60\u7684\u5927\u89c4\u6a21\u8c03\u67e5\u3002\u5927\u591a\u6570\u73b0\u6709\u7814\u7a76\u4e3b\u8981\u5173\u6ce8\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7684\u7ec8\u751f\u5b66\u4e60\u7684\u5404\u79cd\u5e94\u7528\u573a\u666f\u548c\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u7ec8\u751f\u5b66\u4e60\u3002\u7136\u800c\uff0c\u53ea\u6709\u5c11\u91cf\u6587\u732e\u5173\u6ce8\u8bed\u8a00\u6a21\u578b\u7684\u7ec8\u751f\u5b66\u4e60\u3002\u5c3d\u7ba1\u6700\u8fd1\u7684\u4e00\u4e9b\u7efc\u8ff0\u6536\u96c6\u4e86\u7ec8\u751f\u5b66\u4e60\u7684\u6700\u65b0\u6587\u732e\uff0c\u4f46\u90fd\u6ca1\u6709\u6d89\u53ca\u8fde\u7eed\u6587\u672c\u5206\u7c7b\u3001\u8fde\u7eed\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u8fde\u7eed\u5173\u7cfb\u63d0\u53d6\u548c\u8fde\u7eed\u673a\u5668\u7ffb\u8bd1\u7b49\u573a\u666f\uff0c\u5bf9\u8fde\u7eed\u5bf9\u9f50\u3001\u8fde\u7eed\u77e5\u8bc6\u7f16\u8f91\u3001\u57fa\u4e8e\u5de5\u5177\u7684\u7ec8\u751f\u5b66\u4e60\u548c\u57fa\u4e8e\u68c0\u7d22\u7684\u7ec8\u751f\u5b66\u4e60\u7684\u8ba8\u8bba\u4e5f\u5f88\u5c11\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u7bc7\u7efc\u8ff0\u662f\u7b2c\u4e00\u4e2a\u4ece 12 \u4e2a\u573a\u666f\u51fa\u53d1\uff0c\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u7ec8\u751f\u5b66\u4e60\u65b9\u6cd5\u8fdb\u884c\u5168\u9762\u7cfb\u7edf\u7814\u7a76\u7684\u8c03\u67e5\u3002<\/section>\n<section><\/section>\n<section>\u603b\u4f53\u6765\u8bf4\uff0c\u7efc\u8ff0\u7684\u4e3b\u8981\u8d21\u732e\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u65b0\u9896\u5206\u7c7b\uff1a\u5f15\u5165\u4e86\u4e00\u4e2a\u8be6\u7ec6\u7684\u7ed3\u6784\u5316\u6846\u67b6\uff0c\u5c06\u6709\u5173\u7ec8\u751f\u5b66\u4e60\u7684\u5927\u91cf\u6587\u732e\u5206\u4e3a 12 \u4e2a\u573a\u666f\uff1b<\/section>\n<\/li>\n<li>\n<section>\u901a\u7528\u6280\u672f\uff1a\u786e\u5b9a\u4e86\u6240\u6709\u7ec8\u751f\u5b66\u4e60\u60c5\u51b5\u4e0b\u7684\u901a\u7528\u6280\u672f\uff0c\u5e76\u5c06\u73b0\u6709\u6587\u732e\u5206\u4e3a\u6bcf\u4e2a\u573a\u666f\u4e2d\u4e0d\u540c\u7684\u6280\u672f\u7ec4\uff1b<\/section>\n<\/li>\n<li>\n<section>\u672a\u6765\u65b9\u5411\uff1a\u5f3a\u8c03\u4e86\u4e00\u4e9b\u65b0\u5174\u6280\u672f\uff0c\u5982\u6a21\u578b\u6269\u5c55\u548c\u6570\u636e\u9009\u62e9\uff0c\u8fd9\u4e9b\u6280\u672f\u5728\u524d LLM \u65f6\u4ee3\u63a2\u7d22\u8f83\u5c11\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e00\u3001\u5f15\u8a00<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u7efc\u8ff0\u7cfb\u7edf\u5730\u603b\u7ed3\u4e86\u73b0\u6709\u7684\u7ec8\u751f\u5b66\u4e60\u6280\u672f\u65b9\u6cd5\uff0c\u5728\u56fe 2 \u4e2d\u5c06\u5176\u5206\u4e3a\u5185\u90e8\u77e5\u8bc6\u548c\u5916\u90e8\u77e5\u8bc6\u4e24\u5927\u7c7b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2fd34b1b7bbdf8ccb6449e183cfe1e9b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2fd34b1b7bbdf8ccb6449e183cfe1e9b.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u5185\u90e8\u77e5\u8bc6\u662f\u6307\u901a\u8fc7\u5b8c\u5168\u6216\u90e8\u5206\u8bad\u7ec3\u5c06\u65b0\u77e5\u8bc6\u5438\u6536\u5230\u6a21\u578b\u53c2\u6570\u4e2d\uff0c\u5305\u62ec\u8fde\u7eed\u9884\u8bad\u7ec3\u548c\u8fde\u7eed\u5fae\u8c03\u3002<\/section>\n<\/li>\n<li>\n<section>\u5916\u90e8\u77e5\u8bc6\u662f\u6307\u5728\u4e0d\u66f4\u65b0\u6a21\u578b\u53c2\u6570\u7684\u60c5\u51b5\u4e0b\uff0c\u5c06\u7ef4\u57fa\u767e\u79d1\u6216\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u7b49\u5916\u90e8\u8d44\u6e90\u4e2d\u7684\u65b0\u77e5\u8bc6\u7eb3\u5165\u6a21\u578b\uff0c\u5305\u62ec\u57fa\u4e8e\u68c0\u7d22\u7684\u7ec8\u751f\u5b66\u4e60\u548c\u57fa\u4e8e\u5de5\u5177\u7684\u7ec8\u751f\u5b66\u4e60\u3002<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section><strong>\u5185\u90e8\u77e5\u8bc6\uff08Internal Knowledge\uff09<\/strong><\/section>\n<section><\/section>\n<section>1. \u8fde\u7eed\u9884\u8bad\u7ec3\uff08Continual Pretraining\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8fde\u7eed\u5782\u76f4\u9886\u57df\u9884\u8bad\u7ec3\uff08Continual Vertical Domain Pretraining\uff09\uff1a\u9488\u5bf9\u7279\u5b9a\u5782\u76f4\u9886\u57df\uff08\u5982\u91d1\u878d\u3001\u533b\u7597\u7b49\uff09\u8fdb\u884c\u7684\u8fde\u7eed\u9884\u8bad\u7ec3\u3002<\/section>\n<\/li>\n<li>\n<section>\u8fde\u7eed\u8bed\u8a00\u9886\u57df\u9884\u8bad\u7ec3\uff08Continual Language Domain Pretraining\uff09\uff1a\u9488\u5bf9\u81ea\u7136\u8bed\u8a00\u548c\u4ee3\u7801\u8bed\u8a00\u8fdb\u884c\u7684\u8fde\u7eed\u9884\u8bad\u7ec3\u3002<\/section>\n<\/li>\n<li>\n<section>\u8fde\u7eed\u65f6\u95f4\u9886\u57df\u9884\u8bad\u7ec3\uff08Continual Temporal Domain Pretraining\uff09\uff1a\u9488\u5bf9\u65f6\u95f4\u76f8\u5173\u6570\u636e\uff08\u5982\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff09\u7684\u8fde\u7eed\u9884\u8bad\u7ec3\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>2. \u8fde\u7eed\u5fae\u8c03\uff08Continual Finetuning\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7279\u5b9a\u4efb\u52a1\uff08Task Specific\uff09\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u8fde\u7eed\u6587\u672c\u5206\u7c7b\uff08Continual Text Classification\uff09\uff1a\u9488\u5bf9\u6587\u672c\u5206\u7c7b\u4efb\u52a1\u8fdb\u884c\u7684\u8fde\u7eed\u5fae\u8c03\u3002<\/section>\n<\/li>\n<li>\n<section>\u8fde\u7eed\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08Continual Named Entity