{"id":5936,"date":"2024-09-11T01:48:20","date_gmt":"2024-09-10T17:48:20","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=5936"},"modified":"2024-09-11T01:57:38","modified_gmt":"2024-09-10T17:57:38","slug":"metadayuyanmoa","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/metadayuyanmoa\/","title":{"rendered":"Meta\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9002\u914d\uff08\u5b9e\u9645\u5e94\u7528\uff09\u65b9\u6cd5"},"content":{"rendered":"<blockquote>\n<p dir=\"auto\" data-heading=\"\u9002\u5e94\u5927\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u6cd5\">\u539f\u6587\uff1a<\/p>\n<p>https:\/\/ai.meta.com\/blog\/adapting-large-language-models-llms\/<\/p>\n<p>https:\/\/ai.meta.com\/blog\/when-to-fine-tune-llms-vs-other-techniques\/<\/p>\n<p>https:\/\/ai.meta.com\/blog\/how-to-fine-tune-llms-peft-dataset-curation\/<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<div class=\"el-embed-image el-p\" data-is-embed=\"true\" data-embed-type=\"image\" data-tag-name=\"p\"><\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-5952\" title=\"Meta\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9002\u914d\uff08\u5b9e\u9645\u5e94\u7528\uff09\u65b9\u6cd5-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/bda5aeabe2a5e13.jpg\" alt=\"Meta\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9002\u914d\uff08\u5b9e\u9645\u5e94\u7528\uff09\u65b9\u6cd5-1\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/bda5aeabe2a5e13.jpg 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/bda5aeabe2a5e13-300x169.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/bda5aeabe2a5e13-1024x576.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/bda5aeabe2a5e13-768x432.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/bda5aeabe2a5e13-1536x864.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p dir=\"auto\">\u8fd9\u662f\u5173\u4e8e\u9002\u5e94\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b (LLMs) \u7684\u4e09\u90e8\u5206\u7cfb\u5217\u535a\u5ba2\u6587\u7ae0\u4e2d\u7684\u7b2c\u4e00\u7bc7\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u4e86\u89e3\u9002\u5e94 LLMs \u5230\u9886\u57df\u6570\u636e\u7684\u5404\u79cd\u53ef\u7528\u65b9\u6cd5\u3002<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"0\">\u5728\u00a0<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/when-to-fine-tune-llms-vs-other-techniques\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/when-to-fine-tune-llms-vs-other-techniques\/\">\u7b2c 2 \u90e8\u5206<\/a>\uff0c\u6211\u4eec\u5c06\u8ba8\u8bba\u5982\u4f55\u786e\u5b9a\u5fae\u8c03\u662f\u5426\u9002\u5408\u60a8\u7684\u7528\u4f8b\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\">\u5728\u00a0<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/how-to-fine-tune-llms-peft-dataset-curation\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/how-to-fine-tune-llms-peft-dataset-curation\/\">\u7b2c 3 \u90e8\u5206<\/a>\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u4e00\u4e9b\u5173\u4e8e\u7b56\u5212\u4f18\u8d28\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u7ecf\u9a8c\u6cd5\u5219\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u5f15\u8a00\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u5f15\u8a00\">\u5f15\u8a00<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5927\u8bed\u8a00\u6a21\u578b (LLMs) \u5728\u4f17\u591a\u8bed\u8a00\u4efb\u52a1\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP)\u00a0<a class=\"external-link\" href=\"https:\/\/huggingface.co\/spaces\/HuggingFaceH4\/open_llm_leaderboard\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/huggingface.co\/spaces\/HuggingFaceH4\/open_llm_leaderboard\">\u57fa\u51c6\u6d4b\u8bd5<\/a>\u4e2d\u5c55\u73b0\u4e86\u5353\u8d8a\u7684\u80fd\u529b\u3002\u57fa\u4e8e\u8fd9\u4e9b&#8221;\u901a\u7528&#8221;\u6a21\u578b\u7684\u4ea7\u54c1\u7528\u4f8b\u6b63\u5728\u589e\u52a0\u3002\u5728\u8fd9\u7bc7\u535a\u5ba2\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u4e3a\u5e0c\u671b\u9002\u5e94\u548c\u6574\u5408 LLMs \u5230\u9879\u76ee\u4e2d\u7684\u5c0f\u578b AI \u4ea7\u54c1\u56e2\u961f\u63d0\u4f9b\u6307\u5bfc\u3002\u8ba9\u6211\u4eec\u4ece\u6f84\u6e05 LLMs \u5468\u56f4\u7684 (\u901a\u5e38\u4ee4\u4eba\u56f0\u60d1\u7684) \u672f\u8bed\u5f00\u59cb\uff0c\u7136\u540e\u7b80\u8981\u6bd4\u8f83\u53ef\u7528\u7684\u4e0d\u540c\u9002\u5e94\u65b9\u6cd5\uff0c\u6700\u540e\u63a8\u8350\u4e00\u4e2a\u9010\u6b65\u6d41\u7a0b\u56fe\u6765\u786e\u5b9a\u9002\u5408\u60a8\u7528\u4f8b\u7684\u6b63\u786e\u65b9\u6cd5\u3002<\/p>\n<\/div>\n<div class=\"el-h3\" data-heading=\"LLM \u9002\u5e94\u65b9\u6cd5\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"LLM \u9002\u5e94\u65b9\u6cd5\">LLM \u9002\u5e94\u65b9\u6cd5<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u9884\u8bad\u7ec3<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u9884\u8bad\u7ec3\u662f\u4f7f\u7528\u6570\u4e07\u4ebf\u6570\u636e <a href=\"https:\/\/www.kdjingpai.com\/de\/tokenization\/\">tokens<\/a> \u4ece\u5934\u5f00\u59cb\u8bad\u7ec3 LLM \u7684\u8fc7\u7a0b\u3002\u6a21\u578b\u4f7f\u7528\u81ea\u76d1\u7763\u7b97\u6cd5\u8fdb\u884c\u8bad\u7ec3\u3002\u6700\u5e38\u89c1\u7684\u662f\uff0c\u8bad\u7ec3\u901a\u8fc7\u81ea\u56de\u5f52\u9884\u6d4b\u4e0b\u4e00\u4e2a <a href=\"https:\/\/www.kdjingpai.com\/de\/tokenization\/\">token<\/a> \u6765\u8fdb\u884c (\u53c8\u79f0\u56e0\u679c\u8bed\u8a00\u5efa\u6a21)\u3002\u9884\u8bad\u7ec3\u901a\u5e38\u9700\u8981\u6570\u5343 GPU \u5c0f\u65f6 (105 \u2013 107 [<a class=\"external-link\" href=\"https:\/\/research.nvidia.com\/publication\/2023-10_chipnemo-domain-adapted-llms-chip-design\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/research.nvidia.com\/publication\/2023-10_chipnemo-domain-adapted-llms-chip-design\">source1<\/a>,\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2307.09288\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2307.09288\">source2<\/a>]) \u5206\u5e03\u5728\u591a\u4e2a