Recognition\uff09\uff1a\u9488\u5bf9\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u4efb\u52a1\u8fdb\u884c\u7684\u8fde\u7eed\u5fae\u8c03\u3002<\/section>\n<\/li>\n<li>\n<section>\u8fde\u7eed\u5173\u7cfb\u62bd\u53d6\uff08Continual Relation Extraction\uff09\uff1a\u9488\u5bf9\u5173\u7cfb\u62bd\u53d6\u4efb\u52a1\u8fdb\u884c\u7684\u8fde\u7eed\u5fae\u8c03\u3002<\/section>\n<\/li>\n<li>\n<section>\u8fde\u7eed\u673a\u5668\u7ffb\u8bd1\uff08Continual Machine Translation\uff09\uff1a\u9488\u5bf9\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u8fdb\u884c\u7684\u8fde\u7eed\u5fae\u8c03\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u4efb\u52a1\u65e0\u5173\uff08Task Agnostic\uff09\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u8fde\u7eed\u6307\u4ee4\u5fae\u8c03\uff08Continual Instruction-Tuning\uff09\uff1a\u901a\u8fc7\u6307\u4ee4\u5fae\u8c03\u5b9e\u73b0\u6a21\u578b\u7684\u8fde\u7eed\u5b66\u4e60\u3002<\/section>\n<\/li>\n<li>\n<section>\u8fde\u7eed\u77e5\u8bc6\u7f16\u8f91\uff08Continual Knowledge Editing\uff09\uff1a\u9488\u5bf9\u77e5\u8bc6\u66f4\u65b0\u8fdb\u884c\u7684\u8fde\u7eed\u5b66\u4e60\u3002<\/section>\n<\/li>\n<li>\n<section>\u8fde\u7eed\u5bf9\u9f50\uff08Continual Alignment\uff09\uff1a\u9488\u5bf9\u6a21\u578b\u4e0e\u65b0\u4efb\u52a1\u5bf9\u9f50\u8fdb\u884c\u7684\u8fde\u7eed\u5b66\u4e60\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5916\u90e8\u77e5\u8bc6\uff08External Knowledge\uff09<\/strong><\/section>\n<section><\/section>\n<section>1. \u57fa\u4e8e\u68c0\u7d22\u7684\u7ec8\u751f\u5b66\u4e60\uff08Retrieval-Based Lifelong Learning\uff09\uff1a\u901a\u8fc7\u68c0\u7d22\u5916\u90e8\u77e5\u8bc6\u5e93\u5b9e\u73b0\u7684\u7ec8\u751f\u5b66\u4e60\u3002<\/section>\n<section><\/section>\n<section>2. \u57fa\u4e8e\u5de5\u5177\u7684\u7ec8\u751f\u5b66\u4e60\uff08Tool-Based Lifelong Learning\uff09\uff1a\u901a\u8fc7\u8c03\u7528\u5916\u90e8\u5de5\u5177\u5b9e\u73b0\u7684\u7ec8\u751f\u5b66\u4e60\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e8c\u3001\u7ec8\u751f\u5b66\u4e60\u6982\u51b5<\/strong><\/section>\n<section><\/section>\n<section><strong>2.1 \u95ee\u9898\u5b9a\u4e49<\/strong><\/section>\n<section><\/section>\n<section>\u7ec8\u751f\u5b66\u4e60\u7684\u76ee\u6807\u662f\u4ece\u4e00\u7cfb\u5217\u4efb\u52a1\u4e2d\u5b66\u4e60\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\uff0c\u901a\u8fc7\u8f93\u5165\u81ea\u7136\u8bed\u8a00\uff0c\u751f\u6210\u76ee\u6807\u8f93\u51fa\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u751f\u6210\u4efb\u52a1\uff0c\u5982\u95ee\u7b54\uff0c\u8f93\u5165\u548c\u8f93\u51fa\u5206\u522b\u4ee3\u8868\u95ee\u9898\u548c\u7b54\u6848\uff1b\u5bf9\u4e8e\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\uff0c\u8f93\u5165\u548c\u8f93\u51fa\u4ee3\u8868\u6e90\u8bed\u8a00\u548c\u76ee\u6807\u8bed\u8a00\uff1b\u5bf9\u4e8e\u6587\u672c\u5206\u7c7b\u4efb\u52a1\uff0c\u8f93\u5165\u4e3a\u6587\u672c\u5185\u5bb9\uff0c\u8f93\u51fa\u4e3a\u7c7b\u522b\u6807\u7b7e\uff1b\u5bf9\u4e8e\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u4efb\u52a1\uff0c\u8f93\u5165\u4e3a\u4e00\u7cfb\u5217\u7684\u8bcd\u5143\uff0c\u8f93\u51fa\u4e3a\u76f8\u5e94\u7684\u4e0b\u4e00\u4e2a\u8bcd\u5143\u3002<\/section>\n<section><\/section>\n<section><strong>2.2 \u8bc4\u4f30\u6307\u6807<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u7efc\u8ff0\u4ecb\u7ecd\u4e86\u8bc4\u4f30\u7ec8\u751f\u5b66\u4e60\u6548\u679c\u7684\u6307\u6807\uff0c\u4e3b\u8981\u4ece\u6574\u4f53\u6027\u80fd\u3001\u7a33\u5b9a\u6027\u548c\u9002\u5e94\u6027\u4e09\u4e2a\u89d2\u5ea6\u8fdb\u884c\u8bc4\u4f30\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6574\u4f53\u6027\u80fd\uff08Overall Measurement\uff09\uff1a\u5305\u62ec\u5e73\u5747\u51c6\u786e\u7387\uff08AA\uff09\u548c\u5e73\u5747\u589e\u91cf\u51c6\u786e\u7387\uff08AIA\uff09\u3002AA \u662f\u6307\u6a21\u578b\u5728\u5b66\u4e60\u6240\u6709\u4efb\u52a1\u540e\u7684\u5e73\u5747\u8868\u73b0\uff0c\u800c AIA \u5219\u8003\u8651\u4e86\u6bcf\u4e2a\u4efb\u52a1\u5b66\u4e60\u540e\u7684\u5386\u53f2\u53d8\u5316\u3002<\/section>\n<\/li>\n<li>\n<section>\u7a33\u5b9a\u6027\u6d4b\u91cf\uff08Stability Measurement\uff09\uff1a\u5305\u62ec\u9057\u5fd8\u6d4b\u91cf\uff08FGT\uff09\u548c\u5411\u540e\u8f6c\u79fb\uff08BWT\uff09\u3002FGT \u8bc4\u4f30\u65e7\u4efb\u52a1\u7684\u5e73\u5747\u6027\u80fd\u4e0b\u964d\uff0c\u800c BWT \u8bc4\u4f30\u65e7\u4efb\u52a1\u7684\u5e73\u5747\u6027\u80fd\u53d8\u5316\u3002<\/section>\n<\/li>\n<li>\n<section>\u9002\u5e94\u6027\u6d4b\u91cf\uff08Plasticity Measurement\uff09\uff1a\u5305\u62ec\u5411\u524d\u8f6c\u79fb\uff08FWD\uff09\uff0c\u5373\u6a21\u578b\u5728\u65b0\u4efb\u52a1\u4e0a\u6027\u80fd\u7684\u5e73\u5747\u63d0\u5347\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>2.3 \u901a\u7528\u6280\u672f<\/strong><\/section>\n<section><\/section>\n<section>\u7efc\u8ff0\u5728\u56fe 3 \u4e2d\u5c55\u793a\u4e86\u56db\u79cd\u4e3b\u8981\u7684\u7ec8\u751f\u5b66\u4e60\u65b9\u6cd5\uff0c\u7528\u4e8e\u5e94\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u8fde\u7eed\u4efb\u52a1\uff08Task <em>t-1\u00a0<\/em>\u5230 Task <em>t<\/em>\uff09\u65f6\u7684\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\u3002\u4ee5\u4e0b\u662f\u5bf9\u6bcf\u79cd\u65b9\u6cd5\u7684\u89e3\u91ca\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-df1e7d8a5706e9df28844ffe7f2e46da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-df1e7d8a5706e9df28844ffe7f2e46da.png\"><\/a><\/p>\n<section>(a) \u57fa\u4e8e\u91cd\u653e\u7684\u65b9\u6cd5\uff08Replay-Based Methods\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u542b\u4e49\uff1a\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u5728\u8bad\u7ec3\u65b0\u4efb\u52a1\u65f6\u91cd\u653e\u4ee5\u524d\u4efb\u52a1\u7684\u6570\u636e\uff0c\u6765\u5de9\u56fa\u6a21\u578b\u5bf9\u65e7\u4efb\u52a1\u7684\u8bb0\u5fc6\u3002\u901a\u5e38\uff0c\u91cd\u653e\u7684\u6570\u636e\u4f1a\u88ab\u5b58\u50a8\u5728\u4e00\u4e2a\u7f13\u51b2\u533a\uff08Buffer\uff09\u4e2d\uff0c\u5e76\u4e0e\u5f53\u524d\u4efb\u52a1\u7684\u6570\u636e\u4e00\u8d77\u7528\u4e8e\u8bad\u7ec3\u3002\u4e3b\u8981\u5305\u62ec\uff1a<\/section>\n<\/li>\n<\/ul>\n<p>\u2013\u7ecf\u9a8c\u91cd\u653e\uff08Experience Replay\uff09\uff1a\u901a\u8fc7\u4fdd\u5b58\u4e00\u90e8\u5206\u65e7\u4efb\u52a1\u7684\u6570\u636e\u6837\u672c\uff0c\u5e76\u5728\u8bad\u7ec3\u65b0\u4efb\u52a1\u65f6\u5c06\u8fd9\u4e9b\u6570\u636e\u91cd\u65b0\u7528\u4e8e\u8bad\u7ec3\uff0c\u4ece\u800c\u51cf\u5c11\u9057\u5fd8\u7684\u53d1\u751f\u3002<\/p>\n<p>\u2013\u751f\u6210\u91cd\u653e\uff08Generative Replay\uff09\uff1a\u4e0d\u540c\u4e8e\u4fdd\u5b58\u65e7\u6570\u636e\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5229\u7528\u751f\u6210\u6a21\u578b\u6765\u521b\u5efa\u4f2a\u6837\u672c\uff0c\u4ece\u800c\u5728\u65b0\u4efb\u52a1\u7684\u8bad\u7ec3\u4e2d\u5f15\u5165\u65e7\u4efb\u52a1\u7684\u77e5\u8bc6\u3002<\/p>\n<ul>\n<li>\n<section>\u56fe\u793a\uff1a\u56fe 3 \u4e2d\u663e\u793a\u4e86\u4ece Task <em>t-1<\/em> \u5230 Task <em>t<\/em> \u7684\u8fc7\u7a0b\uff0c\u6a21\u578b\u5728\u8bad\u7ec3 Task <em>t<\/em> \u65f6\uff0c\u4f7f\u7528\u4e86\u7f13\u51b2\u533a\u4e2d\u7684\u65e7\u6570\u636e\uff08Input <em>t-1\u00a0<\/em>\uff09\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>(b) \u57fa\u4e8e\u6b63\u5219\u5316\u7684\u65b9\u6cd5\uff08Regularization-Based Methods\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u542b\u4e49\uff1a\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u5bf9\u6a21\u578b\u53c2\u6570\u65bd\u52a0\u6b63\u5219\u5316\u7ea6\u675f\uff0c\u6765\u9632\u6b62\u6a21\u578b\u5728\u5b66\u4e60\u65b0\u4efb\u52a1\u65f6\u5bf9\u65e7\u4efb\u52a1\u53c2\u6570\u7684\u8fc7\u5ea6\u8c03\u6574\u3002\u6b63\u5219\u5316\u7ea6\u675f\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u4fdd\u7559\u5bf9\u65e7\u4efb\u52a1\u7684\u8bb0\u5fc6\u3002\u4e3b\u8981\u5305\u62ec\uff1a<\/section>\n<\/li>\n<\/ul>\n<p>\u2013\u6743\u91cd\u6b63\u5219\u5316\uff08Weight Regularization\uff09\uff1a\u901a\u8fc7\u5bf9\u6a21\u578b\u53c2\u6570\u65bd\u52a0\u989d\u5916\u7684\u7ea6\u675f\uff0c\u9650\u5236\u65b0\u4efb\u52a1\u8bad\u7ec3\u65f6\u5bf9\u91cd\u8981\u6743\u91cd\u7684\u4fee\u6539\uff0c\u4ee5\u6b64\u4fdd\u62a4\u65e7\u4efb\u52a1\u7684\u77e5\u8bc6\u3002\u4f8b\u5982\uff0cL2 \u6b63\u5219\u5316\u548c\u5f39\u6027\u6743\u91cd\u5de9\u56fa\uff08Elastic Weight Consolidation\uff0cEWC\uff09\u5c31\u662f\u5e38\u89c1\u7684\u6280\u672f\u3002<\/p>\n<p>\u2013\u7279\u5f81\u6b63\u5219\u5316\uff08Feature Regularization\uff09\uff1a\u6b63\u5219\u5316\u4e0d\u4ec5\u53ef\u4ee5\u4f5c\u7528\u4e8e\u6743\u91cd\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7\u9650\u5236\u6a21\u578b\u5728\u7279\u5f81\u7a7a\u95f4\u4e2d\u7684\u8868\u73b0\uff0c\u786e\u4fdd\u65b0\u65e7\u4efb\u52a1\u4e4b\u95f4\u7684\u7279\u5f81\u5206\u5e03\u4fdd\u6301\u7a33\u5b9a\u3002<\/p>\n<ul>\n<li>\n<section>\u56fe\u793a\uff1a\u56fe 3 \u4e2d\u663e\u793a\u4e86\u4ece Task <em>t-1<\/em> \u5230 Task <em>t<\/em> \u7684\u8fc7\u7a0b\uff0c\u6a21\u578b\u5728\u8bad\u7ec3 Task <em>t<\/em> \u65f6\uff0c\u901a\u8fc7\u53c2\u6570\u6b63\u5219\u5316\u6765\u4fdd\u6301\u5bf9 Task <em>t-1<\/em> \u7684\u6027\u80fd\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>(c) \u57fa\u4e8e\u67b6\u6784\u7684\u65b9\u6cd5\uff08Architecture-Based Methods\uff09\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6a1fe566ae9c5df39bad82f8023a689f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6a1fe566ae9c5df39bad82f8023a689f.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u542b\u4e49\uff1a\u8fd9\u79cd\u65b9\u6cd5\u4fa7\u91cd\u4e8e\u8c03\u6574\u6a21\u578b\u7ed3\u6784\uff0c\u4ee5\u4fbf\u65e0\u7f1d\u96c6\u6210\u65b0\u4efb\u52a1\uff0c\u540c\u65f6\u5c3d\u91cf\u51cf\u5c11\u5bf9\u5148\u524d\u6240\u5b66\u77e5\u8bc6\u7684\u5e72\u6270\u3002\u4e3b\u8981\u5305\u62ec\u56fe 4 \u4e2d\u7684\u516d\u79cd\u65b9\u6cd5\uff1a<\/section>\n<\/li>\n<\/ul>\n<p>\u2013(a) \u63d0\u793a\u8bcd\u5fae\u8c03\uff08Prompt Tuning\uff09\uff1a\u901a\u8fc7\u5728\u6a21\u578b\u7684\u8f93\u5165\u524d\u6dfb\u52a0 \u201c\u8f6f\u63d0\u793a\u8bcd\u201d\uff08Soft Prompts\uff09\uff0c\u4ee5\u5f15\u5bfc\u6a21\u578b\u7684\u751f\u6210\u6216\u5206\u7c7b\u4efb\u52a1\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ea\u9700\u8981\u8c03\u6574\u5c11\u91cf\u7684\u53c2\u6570\uff08\u5373\u63d0\u793a\u8bcd\uff09\uff0c\u800c\u4e0d\u9700\u8981\u6539\u53d8\u6a21\u578b\u7684\u4e3b\u5e72\u7ed3\u6784\u3002<\/p>\n<p>\u2013(b) \u524d\u7f00\u5fae\u8c03\uff08Prefix Tuning\uff09\uff1a\u5728\u8f93\u5165\u5e8f\u5217\u7684\u524d\u7f00\u90e8\u5206\u6dfb\u52a0\u8bad\u7ec3\u597d\u7684\u53ef\u8c03\u53c2\u6570\uff0c\u8fd9\u4e9b\u53c2\u6570\u88ab\u63d2\u5165\u5230 Transformer \u5c42\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u4e2d\uff0c\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u6355\u6349\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n<p>\u2013(c) \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff0cLow-Rank Adaptation\uff09\uff1aLoRA \u901a\u8fc7\u5728\u7279\u5b9a\u5c42\u6b21\u4e0a\u589e\u52a0\u4f4e\u79e9\u77e9\u9635\u6765\u9002\u5e94\u65b0\u7684\u4efb\u52a1\uff0c\u800c\u4e0d\u9700\u8981\u6539\u53d8\u5927\u6a21\u578b\u7684\u4e3b\u8981\u6743\u91cd\u3002\u8fd9\u79cd\u65b9\u6cd5\u6781\u5927\u5730\u51cf\u5c11\u4e86\u53c2\u6570\u8c03\u6574\u7684\u6570\u91cf\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p>\u2013(d) \u9002\u914d\u5668\uff08Adapters\uff09\uff1aAdapters \u662f\u63d2\u5165\u5230\u6a21\u578b\u4e0d\u540c\u5c42\u4e4b\u95f4\u7684\u53ef\u8bad\u7ec3\u6a21\u5757\uff0c\u8fd9\u4e9b\u6a21\u5757\u80fd\u591f\u5728\u4e0d\u6539\u53d8\u539f\u6709\u6a21\u578b\u6743\u91cd\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u5c11\u91cf\u7684\u9644\u52a0\u53c2\u6570\u6765\u9002\u5e94\u65b0\u4efb\u52a1\u3002\u901a\u5e38\u5e94\u7528\u5728 FFN\uff08Feed Forward Network\uff09\u548c MHA\uff08Multi-Head Attention\uff09\u90e8\u5206\u3002<\/p>\n<p>\u2013(e) \u4e13\u5bb6\u6df7\u5408\uff08Mixture of Experts\uff09\uff1a\u901a\u8fc7\u9009\u62e9\u6027\u5730\u6fc0\u6d3b\u67d0\u4e9b \u201c\u4e13\u5bb6\u201d \u6a21\u5757\u6765\u5904\u7406\u4e0d\u540c\u7684\u8f93\u5165\uff0c\u8fd9\u4e9b\u4e13\u5bb6\u6a21\u5757\u53ef\u4ee5\u662f\u6a21\u578b\u4e2d\u7684\u7279\u5b9a\u5c42\u6216\u8005\u5b50\u7f51\u7edc\u3002Router \u6a21\u5757\u8d1f\u8d23\u51b3\u5b9a\u54ea\u4e2a\u4e13\u5bb6\u6a21\u5757\u9700\u8981\u6fc0\u6d3b\u3002<\/p>\n<p>\u2013(f) \u6a21\u578b\u6269\u5c55\uff08Model Expansion\uff09\uff1a\u901a\u8fc7\u6dfb\u52a0\u65b0\u5c42\uff08New Layer\uff09\u6765\u6269\u5c55\u6a21\u578b\u7684\u5bb9\u91cf\uff0c\u800c\u4fdd\u7559\u539f\u6709\u7684\u5c42\uff08Old Layer\uff09\u3002\u8fd9\u79cd\u65b9\u6cd5\u5141\u8bb8\u6a21\u578b\u9010\u6e10\u589e\u52a0\u5176\u5bb9\u91cf\uff0c\u4ee5\u9002\u5e94\u66f4\u52a0\u590d\u6742\u7684\u4efb\u52a1\u9700\u6c42\u3002<\/p>\n<ul>\n<li>\n<section>\u56fe\u793a\uff1a\u56fe 3 \u4e2d\u663e\u793a\u4e86\u4ece Task <em>t-1<\/em> \u5230 Task <em>t<\/em> \u7684\u8fc7\u7a0b\uff0c\u6a21\u578b\u5728\u5b66\u4e60\u65b0\u4efb\u52a1\u65f6\uff0c\u90e8\u5206\u53c2\u6570\u88ab\u51bb\u7ed3\uff08Frozen\uff09\uff0c\u800c\u65b0\u589e\u7684\u6a21\u5757\u7528\u4e8e\u8bad\u7ec3\u65b0\u4efb\u52a1\uff08Trainable\uff09\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>(d) \u57fa\u4e8e\u84b8\u998f\u7684\u65b9\u6cd5\uff08Distillation-Based Methods\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u542b\u4e49\uff1a\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\uff08Knowledge Distillation\uff09\uff0c\u5c06\u65e7\u6a21\u578b\u7684\u77e5\u8bc6\u4f20\u9012\u7ed9\u65b0\u6a21\u578b\u3002\u5728\u8bad\u7ec3\u65b0\u4efb\u52a1\u65f6\uff0c\u65b0\u6a21\u578b\u4e0d\u4ec5\u5b66\u4e60\u5f53\u524d\u4efb\u52a1\u7684\u6570\u636e\uff0c\u8fd8\u8981\u6a21\u4eff\u65e7\u6a21\u578b\u5bf9\u65e7\u4efb\u52a1\u7684\u8f93\u51fa\uff0c\u4ece\u800c\u4fdd\u6301\u65e7\u4efb\u52a1\u7684\u77e5\u8bc6\u3002\u4e3b\u8981\u5305\u62ec\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u2013\u4ece\u65b0\u6570\u636e\u84b8\u998f\uff08Distillation from New Data\uff09\uff1a\u5b66\u751f\u6a21\u578b\u5728\u6559\u5e08\u6a21\u578b\u7684\u6307\u5bfc\u4e0b\u5b66\u4e60\u65b0\u4efb\u52a1\uff0c\u901a\u8fc7\u84b8\u998f\u65e7\u6a21\u578b\u7684\u77e5\u8bc6\u6765\u51cf\u5c11\u5bf9\u65e7\u77e5\u8bc6\u7684\u9057\u5fd8\u3002<\/section>\n<section><\/section>\n<section>\u2013\u4ece\u65e7\u6570\u636e\u84b8\u998f\uff08Distillation from Old Data\uff09\uff1a\u5229\u7528\u6559\u5e08\u6a21\u578b\u5728\u65e7\u6570\u636e\u4e0a\u7684\u8868\u73b0\u6765\u5f15\u5bfc\u5b66\u751f\u6a21\u578b\u5bf9\u65b0\u4efb\u52a1\u7684\u5b66\u4e60\uff0c\u4ece\u800c\u8fbe\u5230\u4fdd\u7559\u65e7\u77e5\u8bc6\u7684\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section>\u2013\u4ece\u4f2a\u65e7\u6570\u636e\u84b8\u998f\uff08Distillation from Pseudo-Old Data\uff09\uff1a\u901a\u8fc7\u751f\u6210\u4f2a\u65e7\u6570\u636e\uff08Pseudo-Old Data\uff09\uff0c\u8ba9\u5b66\u751f\u6a21\u578b\u5728\u5b66\u4e60\u65b0\u4efb\u52a1\u65f6\u4fdd\u6301\u5bf9\u65e7\u77e5\u8bc6\u7684\u8bb0\u5fc6\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u56fe\u793a\uff1a\u56fe 3 \u4e2d\u663e\u793a\u4e86\u4ece Task <em>t-1<\/em> \u5230 Task <em>t<\/em> \u7684\u8fc7\u7a0b\uff0c\u6a21\u578b\u5728\u8bad\u7ec3\u65b0\u4efb\u52a1\u65f6\uff0c\u901a\u8fc7\u6a21\u4eff\u65e7\u6a21\u578b\u7684\u9884\u6d4b\u7ed3\u679c\u6765\u4fdd\u6301\u5bf9\u65e7\u4efb\u52a1\u7684\u77e5\u8bc6\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e09\u3001\u8fde\u7eed\u9884\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u8fde\u7eed\u9884\u8bad\u7ec3\u53ef\u4ee5\u66f4\u65b0\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5185\u90e8\u77e5\u8bc6\uff0c\u800c\u65e0\u9700\u627f\u62c5\u5168\u9762\u9884\u8bad\u7ec3\u7684\u9ad8\u6602\u6210\u672c\uff0c\u4ece\u800c\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u3002\u76ee\u524d\u7684\u7814\u7a76\u6a2a\u8de8\u5782\u76f4\u3001\u8bed\u8a00\u548c\u65f6\u95f4\u9886\u57df\uff0c\u89e3\u51b3\u4e86\u707e\u96be\u6027\u9057\u5fd8\u548c\u65f6\u95f4\u9002\u5e94\u7b49\u96be\u9898\u3002<strong>\u7ecf\u9a8c\u91cd\u653e\u3001\u77e5\u8bc6\u84b8\u998f\u3001\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u3001\u6a21\u578b\u6269\u5c55\u548c\u518d\u52a0\u70ed\u7b49\u6280\u672f\u5df2\u663e\u793a\u51fa\u826f\u597d\u7684\u524d\u666f\u3002<\/strong><\/section>\n<section><\/section>\n<section><strong>3.1 \u8fde\u7eed\u5782\u76f4\u9886\u57df\u9884\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u8fde\u7eed\u5782\u76f4\u9886\u57df\u9884\u8bad\u7ec3\uff08Continual Vertical Domain Pretraining\uff09\u65e8\u5728\u901a\u8fc7\u5728\u4e00\u7cfb\u5217\u9886\u57df\u7279\u5b9a\u7684\u6570\u636e\u96c6\u4e0a\u8fde\u7eed\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u591a\u4e2a\u5782\u76f4\u9886\u57df\u6216\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u540c\u65f6\u4fdd\u7559\u5148\u524d\u83b7\u5f97\u7684\u77e5\u8bc6\u3002<\/section>\n<section><\/section>\n<section>\u4e3b\u8981\u65b9\u6cd5\uff1a<\/section>\n<section><\/section>\n<section>1. \u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08Parameter-Efficient Fine-Tuning\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1aCorpusBrain++ \u91c7\u7528\u9aa8\u5e72 &#8211; \u9002\u914d\u5668\u67b6\u6784\u548c\u7ecf\u9a8c\u91cd\u653e\u7b56\u7565\u6765\u5e94\u5bf9\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u77e5\u8bc6\u5bc6\u96c6\u578b\u8bed\u8a00\u4efb\u52a1\u3002<\/section>\n<\/li>\n<li>\n<section>\u793a\u4f8b\uff1aMed-PaLM \u901a\u8fc7\u4f7f\u7528\u5c11\u91cf\u793a\u4f8b\u5f15\u5165\u533b\u5b66\u9886\u57df\u7684\u6307\u4ee4\u63d0\u793a\u8c03\u4f18\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>2. \u6a21\u578b\u6269\u5c55\uff08Model Expansion\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1aELLE \u91c7\u7528\u529f\u80fd\u4fdd\u7559\u7684\u6a21\u578b\u6269\u5c55\u7b56\u7565\uff0c\u901a\u8fc7\u7075\u6d3b\u6269\u5c55\u73b0\u6709\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u5bbd\u5ea6\u548c\u6df1\u5ea6\u6765\u63d0\u9ad8\u77e5\u8bc6\u83b7\u53d6\u548c\u96c6\u6210\u7684\u6548\u7387\u3002<\/section>\n<\/li>\n<li>\n<section>\u793a\u4f8b\uff1aLLaMA Pro \u901a\u8fc7\u6269\u5c55 Transformer \u5757\u5e76\u4f7f\u7528\u65b0\u8bed\u6599\u5e93\u8fdb\u884c\u5fae\u8c03\uff0c\u5728\u901a\u7528\u4f7f\u7528\u3001\u7f16\u7a0b\u548c\u6570\u5b66\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>3. \u518d\u9884\u70ed\uff08Re-warming\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1aGupta \u7b49\u63d0\u51fa\u7684\u7b56\u7565\uff0c\u901a\u8fc7\u5f15\u5165\u65b0\u6570\u636e\u96c6\u65f6\u8c03\u6574\u5b66\u4e60\u7387\uff0c\u9632\u6b62\u957f\u671f\u8bad\u7ec3\u671f\u95f4\u5b66\u4e60\u7387\u8fc7\u4f4e\uff0c\u4ece\u800c\u63d0\u9ad8\u9002\u5e94\u65b0\u6570\u636e\u96c6\u7684\u6548\u679c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>4. \u6570\u636e\u9009\u62e9\uff08Data Selection\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1aRHO-1 \u901a\u8fc7\u9009\u62e9\u6027\u8bed\u8a00\u6a21\u578b\uff08SLM\uff09\u8bad\u7ec3\uff0c\u4f18\u5148\u9009\u62e9\u5bf9\u8bad\u7ec3\u8fc7\u7a0b\u6709\u66f4\u5927\u5f71\u54cd\u7684\u6807\u8bb0\u3002<\/section>\n<\/li>\n<li>\n<section>\u793a\u4f8b\uff1aEcomGPT-CT \u901a\u8fc7\u534a\u7ed3\u6784\u5316\u7535\u5b50\u5546\u52a1\u6570\u636e\u589e\u5f3a\u6a21\u578b\u5728\u9886\u57df\u7279\u5b9a\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>3.2 \u8fde\u7eed\u8bed\u8a00\u9886\u57df\u9884\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u8fde\u7eed\u8bed\u8a00\u9886\u57df\u9884\u8bad\u7ec3\uff08Continual Language Domain Pretraining\uff09\u65e8\u5728\u4f7f\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u4e0d\u65ad\u6574\u5408\u65b0\u6570\u636e\uff0c\u5e76\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u8bed\u8a00\u9886\u57df\u800c\u4e0d\u9057\u5fd8\u5148\u524d\u7684\u77e5\u8bc6\u3002<\/section>\n<section><\/section>\n<section>\u4e3b\u8981\u65b9\u6cd5\uff1a<\/section>\n<section><\/section>\n<section>1. \u67b6\u6784\u8c03\u6574\u65b9\u6cd5\uff08Architecture-Based Methods\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1aYadav \u7b49\u901a\u8fc7\u5f15\u5165\u6559\u5e08\u5f3a\u5236\u673a\u5236\u6539\u8fdb\u63d0\u793a\u8c03\u4f18\uff0c\u521b\u5efa\u4e00\u7ec4\u63d0\u793a\u5f15\u5bfc\u6a21\u578b\u5728\u65b0\u4efb\u52a1\u4e0a\u7684\u5fae\u8c03\u3002<\/section>\n<\/li>\n<li>\n<section>\u793a\u4f8b\uff1aModuleFormer \u548c Lifelong-MoE \u4f7f\u7528\u4e13\u5bb6\u6df7\u5408\uff08MoE\uff09\u65b9\u6cd5\uff0c\u901a\u8fc7\u6a21\u5757\u5316\u548c\u52a8\u6001\u589e\u52a0\u6a21\u578b\u5bb9\u91cf\u6765\u589e\u5f3a LLM \u7684\u6548\u7387\u548c\u9002\u5e94\u6027\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>2. \u518d\u9884\u70ed\uff08Re-warming\uff09\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1aIbrahim \u7b49\u63d0\u51fa\u7684\u518d\u9884\u70ed\u65b9\u6cd5\uff0c\u901a\u8fc7\u5728\u8bad\u7ec3\u65b0\u6570\u636e\u65f6\u4e34\u65f6\u589e\u52a0\u5b66\u4e60\u7387\uff0c\u5e2e\u52a9\u6a21\u578b\u66f4\u5feb\u5730\u9002\u5e94\u65b0\u8bed\u8a00\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>3.3 \u8fde\u7eed\u65f6\u95f4\u9886\u57df\u9884\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u8fde\u7eed\u65f6\u95f4\u9886\u57df\u9884\u8bad\u7ec3\uff08Continual Temporal Domain