GPU \u4e0a\u3002\u9884\u8bad\u7ec3\u7684\u8f93\u51fa\u6a21\u578b\u88ab\u79f0\u4e3a\u00a0<a class=\"external-link\" href=\"https:\/\/blogs.nvidia.com\/blog\/what-are-foundation-models\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/blogs.nvidia.com\/blog\/what-are-foundation-models\/\">\u57fa\u7840\u6a21\u578b<\/a>\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6301\u7eed\u9884\u8bad\u7ec3<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6301\u7eed\u9884\u8bad\u7ec3 (\u53c8\u79f0\u4e8c\u9636\u6bb5\u9884\u8bad\u7ec3) \u6d89\u53ca\u4f7f\u7528\u65b0\u7684\u3001\u672a\u89c1\u8fc7\u7684\u9886\u57df\u6570\u636e\u8fdb\u4e00\u6b65\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u3002\u4f7f\u7528\u4e0e\u521d\u59cb\u9884\u8bad\u7ec3\u76f8\u540c\u7684\u81ea\u76d1\u7763\u7b97\u6cd5\u3002\u901a\u5e38\u6d89\u53ca\u6240\u6709\u6a21\u578b\u6743\u91cd\uff0c\u5e76\u5c06\u539f\u59cb\u6570\u636e\u7684\u4e00\u90e8\u5206\u4e0e\u65b0\u6570\u636e\u6df7\u5408\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5fae\u8c03<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5fae\u8c03\u662f\u4f7f\u7528\u5e26\u6ce8\u91ca\u7684\u6570\u636e\u96c6\u4ee5\u76d1\u7763\u65b9\u5f0f\u6216\u4f7f\u7528\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u6280\u672f\u6765\u9002\u5e94\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u8fc7\u7a0b\u3002\u4e0e\u9884\u8bad\u7ec3\u76f8\u6bd4\uff0c\u6709\u4e24\u4e2a\u4e3b\u8981\u533a\u522b\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\">\u5728\u5e26\u6ce8\u91ca\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u76d1\u7763\u8bad\u7ec3\u2014\u5305\u542b\u6b63\u786e\u7684\u6807\u7b7e\/\u7b54\u6848\/\u504f\u597d\u2014\u800c\u4e0d\u662f\u81ea\u76d1\u7763\u8bad\u7ec3<\/li>\n<li dir=\"auto\" data-line=\"1\">\u9700\u8981\u66f4\u5c11\u7684 tokens (\u6570\u5343\u6216\u6570\u767e\u4e07\uff0c\u800c\u4e0d\u662f\u9884\u8bad\u7ec3\u6240\u9700\u7684\u6570\u5341\u4ebf\u6216\u6570\u4e07\u4ebf)\uff0c\u4e3b\u8981\u76ee\u7684\u662f\u589e\u5f3a\u6307\u4ee4\u9075\u5faa\u3001\u4eba\u7c7b\u5bf9\u9f50\u3001\u4efb\u52a1\u8868\u73b0\u7b49\u80fd\u529b<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u7406\u89e3\u5f53\u524d\u5fae\u8c03\u683c\u5c40\u6709\u4e24\u4e2a\u7ef4\u5ea6\uff1a\u6539\u53d8\u7684\u53c2\u6570\u767e\u5206\u6bd4\u548c\u5fae\u8c03\u7ed3\u679c\u6dfb\u52a0\u7684\u65b0\u80fd\u529b\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6539\u53d8\u7684\u53c2\u6570\u767e\u5206\u6bd4<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6839\u636e\u6539\u53d8\u7684\u53c2\u6570\u6570\u91cf\uff0c\u6709\u4e24\u7c7b\u7b97\u6cd5\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u5b8c\u5168\u5fae\u8c03\uff1a<\/strong>\u00a0\u987e\u540d\u601d\u4e49\uff0c\u8fd9\u5305\u62ec\u6539\u53d8\u6a21\u578b\u7684\u6240\u6709\u53c2\u6570\uff0c\u5305\u62ec\u5bf9 XLMR \u548c BERT (1 \u2013 3 \u4ebf\u53c2\u6570) \u7b49\u8f83\u5c0f\u6a21\u578b\u7684\u4f20\u7edf\u5fae\u8c03\uff0c\u4ee5\u53ca\u5bf9\u00a0<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/llama-2\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/llama-2\/\">Llama 2<\/a>\u3001GPT3 (10 \u4ebf\u4ee5\u4e0a\u53c2\u6570) \u7b49\u5927\u578b\u6a21\u578b\u7684\u5fae\u8c03\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u53c2\u6570\u9ad8\u6548\u5fae\u8c03 (PEFT)\uff1a<\/strong>\u00a0\u4e0e\u5fae\u8c03\u6240\u6709 LLM \u6743\u91cd\u4e0d\u540c\uff0cPEFT \u7b97\u6cd5\u53ea\u5fae\u8c03\u5c11\u91cf\u989d\u5916\u53c2\u6570\u6216\u66f4\u65b0\u9884\u8bad\u7ec3\u53c2\u6570\u7684\u4e00\u4e2a\u5b50\u96c6\uff0c\u901a\u5e38\u662f\u603b\u53c2\u6570\u7684 1 \u2013 6%\u3002<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6dfb\u52a0\u5230\u57fa\u7840\u6a21\u578b\u7684\u80fd\u529b<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fdb\u884c\u5fae\u8c03\u7684\u76ee\u7684\u662f\u4e3a\u9884\u8bad\u7ec3\u6a21\u578b\u6dfb\u52a0\u80fd\u529b\u2014\u4f8b\u5982\uff1a\u6307\u4ee4\u9075\u5faa\u3001\u4eba\u7c7b\u5bf9\u9f50\u7b49\u3002\u5bf9\u8bdd\u8c03\u4f18\u7684 Llama 2 \u662f\u4e00\u4e2a\u5177\u6709\u6dfb\u52a0\u6307\u4ee4\u9075\u5faa\u548c\u5bf9\u9f50\u80fd\u529b\u7684\u5fae\u8c03\u6a21\u578b\u7684\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2307.09288\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2307.09288\">\u793a\u4f8b<\/a>\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (<a href=\"https:\/\/www.kdjingpai.com\/de\/rag\/\">RAG<\/a>)<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4f01\u4e1a\u8fd8\u53ef\u4ee5\u901a\u8fc7\u6dfb\u52a0\u7279\u5b9a\u9886\u57df\u77e5\u8bc6\u5e93\u6765\u9002\u5e94 LLMs\u3002RAG \u672c\u8d28\u4e0a\u662f&#8221;\u641c\u7d22\u9a71\u52a8\u7684 LLM \u6587\u672c\u751f\u6210&#8221;\u3002RAG \u4e8e 2020 \u5e74\u63a8\u51fa\uff0c\u4f7f\u7528\u6839\u636e\u7528\u6237\u95ee\u9898\u68c0\u7d22\u5e76\u6ce8\u5165 LLM \u63d0\u793a\u7684\u52a8\u6001\u63d0\u793a\u4e0a\u4e0b\u6587\uff0c\u4ee5\u5f15\u5bfc\u5b83\u4f7f\u7528\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u800c\u4e0d\u662f\u9884\u8bad\u7ec3\u7684\u2014\u53ef\u80fd\u8fc7\u65f6\u7684\u2014\u77e5\u8bc6\u3002<a class=\"external-link\" href=\"https:\/\/chat.langchain.com\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/chat.langchain.com\/\">Chat LangChain<\/a>\u00a0\u662f\u4e00\u4e2a\u7531 RAG \u9a71\u52a8\u7684 LangChain \u6587\u6863\u95ee\u7b54\u804a\u5929\u673a\u5668\u4eba\u7684\u6d41\u884c\u793a\u4f8b\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4e0a\u4e0b\u6587\u5b66\u4e60 (ICL)<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u901a\u8fc7 ICL\uff0c\u6211\u4eec\u901a\u8fc7\u5728\u63d0\u793a\u4e2d\u653e\u7f6e\u539f\u578b\u793a\u4f8b\u6765\u9002\u5e94 LLM\u3002\u591a\u9879\u7814\u7a76\u8868\u660e\uff0c&#8221;\u901a\u8fc7\u793a\u4f8b\u6f14\u793a&#8221;\u662f\u6709\u6548\u7684\u3002\u8fd9\u4e9b\u793a\u4f8b\u53ef\u4ee5\u5305\u542b\u4e0d\u540c\u7c7b\u578b\u7684\u4fe1\u606f\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"0\">\u4ec5\u8f93\u5165\u548c\u8f93\u51fa\u6587\u672c\u2014\u5373\u5c11\u6837\u672c\u5b66\u4e60<\/li>\n<li