Pretraining\uff09\u6d89\u53ca\u4e0d\u65ad\u66f4\u65b0\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u4fdd\u6301\u5176\u5728\u65f6\u95f4\u654f\u611f\u6570\u636e\u4e0a\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/section>\n<section><\/section>\n<section>\u4e3b\u8981\u6311\u6218\uff1a<\/section>\n<section><\/section>\n<section>1. \u6027\u80fd\u4e0b\u964d\uff1aLazaridou \u7b49\u7684\u7814\u7a76\u663e\u793a\uff0c\u6a21\u578b\u5728\u672a\u6765\u6570\u636e\u4e0a\u7684\u8868\u73b0\u663e\u8457\u4e0b\u964d\uff0c\u51f8\u663e\u4e86 LLM \u5728\u65f6\u95f4\u6cdb\u5316\u4e0a\u7684\u56f0\u96be\u3002<\/section>\n<section>2. \u6709\u9650\u6539\u8fdb\uff1aR\u00f6ttger \u7b49\u53d1\u73b0\uff0c\u867d\u7136\u65f6\u95f4\u9002\u5e94\u5728\u63a9\u7801\u8bed\u8a00\u6a21\u578b\u4efb\u52a1\u4e0a\u6709\u8f7b\u5fae\u6539\u8fdb\uff0c\u4f46\u4e0e\u5355\u7eaf\u7684\u9886\u57df\u9002\u5e94\u76f8\u6bd4\uff0c\u5bf9\u4e0b\u6e38\u4efb\u52a1\u6027\u80fd\u7684\u63d0\u5347\u5e76\u4e0d\u663e\u8457\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5\u548c\u7814\u7a76\uff0c\u4f5c\u8005\u5c55\u793a\u4e86\u8fde\u7eed\u9884\u8bad\u7ec3\u5728\u4e0d\u540c\u7ef4\u5ea6\u4e0a\u7684\u65b9\u6cd5\u548c\u6311\u6218\uff0c\u5e76\u5f3a\u8c03\u4e86\u5728\u5782\u76f4\u9886\u57df\u3001\u8bed\u8a00\u9886\u57df\u548c\u65f6\u95f4\u57df\u4e2d\u5e94\u7528\u7ec8\u751f\u5b66\u4e60\u7684\u5fc5\u8981\u6027\u548c\u6709\u6548\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u56db\u3001\u8fde\u7eed\u5fae\u8c03<\/strong><\/section>\n<section><\/section>\n<section>\u8fde\u7eed\u9884\u8bad\u7ec3\u53ef\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5185\u90e8\u77e5\u8bc6\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u8fde\u7eed\u5fae\u8c03\u589e\u5f3a\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5185\u90e8\u77e5\u8bc6\uff0c\u5e76\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\uff0c\u5982\u6587\u672c\u5206\u7c7b\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u5173\u7cfb\u63d0\u53d6\u3001\u673a\u5668\u7ffb\u8bd1\u6216\u4e00\u822c\u751f\u6210\u4efb\u52a1\uff0c\u5982\u6307\u4ee4\u8c03\u6574\u3001\u77e5\u8bc6\u7f16\u8f91\u548c\u4e0e\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\u3002\u4e3a\u4e86\u5e94\u5bf9\u707e\u96be\u6027\u9057\u5fd8\u548c\u4efb\u52a1\u5e72\u6270\u7b49\u6311\u6218\uff0c\u91c7\u7528\u4e86\u84b8\u998f\u3001\u91cd\u653e\u3001\u6b63\u5219\u5316\u3001\u57fa\u4e8e\u67b6\u6784\u548c\u57fa\u4e8e\u68af\u5ea6\u7684\u65b9\u6cd5\u7b49\u6280\u672f\u3002\u4f5c\u8005\u5728\u56fe 5 \u4e2d\u5bf9 7 \u79cd\u8fde\u7eed\u5fae\u8c03\u573a\u666f\u8fdb\u884c\u4e86\u8bf4\u660e\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c4f63e87a2e5286f16454071ffd97293.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c4f63e87a2e5286f16454071ffd97293.png\"><\/a><\/p>\n<section>\u8fd9\u5f20\u56fe\u5c55\u793a\u4e86\u4e03\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\u5982\u4f55\u901a\u8fc7\u8fde\u7eed\u5b66\u4e60\u5728\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u5b9e\u73b0\u3002\u4ee5\u4e0b\u662f\u5bf9\u6bcf\u4e2a\u90e8\u5206\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/section>\n<section><\/section>\n<section>(a) \u8fde\u7eed\u6587\u672c\u5206\u7c7b<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1a\u8fde\u7eed\u6587\u672c\u5206\u7c7b\u4efb\u52a1\u901a\u8fc7\u9010\u6b65\u5f15\u5165\u65b0\u7684\u5206\u7c7b\u7c7b\u522b\uff08\u5982 Intent: Transfer -&gt; Intent: Credit Score -&gt; Intent: Fun Fact\uff09\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u4f7f\u5176\u80fd\u591f\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u5206\u7c7b\u9700\u6c42\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>(b) \u8fde\u7eed\u547d\u540d\u5b9e\u4f53\u8bc6\u522b<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1a\u8fde\u7eed\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u4efb\u52a1\u5c55\u793a\u4e86\u5982\u4f55\u5728\u8bc6\u522b\u7279\u5b9a\u5b9e\u4f53\u7684\u540c\u65f6\uff0c\u9010\u6b65\u5f15\u5165\u65b0\u7684\u5b9e\u4f53\u7c7b\u578b\uff08\u5982 Athlete -&gt; Sports Team -&gt; Politician\uff09\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u8bc6\u522b\u65b0\u7684\u5b9e\u4f53\u65f6\u4ecd\u4fdd\u6301\u5bf9\u65e7\u5b9e\u4f53\u7684\u8bc6\u522b\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>(c) \u8fde\u7eed\u5173\u7cfb\u62bd\u53d6<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1a\u8fde\u7eed\u5173\u7cfb\u62bd\u53d6\u4efb\u52a1\u901a\u8fc7\u4e0d\u65ad\u5f15\u5165\u65b0\u7684\u5173\u7cfb\u7c7b\u578b\uff08\u5982 Relation: Founded By -&gt; Relation: State or Province of Birth -&gt; Relation: Country of Headquarters\uff09\uff0c\u5c55\u793a\u4e86\u6a21\u578b\u5982\u4f55\u9010\u6b65\u6269\u5c55\u5176\u5173\u7cfb\u62bd\u53d6\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>(d) \u8fde\u7eed\u77e5\u8bc6\u7f16\u8f91<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1a\u8fde\u7eed\u77e5\u8bc6\u7f16\u8f91\u4efb\u52a1\u901a\u8fc7\u4e0d\u65ad\u66f4\u65b0\u6a21\u578b\u7684\u77e5\u8bc6\u5e93\uff0c\u786e\u4fdd\u5176\u80fd\u591f\u5bf9\u6700\u65b0\u7684\u4e8b\u5b9e\u8fdb\u884c\u51c6\u786e\u7684\u56de\u7b54\uff08\u5982 Who is the president of the US? -&gt; Which club does Cristiano Ronaldo currently play for? -&gt; Where was the last Winter Olympics held?