dir=\"auto\" data-line=\"1\">\u63a8\u7406\u75d5\u8ff9\uff1a\u6dfb\u52a0\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff1b\u53c2\u89c1\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2201.11903\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2201.11903\">\u601d\u7ef4\u94fe<\/a>\u00a0(CoT) \u63d0\u793a<\/li>\n<li dir=\"auto\" data-line=\"2\">\u89c4\u5212\u548c\u53cd\u601d\u75d5\u8ff9\uff1a\u6dfb\u52a0\u6559\u5bfc LLM \u89c4\u5212\u548c\u53cd\u601d\u5176\u95ee\u9898\u89e3\u51b3\u7b56\u7565\u7684\u4fe1\u606f\uff1b\u53c2\u89c1\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2210.03629\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2210.03629\">ReACT<\/a><\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd8\u5b58\u5728\u591a\u79cd\u5176\u4ed6\u4fee\u6539\u63d0\u793a\u7684\u7b56\u7565\uff0c<a class=\"external-link\" href=\"https:\/\/www.promptingguide.ai\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.promptingguide.ai\/\">\u63d0\u793a\u5de5\u7a0b\u6307\u5357<\/a>\u5305\u542b\u4e86\u5168\u9762\u7684\u6982\u8ff0\u3002<\/p>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u9009\u62e9\u6b63\u786e\u7684\u9002\u914d\u65b9\u6cd5\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u9009\u62e9\u6b63\u786e\u7684\u9002\u914d\u65b9\u6cd5\">\u9009\u62e9\u6b63\u786e\u7684\u9002\u914d\u65b9\u6cd5<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4e3a\u4e86\u51b3\u5b9a\u54ea\u79cd\u4e0a\u8ff0\u65b9\u6cd5\u9002\u5408\u7279\u5b9a\u5e94\u7528\uff0c\u60a8\u5e94\u8be5\u8003\u8651\u5404\u79cd\u56e0\u7d20\uff1a\u6240\u8ffd\u6c42\u4efb\u52a1\u6240\u9700\u7684\u6a21\u578b\u80fd\u529b\u3001\u8bad\u7ec3\u6210\u672c\u3001\u63a8\u7406\u6210\u672c\u3001\u6570\u636e\u96c6\u7c7b\u578b\u7b49\u3002\u4e0b\u9762\u7684\u6d41\u7a0b\u56fe\u603b\u7ed3\u4e86\u6211\u4eec\u7684\u5efa\u8bae\uff0c\u4ee5\u5e2e\u52a9\u60a8\u9009\u62e9\u6b63\u786e\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9002\u914d\u65b9\u6cd5\u3002<\/p>\n<\/div>\n<div class=\"el-embed-image el-p\" data-is-embed=\"true\" data-embed-type=\"image\" data-tag-name=\"p\"><\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-5954\" title=\"Meta\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9002\u914d\uff08\u5b9e\u9645\u5e94\u7528\uff09\u65b9\u6cd5-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/b3ba7333e05c5da.jpg\" alt=\"Meta\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9002\u914d\uff08\u5b9e\u9645\u5e94\u7528\uff09\u65b9\u6cd5-1\" width=\"1920\" height=\"2829\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/b3ba7333e05c5da.jpg 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/b3ba7333e05c5da-204x300.jpg 204w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/b3ba7333e05c5da-695x1024.jpg 695w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/b3ba7333e05c5da-768x1132.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/b3ba7333e05c5da-1042x1536.jpg 1042w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/b3ba7333e05c5da-1390x2048.jpg 1390w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p dir=\"auto\">\u274c \u9884\u8bad\u7ec3<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u9884\u8bad\u7ec3\u662f LLM \u8bad\u7ec3\u7684\u91cd\u8981\u90e8\u5206\uff0c\u4f7f\u7528 token \u9884\u6d4b\u53d8\u4f53\u4f5c\u4e3a\u635f\u5931\u51fd\u6570\u3002\u5176\u81ea\u76d1\u7763\u6027\u8d28\u5141\u8bb8\u5728\u5927\u91cf\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u4f8b\u5982\uff0cLlama 2 \u5728 2 \u4e07\u4ebf tokens \u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002\u8fd9\u9700\u8981\u5927\u89c4\u6a21\u7684\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\uff1aLlama 2 70B \u82b1\u8d39\u4e86\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2307.09288\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2307.09288\">1,720,320 GPU \u5c0f\u65f6<\/a>\u3002\u56e0\u6b64\uff0c\u5bf9\u4e8e\u8d44\u6e90\u6709\u9650\u7684\u56e2\u961f\uff0c\u6211\u4eec\u4e0d\u5efa\u8bae\u5c06\u9884\u8bad\u7ec3\u4f5c\u4e3a LLM \u9002\u914d\u7684\u53ef\u884c\u65b9\u6cd5\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u7531\u4e8e\u9884\u8bad\u7ec3\u5728\u8ba1\u7b97\u4e0aprohibitive\uff0c\u66f4\u65b0\u5df2\u7ecf\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u6743\u91cd\u53ef\u80fd\u662f\u4e00\u79cd\u6709\u6548\u7684\u65b9\u6cd5\u6765\u9002\u914d LLM \u4ee5\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u3002\u4efb\u4f55\u66f4\u65b0\u9884\u8bad\u7ec3\u6a21\u578b\u6743\u91cd\u7684\u65b9\u6cd5\u90fd\u5bb9\u6613\u53d7\u5230\u707e\u96be\u6027\u9057\u5fd8\u73b0\u8c61\u7684\u5f71\u54cd\uff0c\u8fd9\u662f\u4e00\u4e2a\u7528\u6765\u63cf\u8ff0\u6a21\u578b\u5fd8\u8bb0\u5148\u524d\u5b66\u4e60\u7684\u6280\u80fd\u548c\u77e5\u8bc6\u7684\u672f\u8bed\u3002\u4f8b\u5982\uff0c<a class=\"external-link\" href=\"https:\/\/ar5iv.labs.arxiv.org\/html\/2308.08747#bib.bib9\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ar5iv.labs.arxiv.org\/html\/2308.08747#bib.bib9\">\u8fd9\u9879\u7814\u7a76<\/a>\u663e\u793a\uff0c\u5728\u533b\u7597\u9886\u57df\u8fdb\u884c\u5fae\u8c03\u7684\u6a21\u578b\u5728\u6307\u4ee4\u8ddf\u968f\u548c\u5e38\u89c1\u95ee\u7b54\u4efb\u52a1\u7684\u6027\u80fd\u4e0b\u964d\u3002\u5176\u4ed6\u7814\u7a76\u4e5f\u8868\u660e\uff0c\u901a\u8fc7\u9884\u8bad\u7ec3\u83b7\u5f97\u7684\u4e00\u822c\u77e5\u8bc6\u53ef\u80fd\u5728\u540e\u7eed\u8bad\u7ec3\u4e2d\u88ab\u9057\u5fd8\u3002\u4f8b\u5982\uff0c<a class=\"external-link\" href=\"https:\/\/ar5iv.labs.arxiv.org\/html\/2308.08747\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ar5iv.labs.arxiv.org\/html\/2308.08747\">\u8fd9\u9879\u7814\u7a76<\/a>\u4ece\u9886\u57df\u77e5\u8bc6\u3001\u63a8\u7406\u548c\u9605\u8bfb\u7406\u89e3\u7684\u89d2\u5ea6\u63d0\u4f9b\u4e86\u4e00\u4e9b LLM \u77e5\u8bc6\u9057\u5fd8\u7684\u8bc1\u636e\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u274c \u6301\u7eed\u9884\u8bad\u7ec3<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8003\u8651\u5230\u707e\u96be\u6027\u9057\u5fd8\uff0c\u6700\u8fd1\u7684\u53d1\u5c55\u8868\u660e\uff0c\u6301\u7eed\u9884\u8bad\u7ec3 (CPT) \u53ef\u4ee5\u4ee5\u9884\u8bad\u7ec3\u6240\u9700\u8ba1\u7b97\u6210\u672c\u7684\u4e00\u5c0f\u90e8\u5206\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6027\u80fd\u3002\u5bf9\u4e8e\u9700\u8981 LLM \u83b7\u5f97\u65b0\u8f6c\u6362\u6280\u80fd\u7684\u4efb\u52a1\uff0cCPT \u53ef\u80fd\u662f\u6709\u76ca\u7684\u3002\u4f8b\u5982\uff0c<a class=\"external-link\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0306457322002497\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0306457322002497\">\u636e\u62a5\u9053<\/a>\uff0c\u6301\u7eed\u9884\u8bad\u7ec3\u5728\u6dfb\u52a0\u591a\u8bed\u8a00\u80fd\u529b\u65b9\u9762\u53d6\u5f97\u4e86\u6210\u529f\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4f46 CPT \u4ecd\u7136\u662f\u4e00\u4e2a\u6602\u8d35\u7684\u8fc7\u7a0b\uff0c\u9700\u8981\u5927\u91cf\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u3002\u4f8b\u5982\uff0cPythia \u5957\u4ef6\u7ecf\u5386\u4e86\u7b2c\u4e8c\u9636\u6bb5\u7684\u9884\u8bad\u7ec3\uff0c\u7ed3\u679c\u521b\u5efa\u4e86\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/pdf\/2311.08545.pdf\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/pdf\/2311.08545.pdf\">FinPythia-6.9B<\/a>\u3002\u8fd9\u4e2a\u4e13\u95e8\u4e3a\u91d1\u878d\u6570\u636e\u8bbe\u8ba1\u7684\u6a21\u578b\u4f7f\u7528\u5305\u542b 240 \u4ebf tokens \u7684\u6570\u636e\u96c6\u8fdb\u884c\u4e86 18 \u5929\u7684 CPT\u3002\u6b64\u5916\uff0cCPT \u4e5f\u5bb9\u6613\u53d1\u751f\u707e\u96be\u6027\u9057\u5fd8\u3002\u56e0\u6b64\uff0c\u5bf9\u4e8e\u8d44\u6e90\u6709\u9650\u7684\u56e2\u961f\uff0c\u6211\u4eec\u4e0d\u5efa\u8bae\u5c06\u6301\u7eed\u9884\u8bad\u7ec3\u4f5c\u4e3a LLM \u9002\u914d\u7684\u53ef\u884c\u65b9\u6cd5\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u603b\u4e4b\uff0c\u4f7f\u7528\u81ea\u76d1\u7763\u7b97\u6cd5\u548c\u672a\u6807\u6ce8\u6570\u636e\u96c6\u6765\u9002\u914d LLM\uff08\u5982\u5728\u9884\u8bad\u7ec3\u548c\u6301\u7eed\u9884\u8bad\u7ec3\u4e2d\u6240\u505a\u7684\u90a3\u6837\uff09\u662f\u8d44\u6e90\u5bc6\u96c6\u578b\u548c\u6210\u672c\u9ad8\u6602\u7684\uff0c\u4e0d\u63a8\u8350\u4f5c\u4e3a\u53ef\u884c\u7684\u65b9\u6cd5\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u2705 \u5168\u9762\u5fae\u8c03\u548c\u53c2\u6570\u9ad8\u6548\u5fae\u8c03 (PEFT)<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4e0e\u4f7f\u7528\u672a\u6807\u6ce8\u6570\u636e\u96c6\u8fdb\u884c\u9884\u8bad\u7ec3\u76f8\u6bd4\uff0c\u4f7f\u7528\u8f83\u5c0f\u7684\u6807\u6ce8\u6570\u636e\u96c6\u8fdb\u884c\u5fae\u8c03\u662f\u4e00\u79cd\u66f4\u5177\u6210\u672c\u6548\u76ca\u7684\u65b9\u6cd5\u3002\u901a\u8fc7\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u9002\u914d\u5230\u7279\u5b9a\u4efb\u52a1\uff0c\u7ecf\u8fc7\u5fae\u8c03\u7684\u6a21\u578b\u5728\u5e7f\u6cdb\u7684\u5e94\u7528\u548c\u4e13\u4e1a\u9886\u57df\uff08\u5982\u6cd5\u5f8b\u3001\u533b\u7597\u6216\u91d1\u878d\uff09\u4e2d\u90fd\u663e\u793a\u51fa\u8fbe\u5230\u4e86\u6700\u5148\u8fdb\u7684\u7ed3\u679c\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5fae\u8c03\uff0c\u7279\u522b\u662f\u53c2\u6570\u9ad8\u6548\u5fae\u8c03 (PEFT)\uff0c\u53ea\u9700\u8981\u9884\u8bad\u7ec3\/\u6301\u7eed\u9884\u8bad\u7ec3\u6240\u9700\u8ba1\u7b97\u8d44\u6e90\u7684\u4e00\u5c0f\u90e8\u5206\u3002\u56e0\u6b64\uff0c\u8fd9\u5bf9\u4e8e\u8d44\u6e90\u6709\u9650\u7684\u56e2\u961f\u6765\u8bf4\u662f\u4e00\u79cd\u53ef\u884c\u7684 LLM \u9002\u914d\u65b9\u6cd5\u3002\u5728\u672c\u7cfb\u5217\u7684<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/how-to-fine-tune-llms-peft-dataset-curation\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/how-to-fine-tune-llms-peft-dataset-curation\/\">\u7b2c 3 \u90e8\u5206<\/a>\u4e2d\uff0c\u6211\u4eec\u6df1\u5165\u63a2\u8ba8\u4e86\u5fae\u8c03\u7684\u7ec6\u8282\uff0c\u5305\u62ec\u5168\u9762\u5fae\u8c03\u3001PEFT \u4ee5\u53ca\u5982\u4f55\u8fdb\u884c\u5fae\u8c03\u7684\u5b9e\u7528\u6307\u5357\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u2705 \u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG)<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">RAG \u662f\u53e6\u4e00\u79cd\u6d41\u884c\u7684 LLM \u9002\u914d\u65b9\u6cd5\u3002\u5982\u679c\u60a8\u7684\u5e94\u7528\u9700\u8981\u4ece\u52a8\u6001\u77e5\u8bc6\u5e93\u4e2d\u63d0\u53d6\u4fe1\u606f\uff08\u4f8b\u5982\u95ee\u7b54\u673a\u5668\u4eba\uff09\uff0cRAG \u53ef\u80fd\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u57fa\u4e8e RAG \u7684\u7cfb\u7edf\u7684\u590d\u6742\u6027\u4e3b\u8981\u5728\u4e8e\u68c0\u7d22\u5f15\u64ce\u7684\u5b9e\u73b0\u3002\u8fd9\u79cd\u7cfb\u7edf\u7684\u63a8\u7406\u6210\u672c\u53ef\u80fd\u66f4\u9ad8\uff0c\u56e0\u4e3a\u63d0\u793a\u5305\u62ec\u68c0\u7d22\u5230\u7684\u6587\u6863\uff0c\u800c\u4e14\u5927\u591a\u6570\u63d0\u4f9b\u5546\u4f7f\u7528\u6309 token \u8ba1\u8d39\u7684\u6a21\u578b\u3002\u5728\u672c\u7cfb\u5217\u7684<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/when-to-fine-tune-llms-vs-other-techniques\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/when-to-fine-tune-llms-vs-other-techniques\/\">\u7b2c 2 \u90e8\u5206<\/a>\u4e2d\uff0c\u6211\u4eec\u66f4\u5e7f\u6cdb\u5730\u8ba8\u8bba\u4e86 RAG\uff0c\u5e76\u4e0e\u5fae\u8c03\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u2705 \u4e0a\u4e0b\u6587\u5b66\u4e60 (ICL)<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u662f\u9002\u914d LLM \u6700\u5177\u6210\u672c\u6548\u76ca\u7684\u65b9\u5f0f\u3002ICL \u4e0d\u9700\u8981\u4efb\u4f55\u989d\u5916\u7684\u8bad\u7ec3\u6570\u636e\u6216\u8ba1\u7b97\u8d44\u6e90\uff0c\u4f7f\u5176\u6210\u4e3a\u4e00\u79cd\u6210\u672c\u6548\u76ca\u9ad8\u7684\u65b9\u6cd5\u3002\u7136\u800c\uff0c\u4e0e RAG \u7c7b\u4f3c\uff0c\u7531\u4e8e\u5728\u63a8\u7406\u65f6\u5904\u7406\u66f4\u591a\u7684 