\uff09\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>(e) \u8fde\u7eed\u673a\u5668\u7ffb\u8bd1<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1a\u8fde\u7eed\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u901a\u8fc7\u9010\u6b65\u6269\u5c55\u6a21\u578b\u5bf9\u4e0d\u540c\u8bed\u8a00\u7684\u7ffb\u8bd1\u80fd\u529b\uff08\u5982 English -&gt; Chinese, English -&gt; Spanish, English -&gt; French\uff09\uff0c\u5c55\u793a\u4e86\u6a21\u578b\u5728\u591a\u8bed\u8a00\u73af\u5883\u4e2d\u7684\u9002\u5e94\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>(f) \u8fde\u7eed\u6307\u4ee4\u5fae\u8c03<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1a\u8fde\u7eed\u6307\u4ee4\u5fae\u8c03\u4efb\u52a1\u901a\u8fc7\u9010\u6b65\u5f15\u5165\u65b0\u7684\u6307\u4ee4\u7c7b\u578b\uff08\u5982 Summarization -&gt; Style Transfer -&gt; Mathematics\uff09\uff0c\u8bad\u7ec3\u6a21\u578b\u5728\u591a\u79cd\u4efb\u52a1\u7c7b\u578b\u4e0b\u7684\u8868\u73b0\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>(g) \u8fde\u7eed\u5bf9\u9f50<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u793a\u4f8b\uff1a\u8fde\u7eed\u5bf9\u9f50\u4efb\u52a1\u901a\u8fc7\u5f15\u5165\u65b0\u7684\u5bf9\u9f50\u76ee\u6807\uff08\u5982 Helpful and Harmless -&gt; Concise and Organized -&gt; Positive Sentiment\uff09\uff0c\u5c55\u793a\u4e86\u6a21\u578b\u5728\u4e0d\u540c\u9053\u5fb7\u548c\u884c\u4e3a\u6807\u51c6\u4e0b\u7684\u8fde\u7eed\u5b66\u4e60\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e94\u3001\u5916\u90e8\u77e5\u8bc6<\/strong><\/section>\n<section><\/section>\n<section>\u8fde\u7eed\u9884\u8bad\u7ec3\u548c\u8fde\u7eed\u5fae\u8c03\u5bf9 LLM \u7684\u7ec8\u751f\u5b66\u4e60\u81f3\u5173\u91cd\u8981\uff0c\u7136\u800c\u968f\u7740 LLM \u8d8a\u6765\u8d8a\u5927\u3001\u529f\u80fd\u8d8a\u6765\u8d8a\u5f3a\uff0c\u6709\u4e24\u4e2a\u65b0\u5174\u65b9\u5411\u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce\uff0c\u5b83\u4eec\u53ef\u4ee5\u5728\u4e0d\u4fee\u6539\u5927\u8bed\u8a00\u6a21\u578b\u53c2\u6570\u7684\u60c5\u51b5\u4e0b\uff0c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u65b0\u7684\u5916\u90e8\u77e5\u8bc6\u3002\u4f5c\u8005\u8003\u8651\u57fa\u4e8e\u68c0\u7d22\u7684\u7ec8\u751f\u5b66\u4e60\u548c\u57fa\u4e8e\u5de5\u5177\u7684\u7ec8\u751f\u5b66\u4e60\uff0c\u56e0\u4e3a\u8fd9\u4e24\u79cd\u65b9\u6cd5\u90fd\u662f\u5b9e\u73b0 LLM \u7ec8\u751f\u5b66\u4e60\u7684\u6709\u524d\u9014\u7684\u65b9\u6cd5\u3002\u56fe 6 \u4e3e\u4f8b\u8bf4\u660e\u4e86\u8fd9\u4e24\u79cd\u65b9\u6cd5\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6b300d0a26c8cda0c3f89c9ac3e47e70.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6b300d0a26c8cda0c3f89c9ac3e47e70.png\"><\/a><\/p>\n<section><strong>\u57fa\u4e8e\u68c0\u7d22\u7684\u7ec8\u751f\u5b66\u4e60\uff08Retrieval-Based Lifelong Learning\uff09<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4ecb\u7ecd\uff1a\u968f\u7740\u4e16\u754c\u4fe1\u606f\u7684\u4e0d\u65ad\u6269\u5927\u548c\u5feb\u901f\u53d1\u5c55\uff0c\u6839\u636e\u5386\u53f2\u6570\u636e\u8bad\u7ec3\u7684\u9759\u6001\u6a21\u578b\u5f88\u5feb\u5c31\u4f1a\u8fc7\u65f6\uff0c\u65e0\u6cd5\u7406\u89e3\u6216\u751f\u6210\u6709\u5173\u65b0\u53d1\u5c55\u7684\u5185\u5bb9\u3002\u57fa\u4e8e\u68c0\u7d22\u7684\u7ec8\u751f\u5b66\u4e60\u89e3\u51b3\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4ece\u5916\u90e8\u6765\u6e90\u83b7\u53d6\u548c\u5438\u6536\u6700\u65b0\u77e5\u8bc6\u7684\u5173\u952e\u9700\u6c42\uff0c\u5728\u9700\u8981\u65f6\uff0c\u6a21\u578b\u901a\u8fc7\u68c0\u7d22\u8fd9\u4e9b\u5916\u90e8\u8d44\u6e90\uff0c\u6765\u8865\u5145\u6216\u66f4\u65b0\u5176\u77e5\u8bc6\u5e93\u3002\u8fd9\u4e9b\u5916\u90e8\u8d44\u6e90\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5de8\u5927\u7684\u5f53\u524d\u77e5\u8bc6\u5e93\uff0c\u4e3a\u589e\u5f3a\u9884\u8bad\u7ec3 LLM \u7684\u9759\u6001\u7279\u6027\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u8865\u5145\u8d44\u4ea7\u3002<\/section>\n<\/li>\n<li>\n<section>\u793a\u4f8b\uff1a\u56fe\u4e2d\u7684\u8fd9\u4e9b\u5916\u90e8\u8d44\u6e90\u662f\u6a21\u578b\u80fd\u591f\u8bbf\u95ee\u5e76\u68c0\u7d22\u7684\u3002\u901a\u8fc7\u8bbf\u95ee\u5916\u90e8\u4fe1\u606f\u6e90\uff0c\u5982\u7ef4\u57fa\u767e\u79d1\u3001\u4e66\u7c4d\u3001\u6570\u636e\u5e93\u7b49\uff0c\u6a21\u578b\u80fd\u591f\u66f4\u65b0\u81ea\u8eab\u7684\u77e5\u8bc6\uff0c\u5e76\u5728\u9047\u5230\u65b0\u4fe1\u606f\u65f6\u4f5c\u51fa\u9002\u5e94\u3002<\/section>\n<\/li>\n<\/ul>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u57fa\u4e8e\u5de5\u5177\u7684\u7ec8\u751f\u5b66\u4e60\uff08Tool-Based Lifelong Learning\uff09<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4ecb\u7ecd\uff1a\u57fa\u4e8e\u5de5\u5177\u7684\u7ec8\u751f\u5b66\u4e60\u6e90\u4e8e\u5c06\u5176\u529f\u80fd\u6269\u5c55\u5230\u9759\u6001\u77e5\u8bc6\u4e4b\u5916\u5e76\u4f7f\u5176\u80fd\u591f\u4e0e\u73af\u5883\u52a8\u6001\u4ea4\u4e92\u7684\u5fc5\u8981\u6027\u3002\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\u4e2d\uff0c\u6a21\u578b\u5f80\u5f80\u9700\u8981\u6267\u884c\u4e00\u4e9b\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u6d89\u53ca\u76f4\u63a5\u6587\u672c\u751f\u6210\u6216\u89e3\u91ca\u4e4b\u5916\u7684\u64cd\u4f5c\u3002<\/section>\n<\/li>\n<li>\n<section>\u793a\u4f8b\uff1a\u56fe\u4e2d\u6a21\u578b\u5229\u7528\u8fd9\u4e9b\u5de5\u5177\u6765\u6269\u5c55\u548c\u66f4\u65b0\u81ea\u8eab\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u4e0e\u5916\u90e8\u5de5\u5177\u7684\u4ea4\u4e92\u6765\u5b9e\u73b0\u7ec8\u751f\u5b66\u4e60\u3002\u4f8b\u5982\uff0c\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u5e94\u7528\u7a0b\u5e8f\u7f16\u7a0b\u63a5\u53e3\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\uff0c\u6216\u901a\u8fc7\u7269\u7406\u5de5\u5177\u4e0e\u5916\u90e8\u73af\u5883\u4e92\u52a8\uff0c\u4ee5\u6b64\u6765\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u6216\u83b7\u53d6\u65b0\u77e5\u8bc6\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u516d\u3001\u8ba8\u8bba\u4e0e\u7ed3\u8bba<\/strong><\/section>\n<section><\/section>\n<section><strong>6.1 \u4e3b\u8981\u6311\u6218<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u707e\u96be\u6027\u9057\u5fd8\uff08Catastrophic Forgetting\uff09\uff1a\u8fd9\u662f\u7ec8\u751f\u5b66\u4e60\u7684\u6838\u5fc3\u6311\u6218\u4e4b\u4e00\uff0c\u65b0\u4fe1\u606f\u7684\u5f15\u5165\u53ef\u80fd\u4f1a\u8986\u76d6\u6a21\u578b\u4e4b\u524d\u5b66\u5230\u7684\u5185\u5bb9\u3002<\/section>\n<\/li>\n<li>\n<section>\u53ef\u5851\u6027 &#8211; \u7a33\u5b9a\u6027\u56f0\u5883\uff08Plasticity-Stability Dilemma\uff09\uff1a\u5728\u4fdd\u6301\u6a21\u578b\u7684\u5b66\u4e60\u80fd\u529b\u548c\u7a33\u5b9a\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u975e\u5e38\u5173\u952e\uff0c\u8fd9\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u83b7\u53d6\u65b0\u77e5\u8bc6\u7684\u80fd\u529b\uff0c\u540c\u65f6\u4fdd\u7559\u5176\u5e7f\u6cdb\u7684\u901a\u7528\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section>\u6602\u8d35\u7684\u8ba1\u7b97\u6210\u672c\uff08Expensive Computation Cost\uff09\uff1a\u5168\u91cf\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8ba1\u7b97\u9700\u6c42\u53ef\u80fd\u975e\u5e38\u9ad8\u3002<\/section>\n<\/li>\n<li>\n<section>\u6a21\u578b\u6743\u91cd\u6216\u9884\u8bad\u7ec3\u6570\u636e\u7684\u4e0d\u53ef\u7528\u6027\uff1a\u7531\u4e8e\u9690\u79c1\u3001\u4e13\u6709\u9650\u5236\u6216\u5546\u4e1a\u8bb8\u53ef\uff0c\u539f\u59cb\u8bad\u7ec3\u6570\u636e\u6216\u6a21\u578b\u6743\u91cd\u5f80\u5f80\u4e0d\u53ef\u7528\u4e8e\u8fdb\u4e00\u6b65\u7684\u6539\u8fdb\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>6.2 \u5f53\u524d\u8d8b\u52bf<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4ece\u7279\u5b9a\u4efb\u52a1\u5230\u901a\u7528\u4efb\u52a1\uff1a\u7814\u7a76\u9010\u6e10\u4ece\u4e13\u6ce8\u4e8e\u7279\u5b9a\u4efb\u52a1\uff08\u5982\u6587\u672c\u5206\u7c7b\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff09\u8f6c\u5411\u66f4\u5e7f\u6cdb\u7684\u901a\u7528\u4efb\u52a1\uff0c\u5982\u6307\u4ee4\u8c03\u4f18\u3001\u77e5\u8bc6\u7f16\u8f91\u7b49\u3002<\/section>\n<\/li>\n<li>\n<section>\u4ece\u5168\u91cf\u5fae\u8c03\u5230\u90e8\u5206\u5fae\u8c03\uff1a\u9274\u4e8e\u5168\u91cf\u5fae\u8c03\u7684\u9ad8\u8d44\u6e90\u6d88\u8017\uff0c\u90e8\u5206\u5fae\u8c03\u7b56\u7565\uff08\u5982 Adapter \u5c42\u3001Prompt \u8c03\u4f18\u3001LoRA\uff09\u53d8\u5f97\u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce\u3002<\/section>\n<\/li>\n<li>\n<section>\u4ece\u5185\u90e8\u77e5\u8bc6\u5230\u5916\u90e8\u77e5\u8bc6\uff1a\u4e3a\u4e86\u514b\u670d\u9891\u7e41\u7684\u5185\u90e8\u66f4\u65b0\u9650\u5236\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7b56\u7565\u91c7\u7528\u5916\u90e8\u77e5\u8bc6\u6e90\uff0c\u5982\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation\uff09\u548c\u5de5\u5177\u5b66\u4e60\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u52a8\u6001\u8bbf\u95ee\u548c\u5229\u7528\u5f53\u524d\u7684\u5916\u90e8\u6570\u636e\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>6.3 \u672a\u6765\u65b9\u5411<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<ul>\n<li>\n<section>\u591a\u6a21\u6001\u7ec8\u751f\u5b66\u4e60\uff1a\u5c06\u6587\u672c\u4ee5\u5916\u7684\u591a\u79cd\u6a21\u6001\uff08\u5982\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u3001\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3001\u77e5\u8bc6\u56fe\u8c31\uff09\u6574\u5408\u5230\u7ec8\u751f\u5b66\u4e60\u4e2d\uff0c\u4ee5\u5f00\u53d1\u66f4\u5168\u9762\u3001\u66f4\u5177\u9002\u5e94\u6027\u7684\u6a21\u578b\u3002<\/section>\n<\/li>\n<li>\n<section>\u9ad8\u6548\u7ec8\u751f\u5b66\u4e60\uff1a\u7814\u7a76\u4eba\u5458\u6b63\u81f4\u529b\u4e8e\u5f00\u53d1\u66f4\u9ad8\u6548\u7684\u7b56\u7565\u6765\u7ba1\u7406\u6a21\u578b\u8bad\u7ec3\u548c\u66f4\u65b0\u7684\u8ba1\u7b97\u9700\u6c42\uff0c\u5982\u6a21\u578b\u526a\u679d\u3001\u6a21\u578b\u5408\u5e76\u3001\u6a21\u578b\u6269\u5c55\u7b49\u65b9\u6cd5\u3002<\/section>\n<\/li>\n<li>\n<section>\u901a\u7528\u7ec8\u751f\u5b66\u4e60\uff1a\u6700\u7ec8\u76ee\u6807\u662f\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u4e3b\u52a8\u83b7\u53d6\u65b0\u77e5\u8bc6\uff0c\u5e76\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u52a8\u6001\u4ea4\u4e92\u8fdb\u884c\u5b66\u4e60\uff0c\u4e0d\u518d\u4ec5\u4ec5\u4f9d\u8d56\u4e8e\u9759\u6001\u6570\u636e\u96c6\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>6.4 \u7ed3\u8bba<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u5c06\u73b0\u6709\u7814\u7a76\u5206\u4e3a 12 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href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-01-6\" target=\"_blank\">\u6574\u5408 200 \u591a\u9879\u76f8\u5173\u7814\u7a76\uff0c\u5927\u6a21\u578b\u300c\u7ec8\u751f\u5b66\u4e60\u300d\u6700\u65b0\u7efc\u8ff0\u6765\u4e86<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6574\u5408 200 \u591a\u9879\u76f8\u5173 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