tokens\uff0c\u63a8\u7406\u7684\u6210\u672c\u548c\u5ef6\u8fdf\u53ef\u80fd\u4f1a\u589e\u52a0\u3002<\/p>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u603b\u7ed3\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u603b\u7ed3\">\u603b\u7ed3<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u521b\u5efa\u57fa\u4e8e LLM \u7684\u7cfb\u7edf\u662f\u4e00\u4e2a\u8fed\u4ee3\u8fc7\u7a0b\u3002\u6211\u4eec\u5efa\u8bae\u4ece\u7b80\u5355\u7684\u65b9\u6cd5\u5f00\u59cb\uff0c\u9010\u6b65\u589e\u52a0\u590d\u6742\u6027\uff0c\u76f4\u5230\u8fbe\u5230\u60a8\u7684\u76ee\u6807\u3002\u4e0a\u9762\u7684\u6d41\u7a0b\u56fe\u6982\u8ff0\u4e86\u8fd9\u4e2a\u8fed\u4ee3\u8fc7\u7a0b\uff0c\u4e3a\u60a8\u7684 LLM \u9002\u914d\u7b56\u7565\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u81f4\u8c22\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u81f4\u8c22\">\u81f4\u8c22<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6211\u4eec\u8981\u611f\u8c22 Suraj Subramanian \u548c Varun Vontimitta \u5bf9\u8fd9\u7bc7\u535a\u6587\u7684\u7ec4\u7ec7\u548c\u51c6\u5907\u63d0\u4f9b\u7684\u5efa\u8bbe\u6027\u53cd\u9988\u3002<\/p>\n<\/div>\n<div class=\"el-h2\" data-heading=\"\u5fae\u8c03\u8fd8\u662f\u4e0d\u5fae\u8c03\" data-tag-name=\"h2\">\n<h2 dir=\"auto\" data-heading=\"\u5fae\u8c03\u8fd8\u662f\u4e0d\u5fae\u8c03\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u5fae\u8c03\u8fd8\u662f\u4e0d\u5fae\u8c03<\/h2>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u662f\u5173\u4e8e\u9002\u5e94\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b (LLMs) \u7cfb\u5217\u535a\u5ba2\u6587\u7ae0\u4e2d\u7684\u7b2c\u4e8c\u7bc7\u3002\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u8ba8\u8bba\u4ee5\u4e0b\u95ee\u9898\uff1a&#8221;\u6211\u4eec\u4ec0\u4e48\u65f6\u5019\u5e94\u8be5\u5fae\u8c03\uff0c\u4ec0\u4e48\u65f6\u5019\u5e94\u8be5\u8003\u8651\u5176\u4ed6\u6280\u672f\uff1f&#8221;<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"0\">\u5728\u00a0<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/adapting-large-language-models-llms\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/adapting-large-language-models-llms\/\">\u7b2c\u4e00\u90e8\u5206<\/a>\uff0c\u6211\u4eec\u770b\u4e86\u4e00\u4e0b\u9002\u5e94\u8bed\u8a00\u6a21\u578b\u5230\u9886\u57df\u6570\u636e\u7684\u666e\u904d\u65b9\u6cd5\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\">\u5728\u00a0<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/how-to-fine-tune-llms-peft-dataset-curation\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/how-to-fine-tune-llms-peft-dataset-curation\/\">\u7b2c\u4e09\u90e8\u5206<\/a>\uff0c\u63a2\u7d22\u4e00\u4e9b\u5173\u4e8e\u7b56\u5212\u4f18\u8d28\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u7ecf\u9a8c\u6cd5\u5219\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u5f15\u8a00\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u5f15\u8a00\">\u5f15\u8a00<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5728\u5927\u8bed\u8a00\u6a21\u578b\u5174\u8d77\u4e4b\u524d\uff0c\u5fae\u8c03\u5e38\u7528\u4e8e\u8f83\u5c0f\u89c4\u6a21\u7684\u6a21\u578b (1 \u4ebf &#8211; 3 \u4ebf\u53c2\u6570)\u3002\u6700\u5148\u8fdb\u7684\u9886\u57df\u5e94\u7528\u662f\u4f7f\u7528\u76d1\u7763\u5fae\u8c03 (SFT) \u6784\u5efa\u7684\u2014\u5373\u4f7f\u7528\u4f60\u81ea\u5df1\u9886\u57df\u548c\u4e0b\u6e38\u4efb\u52a1\u7684\u6807\u6ce8\u6570\u636e\u8fdb\u4e00\u6b65\u8bad\u7ec3\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u7136\u800c\uff0c\u968f\u7740\u66f4\u5927\u6a21\u578b (&gt; 10 \u4ebf\u53c2\u6570) \u7684\u51fa\u73b0\uff0c\u5fae\u8c03\u7684\u95ee\u9898\u53d8\u5f97\u66f4\u52a0\u5fae\u5999\u3002\u6700\u91cd\u8981\u7684\u662f\uff0c\u5927\u578b\u6a21\u578b\u9700\u8981\u66f4\u591a\u8d44\u6e90\u548c\u5546\u4e1a\u786c\u4ef6\u8fdb\u884c\u5fae\u8c03\u3002\u4e0b\u9762\u7684\u8868 1 \u63d0\u4f9b\u4e86\u5728\u4e09\u79cd\u60c5\u51b5\u4e0b\u5fae\u8c03 Llama 2 7B \u548c Llama 2 13B \u6a21\u578b\u7684\u5cf0\u503c GPU \u5185\u5b58\u4f7f\u7528\u60c5\u51b5\u5217\u8868\u3002\u4f60\u53ef\u80fd\u4f1a\u6ce8\u610f\u5230\uff0c\u50cf\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2305.14314\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2305.14314\">QLoRA<\/a>\u00a0\u8fd9\u6837\u7684\u7b97\u6cd5\u4f7f\u5f97\u4f7f\u7528\u6709\u9650\u8d44\u6e90\u5fae\u8c03\u5927\u578b\u6a21\u578b\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u4f8b\u5982\uff0c\u8868 1 \u663e\u793a\u4e86\u5728 Llama 2 7B \u4e0a\u4e09\u79cd\u5fae\u8c03\u65b9\u6848 (\u5168\u91cf\u5fae\u8c03\u3001LoRA \u548c QLoRA) \u7684\u5cf0\u503c GPU \u5185\u5b58\u3002\u7c7b\u4f3c\u7684\u5185\u5b58\u51cf\u5c11\u4f5c\u4e3a\u53c2\u6570\u9ad8\u6548\u5fae\u8c03 (PEFT) \u6216\u91cf\u5316\u7684\u7ed3\u679c\u4e5f\u5728 Llama 1 \u4e0a\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/pdf\/2312.12148\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/pdf\/2312.12148\">\u62a5\u544a<\/a>\u00a0\u8fc7\u3002\u9664\u4e86\u8ba1\u7b97\u8d44\u6e90\u5916\uff0c\u707e\u96be\u6027\u9057\u5fd8 (\u6709\u5173\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u672c\u7cfb\u5217\u7684\u00a0<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/adapting-large-language-models-llms\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/adapting-large-language-models-llms\/\">\u7b2c\u4e00\u90e8\u5206<\/a>) \u662f\u5168\u53c2\u6570\u5fae\u8c03\u7684\u4e00\u4e2a\u5e38\u89c1\u9677\u9631\u3002PEFT \u6280\u672f\u65e8\u5728\u901a\u8fc7\u8bad\u7ec3\u5c11\u91cf\u53c2\u6570\u6765\u89e3\u51b3\u8fd9\u4e9b\u7f3a\u70b9\u3002<\/p>\n<\/div>\n<div class=\"el-embed-image el-p\" data-is-embed=\"true\" data-embed-type=\"image\" data-tag-name=\"p\"><\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><em><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-5955\" title=\"Meta\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9002\u914d\uff08\u5b9e\u9645\u5e94\u7528\uff09\u65b9\u6cd5-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/56ef47b00f42d8b.jpg\" alt=\"Meta\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9002\u914d\uff08\u5b9e\u9645\u5e94\u7528\uff09\u65b9\u6cd5-1\" width=\"1920\" height=\"528\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/56ef47b00f42d8b.jpg 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/56ef47b00f42d8b-300x83.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/56ef47b00f42d8b-1024x282.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/56ef47b00f42d8b-768x211.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/56ef47b00f42d8b-1536x422.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>\u8868 1: \u4e0d\u540c\u5fae\u8c03\u65b9\u6cd5\u5728 LLama 2 7B \u4e0a\u7684\u5185\u5b58 (GB) (<\/em><a class=\"external-link\" href=\"https:\/\/github.com\/pytorch\/torchtune?tab=readme-ov-file#fine-tuning-recipes\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/github.com\/pytorch\/torchtune?tab=readme-ov-file#fine-tuning-recipes\"><em>\u6765\u6e90<\/em><\/a><em>)\u3002QLoRA \u4f7f\u7528 4 \u4f4d NormalFloat \u91cf\u5316\u3002<\/em><\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u53ef\u80fd\u53d7\u76ca\u4e8e\u5fae\u8c03\u7684\u539f\u578b<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6211\u4eec\u786e\u5b9a\u4e86\u4ee5\u4e0b\u573a\u666f\u4f5c\u4e3a\u53ef\u4ee5\u4ece\u5fae\u8c03\u4e2d\u53d7\u76ca\u7684\u5e38\u89c1\u7528\u4f8b\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u8bed\u6c14\u3001\u98ce\u683c\u548c\u683c\u5f0f\u5b9a\u5236\uff1a<\/strong>\u00a0\u7528\u4f8b\u53ef\u80fd\u9700\u8981\u4e00\u4e2a\u53cd\u6620\u7279\u5b9a\u4eba\u683c\u6216\u670d\u52a1\u7279\u5b9a\u53d7\u4f17\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002\u901a\u8fc7\u4f7f\u7528\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u5851\u9020\u804a\u5929\u673a\u5668\u4eba\u7684\u56de\u5e94\uff0c\u4f7f\u5176\u66f4\u7d27\u5bc6\u5730\u4e0e\u5176\u53d7\u4f17\u7684\u7279\u5b9a\u8981\u6c42\u6216\u9884\u671f\u4f53\u9a8c\u4fdd\u6301\u4e00\u81f4\u3002\u6211\u4eec\u53ef\u80fd\u8fd8\u5e0c\u671b\u4ee5\u7279\u5b9a\u65b9\u5f0f\u6784\u5efa\u8f93\u51fa\u2014\u4f8b\u5982\uff0cJSON\u3001YAML \u6216 Markdown \u683c\u5f0f\u7684\u8f93\u51fa\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u5904\u7406\u8fb9\u7f18\u60c5\u51b5\uff1a<\/strong>\u00a0\u5fae\u8c03\u53ef\u7528\u4e8e\u7ea0\u6b63\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\u548c\u4e0a\u4e0b\u6587\u5b66\u4e60\u96be\u4ee5\u7ea0\u6b63\u7684\u5e7b\u89c9\u6216\u9519\u8bef\u3002\u5b83\u8fd8\u53ef\u4ee5\u589e\u5f3a\u6a21\u578b\u6267\u884c\u65b0\u6280\u80fd\u6216\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u8fd9\u4e9b\u4efb\u52a1\u5728\u63d0\u793a\u4e2d\u96be\u4ee5\u8868\u8fbe\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u5e2e\u52a9\u7ea0\u6b63\u6a21\u578b\u65e0\u6cd5\u9075\u5faa\u590d\u6742\u63d0\u793a\u7684\u5931\u8d25\uff0c\u5e76\u63d0\u9ad8\u5176\u4ea7\u751f\u6240\u9700\u8f93\u51fa\u7684\u53ef\u9760\u6027\u3002\u6211\u4eec\u63d0\u4f9b\u4e24\u4e2a\u4f8b\u5b50\uff1a\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"2\">Phi-2 \u5728\u91d1\u878d\u6570\u636e\u60c5\u611f\u5206\u6790\u4e0a\u7684\u51c6\u786e\u7387\u00a0<a class=\"external-link\" href=\"https:\/\/www.theaidream.com\/post\/exploring-phi-2-microsoft-s-latest-small-language-model-slm\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.theaidream.com\/post\/exploring-phi-2-microsoft-s-latest-small-language-model-slm\">\u4ece 34% \u63d0\u9ad8\u5230 85%<\/a>\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><a href=\"https:\/\/www.kdjingpai.com\/de\/chatgpt-6\/\">ChatGPT<\/a> \u5728 Reddit \u8bc4\u8bba\u60c5\u611f\u5206\u6790\u4e0a\u7684\u51c6\u786e\u7387\u00a0<a class=\"external-link\" href=\"https:\/\/wandb.ai\/mostafaibrahim17\/ml-articles\/reports\/Fine-Tuning-ChatGPT-for-Sentiment-Analysis-With-W-B--Vmlldzo1NjMzMjQx\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/wandb.ai\/mostafaibrahim17\/ml-articles\/reports\/Fine-Tuning-ChatGPT-for-Sentiment-Analysis-With-W-B--Vmlldzo1NjMzMjQx\">\u63d0\u9ad8\u4e86 25 \u4e2a\u767e\u5206\u70b9<\/a>\u00a0(\u4ece 48% \u63d0\u9ad8\u5230 73%)\uff0c\u4ec5\u4f7f\u7528 100 \u4e2a\u793a\u4f8b\u3002<br \/>\n\u901a\u5e38\uff0c\u5bf9\u4e8e\u8f83\u5c0f\u7684\u521d\u59cb\u51c6\u786e\u7387\u6570\u5b57 (&lt; 50%)\uff0c\u4f7f\u7528\u51e0\u767e\u4e2a\u793a\u4f8b\u8fdb\u884c\u5fae\u8c03\u4f1a\u6709\u5f88\u5927\u7684\u63d0\u5347\u3002<\/li>\n<\/ul>\n<\/li>\n<li dir=\"auto\" data-line=\"5\"><strong>\u89e3\u51b3\u4ee3\u8868\u6027\u4e0d\u8db3\u7684\u9886\u57df\uff1a<\/strong>\u00a0\u5c3d\u7ba1\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5927\u91cf\u901a\u7528\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u4f46\u5b83\u4eec\u53ef\u80fd\u5e76\u4e0d\u603b\u662f\u7cbe\u901a\u6bcf\u4e2a\u5c0f\u4f17\u9886\u57df\u7684\u7ec6\u5fae\u884c\u8bdd\u3001\u672f\u8bed\u6216\u7279\u6b8a\u6027\u3002\u5bf9\u4e8e\u6cd5\u5f8b\u3001\u533b\u7597\u6216\u91d1\u878d\u7b49\u591a\u6837\u5316\u9886\u57df\uff0c\u5fae\u8c03\u5df2\u88ab\u8bc1\u660e\u6709\u52a9\u4e8e\u63d0\u9ad8\u4e0b\u6e38\u4efb\u52a1\u7684\u51c6\u786e\u6027\u3002\u6211\u4eec\u63d0\u4f9b\u4e24\u4e2a\u4f8b\u5b50\uff1a\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"6\">\u6b63\u5982\u8fd9\u7bc7\u00a0<a class=\"external-link\" href=\"https:\/\/blogs.oracle.com\/ai-and-datascience\/post\/finetuning-in-large-language-models#:~:text=Instruction%20finetuning%3A%20Unlike%20supervised%20finetuning,with%20instructions%20in%20natural%20language\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/blogs.oracle.com\/ai-and-datascience\/post\/finetuning-in-large-language-models#:~:text=Instruction%20finetuning%3A%20Unlike%20supervised%20finetuning,with%20instructions%20in%20natural%20language\">\u6587\u7ae0<\/a>\u00a0\u6307\u51fa\u7684\uff0c\u60a3\u8005\u7684\u75c5\u5386\u5305\u542b\u9ad8\u5ea6\u654f\u611f\u7684\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u901a\u5e38\u4e0d\u4f1a\u5728\u516c\u5171\u9886\u57df\u4e2d\u627e\u5230\u3002\u56e0\u6b64\uff0c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7cfb\u7edf\u7528\u4e8e\u603b\u7ed3\u75c5\u5386\u9700\u8981\u5fae\u8c03\u3002<\/li>\n<li dir=\"auto\" data-line=\"7\">\u5bf9\u4e8e\u4ee3\u8868\u6027\u4e0d\u8db3\u7684\u8bed\u8a00\uff0c\u5982\u5370\u5ea6\u8bed\u7cfb\u8bed\u8a00\uff0c\u4f7f\u7528 PEFT \u6280\u672f\u8fdb\u884c\u5fae\u8c03\u00a0<a class=\"external-link\" href=\"https:\/\/www.sarvam.ai\/blog\/announcing-openhathi-series\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.sarvam.ai\/blog\/announcing-openhathi-series\">\u5728\u6240\u6709\u4efb\u52a1\u4e2d\u90fd\u6709\u5e2e\u52a9<\/a>\u3002<\/li>\n<\/ul>\n<\/li>\n<li dir=\"auto\" data-line=\"8\"><strong>\u6210\u672c\u964d\u4f4e\uff1a<\/strong>\u00a0\u5fae\u8c03\u53ef\u4ee5\u5c06 Llama 2 70B\/GPT-4 \u7b49\u66f4\u5927\u6a21\u578b\u7684\u6280\u80fd\u63d0\u70bc\u5230 Llama 2 7B \u7b49\u8f83\u5c0f\u7684\u6a21\u578b\u4e2d\uff0c\u5728\u4e0d\u5f71\u54cd\u8d28\u91cf\u7684\u60c5\u51b5\u4e0b\u964d\u4f4e\u6210\u672c\u548c\u5ef6\u8fdf\u3002\u6b64\u5916\uff0c\u5fae\u8c03\u51cf\u5c11\u4e86\u5bf9\u5197\u957f\u6216\u7279\u5b9a\u63d0\u793a (\u5982\u63d0\u793a\u5de5\u7a0b\u4e2d\u4f7f\u7528\u7684) \u7684\u9700\u6c42\uff0c\u4ece\u800c\u8282\u7701 token \u5e76\u8fdb\u4e00\u6b65\u964d\u4f4e\u6210\u672c\u3002\u4f8b\u5982\uff0c<a class=\"external-link\" href=\"https:\/\/docs.llamaindex.ai\/en\/stable\/optimizing\/fine-tuning\/fine-tuning.html\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/docs.llamaindex.ai\/en\/stable\/optimizing\/fine-tuning\/fine-tuning.html\">\u8fd9\u7bc7\u6587\u7ae0<\/a>\u00a0\u5c55\u793a\u4e86\u5982\u4f55\u901a\u8fc7\u63d0\u70bc\u66f4\u6602\u8d35\u7684 GPT-4 \u6a21\u578b\u6765\u5fae\u8c03 GPT-3.5 \u8bc4\u5224\u5668\uff0c\u4ece\u800c\u5b9e\u73b0\u6210\u672c\u8282\u7701\u3002<\/li>\n<li dir=\"auto\" data-line=\"9\"><strong>\u65b0\u4efb\u52a1\/\u80fd\u529b\uff1a<\/strong>\u00a0\u901a\u5e38\uff0c\u53ef\u4ee5\u901a\u8fc7\u5fae\u8c03\u5b9e\u73b0\u65b0\u7684\u80fd\u529b\u3002\u6211\u4eec\u63d0\u4f9b\u4e09\u4e2a\u4f8b\u5b50\uff1a\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"10\">\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\u4ee5\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/pdf\/2310.01352.pdf\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/pdf\/2310.01352.pdf\">\u66f4\u597d\u5730\u4f7f\u7528\u7ed9\u5b9a\u68c0\u7d22\u5668\u7684\u4e0a\u4e0b\u6587<\/a>\u00a0\u6216\u5b8c\u5168\u5ffd\u7565\u5b83<\/li>\n<li dir=\"auto\" data-line=\"11\">\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\u00a0<a class=\"external-link\" href=\"https:\/\/docs.llamaindex.ai\/en\/stable\/optimizing\/fine-tuning\/fine-tuning.html\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/docs.llamaindex.ai\/en\/stable\/optimizing\/fine-tuning\/fine-tuning.html\">\u8bc4\u5224\u5668\u6765\u8bc4\u4f30\u5176\u4ed6\u5927\u8bed\u8a00\u6a21\u578b<\/a>\uff0c\u8bc4\u4f30\u6307\u6807\u5982\u771f\u5b9e\u6027\u3001\u5408\u89c4\u6027\u6216\u6709\u7528\u6027<\/li>\n<li dir=\"auto\" data-line=\"12\">\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\u4ee5\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/html\/2309.12307v2\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/html\/2309.12307v2\">\u589e\u52a0\u4e0a\u4e0b\u6587\u7a97\u53e3<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u4e0e\u5176\u4ed6\u9886\u57df\u9002\u5e94\u6280\u672f\u7684\u6bd4\u8f83\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u4e0e\u5176\u4ed6\u9886\u57df\u9002\u5e94\u6280\u672f\u7684\u6bd4\u8f83\">\u4e0e\u5176\u4ed6\u9886\u57df\u9002\u5e94\u6280\u672f\u7684\u6bd4\u8f83<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5fae\u8c03 vs. \u4e0a\u4e0b\u6587 (\u5c11\u6837\u672c) \u5b66\u4e60<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4e0a\u4e0b\u6587\u5b66\u4e60 (ICL) \u662f\u63d0\u9ad8\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u6027\u80fd\u7684\u5f3a\u5927\u65b9\u6cd5\u3002\u9274\u4e8e\u5176\u7b80\u5355\u6027\uff0c\u5728\u8fdb\u884c\u4efb\u4f55\u5fae\u8c03\u6d3b\u52a8\u4e4b\u524d\u5e94\u8be5\u5148\u5c1d\u8bd5 ICL\u3002\u6b64\u5916\uff0cICL \u5b9e\u9a8c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u8bc4\u4f30\u5fae\u8c03\u662f\u5426\u4f1a\u63d0\u9ad8\u4e0b\u6e38\u4efb\u52a1\u7684\u6027\u80fd\u3002\u4f7f\u7528 ICL \u65f6\u7684\u5e38\u89c1\u8003\u8651\u56e0\u7d20\u662f\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"0\">\u968f\u7740\u9700\u8981\u5c55\u793a\u7684\u793a\u4f8b\u6570\u91cf\u589e\u52a0\uff0c\u63a8\u7406\u6210\u672c\u548c\u5ef6\u8fdf\u4e5f\u4f1a\u589e\u52a0\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\">\u968f\u7740\u793a\u4f8b\u8d8a\u6765\u8d8a\u591a\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2307.03172\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2307.03172\">\u5e38\u5e38\u4f1a\u5ffd\u7565\u4e00\u4e9b<\/a>\u3002\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u80fd\u9700\u8981\u4e00\u4e2a\u57fa\u4e8e RAG \u7684\u7cfb\u7edf\uff0c\u6839\u636e\u8f93\u5165\u627e\u5230\u6700\u76f8\u5173\u7684\u793a\u4f8b\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\">\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u4f1a\u5410\u51fa\u4f5c\u4e3a\u793a\u4f8b\u63d0\u4f9b\u7ed9\u5b83\u4eec\u7684\u77e5\u8bc6\u3002\u8fd9\u4e2a\u95ee\u9898\u5728\u5fae\u8c03\u65f6\u4e5f\u5b58\u5728\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5fae\u8c03\u00a0<del>vs.<\/del>\u00a0\u548c RAG<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u666e\u904d\u5171\u8bc6\u662f\uff0c\u5f53\u5927\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u7840\u6027\u80fd\u4e0d\u4ee4\u4eba\u6ee1\u610f\u65f6\uff0c\u4f60\u53ef\u80fd\u4f1a&#8221;\u4ece RAG \u5f00\u59cb\uff0c\u8bc4\u4f30\u5176\u6027\u80fd\uff0c\u5982\u679c\u53d1\u73b0\u4e0d\u8db3\uff0c\u5c31\u8f6c\u5411\u5fae\u8c03&#8221;\uff0c\u6216\u8005&#8221;RAG \u53ef\u80fd\u5177\u6709\u4f18\u52bf&#8221;\u8d85\u8fc7\u5fae\u8c03 (<a class=\"external-link\" href=\"https:\/\/applied-llms.org\/?trk=feed_main-feed-card_feed-article-content\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/applied-llms.org\/?trk=feed_main-feed-card_feed-article-content\">\u6765\u6e90<\/a>)\u3002\u7136\u800c\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u79cd\u8303\u5f0f\u8fc7\u4e8e\u7b80\u5355\u5316\uff0c\u56e0\u4e3a\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0cRAG \u4e0d\u4ec5\u4e0d\u662f\u5fae\u8c03\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u800c\u4e14\u66f4\u591a\u7684\u662f\u5fae\u8c03\u7684\u8865\u5145\u65b9\u6cd5\u3002\u6839\u636e\u95ee\u9898\u7684\u7279\u5f81\uff0c\u5e94\u8be5\u5c1d\u8bd5\u4e00\u79cd\u6216\u53ef\u80fd\u4e24\u79cd\u65b9\u6cd5\u3002\u91c7\u7528\u00a0<a class=\"external-link\" href=\"https:\/\/towardsdatascience.com\/rag-vs-finetuning-which-is-the-best-tool-to-boost-your-llm-application-94654b1eaba7\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/towardsdatascience.com\/rag-vs-finetuning-which-is-the-best-tool-to-boost-your-llm-application-94654b1eaba7\">\u8fd9\u7bc7\u6587\u7ae0<\/a>\u00a0\u7684\u6846\u67b6\uff0c\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4f60\u53ef\u80fd\u4f1a\u95ee\u7684\u95ee\u9898\uff0c\u4ee5\u786e\u5b9a\u5fae\u8c03\u6216 RAG (\u6216\u53ef\u80fd\u4e24\u8005\u90fd) \u662f\u5426\u9002\u5408\u4f60\u7684\u95ee\u9898\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"0\">\u4f60\u7684\u5e94\u7528\u662f\u5426\u9700\u8981\u5916\u90e8\u77e5\u8bc6\uff1f\u5fae\u8c03\u901a\u5e38\u4e0d\u9002\u7528\u4e8e\u6ce8\u5165\u65b0\u77e5\u8bc6\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\">\u4f60\u7684\u5e94\u7528\u662f\u5426\u9700\u8981\u81ea\u5b9a\u4e49\u8bed\u6c14\/\u884c\u4e3a\/\u8bcd\u6c47\u6216\u98ce\u683c\uff1f\u5bf9\u4e8e\u8fd9\u4e9b\u7c7b\u578b\u7684\u8981\u6c42\uff0c\u5fae\u8c03\u901a\u5e38\u662f\u6b63\u786e\u7684\u65b9\u6cd5\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\">\u4f60\u7684\u5e94\u7528\u5bf9\u5e7b\u89c9\u7684\u5bb9\u5fcd\u5ea6\u5982\u4f55\uff1f\u5728\u6291\u5236\u865a\u5047\u548c\u60f3\u8c61\u6027\u7f16\u9020\u81f3\u5173\u91cd\u8981\u7684\u5e94\u7528\u4e2d\uff0cRAG \u7cfb\u7edf\u63d0\u4f9b\u4e86\u5185\u7f6e\u673a\u5236\u6765\u6700\u5c0f\u5316\u5e7b\u89c9\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\">\u6709\u591a\u5c11\u6807\u8bb0\u7684\u8bad\u7ec3\u6570\u636e\u53ef\u7528\uff1f<\/li>\n<li dir=\"auto\" data-line=\"4\">\u6570\u636e\u7684\u9759\u6001\/\u52a8\u6001\u7a0b\u5ea6\u5982\u4f55\uff1f\u5982\u679c\u95ee\u9898\u9700\u8981\u8bbf\u95ee\u52a8\u6001\u7684\u6570\u636e\u8bed\u6599\u5e93\uff0c\u5fae\u8c03\u53ef\u80fd\u4e0d\u662f\u6b63\u786e\u7684\u65b9\u6cd5\uff0c\u56e0\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u77e5\u8bc6\u5f88\u5feb\u5c31\u4f1a\u8fc7\u65f6\u3002<\/li>\n<li dir=\"auto\" data-line=\"5\">\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u9700\u8981\u591a\u5927\u7684\u900f\u660e\u5ea6\/\u53ef\u89e3\u91ca\u6027\uff1fRAG \u672c\u8d28\u4e0a\u53ef\u4ee5\u63d0\u4f9b\u53c2\u8003\uff0c\u8fd9\u5bf9\u89e3\u91ca\u5927\u8bed\u8a00\u6a21\u578b\u8f93\u51fa\u5f88\u6709\u7528\u3002<\/li>\n<li dir=\"auto\" data-line=\"6\">\u6210\u672c\u548c\u590d\u6742\u6027\uff1a\u56e2\u961f\u662f\u5426\u6709\u6784\u5efa\u641c\u7d22\u7cfb\u7edf\u7684\u4e13\u4e1a\u77e5\u8bc6\u6216\u4e4b\u524d\u7684\u5fae\u8c03\u7ecf\u9a8c\uff1f<\/li>\n<li dir=\"auto\" data-line=\"7\">\u4f60\u7684\u5e94\u7528\u4e2d\u7684\u4efb\u52a1\u6709\u591a\u4e48\u591a\u6837\u5316\uff1f<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u5fae\u8c03\u548c RAG \u7684\u6df7\u5408\u89e3\u51b3\u65b9\u6848\u5c06\u4ea7\u751f\u6700\u4f73\u7ed3\u679c\u2014\u7136\u540e\u95ee\u9898\u5c31\u53d8\u6210\u4e86\u540c\u65f6\u505a\u8fd9\u4e24\u8005\u7684\u6210\u672c\u3001\u65f6\u95f4\u548c\u989d\u5916\u7684\u72ec\u7acb\u6536\u76ca\u3002\u53c2\u8003\u4e0a\u8ff0\u95ee\u9898\u6765\u6307\u5bfc\u4f60\u7684\u51b3\u7b56\uff0c\u662f\u5426\u9700\u8981 RAG \u548c\/\u6216\u5fae\u8c03\uff0c\u5e76\u901a\u8fc7\u5206\u6790\u9519\u8bef\u6765\u8fdb\u884c\u5185\u90e8\u5b9e\u9a8c\uff0c\u4ee5\u4e86\u89e3\u53ef\u80fd\u7684\u6307\u6807\u589e\u76ca\u3002\u6700\u540e\uff0c\u5fae\u8c03\u7684\u63a2\u7d22\u786e\u5b9e\u9700\u8981\u4e00\u4e2a\u5f3a\u5927\u7684\u6570\u636e\u6536\u96c6\u548c\u6570\u636e\u6539\u8fdb\u7b56\u7565\uff0c\u6211\u4eec\u5efa\u8bae\u5c06\u5176\u4f5c\u4e3a\u5f00\u59cb\u5fae\u8c03\u7684\u524d\u63d0\u6761\u4ef6\u3002<\/p>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u81f4\u8c22\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u81f4\u8c22\">\u81f4\u8c22<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6211\u4eec\u8981\u611f\u8c22 Suraj Subramanian \u548c Varun Vontimitta \u5bf9\u8fd9\u7bc7\u535a\u6587\u7684\u7ec4\u7ec7\u548c\u51c6\u5907\u63d0\u4f9b\u7684\u5efa\u8bbe\u6027\u53cd\u9988\u3002<\/p>\n<\/div>\n<p dir=\"auto\">\n<p dir=\"auto\">\n<p dir=\"auto\">\n<div class=\"el-h2\" data-heading=\"\u5982\u4f55\u5fae\u8c03\uff1a\u4e13\u6ce8\u4e8e\u6709\u6548\u7684\u6570\u636e\u96c6\" data-tag-name=\"h2\">\n<h2 dir=\"auto\" data-heading=\"\u5982\u4f55\u5fae\u8c03\uff1a\u4e13\u6ce8\u4e8e\u6709\u6548\u7684\u6570\u636e\u96c6\">\u7b2c\u4e09\u90e8\u5206\uff1a\u5982\u4f55\u5fae\u8c03\uff1a\u4e13\u6ce8\u4e8e\u6709\u6548\u7684\u6570\u636e\u96c6<\/h2>\n<\/div>\n<div class=\"el-embed-image el-p\" data-is-embed=\"true\" data-embed-type=\"image\" data-tag-name=\"p\"><\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-5956\" title=\"Meta\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9002\u914d\uff08\u5b9e\u9645\u5e94\u7528\uff09\u65b9\u6cd5-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/a906a2085147b51.jpg\" alt=\"Meta\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9002\u914d\uff08\u5b9e\u9645\u5e94\u7528\uff09\u65b9\u6cd5-1\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/a906a2085147b51.jpg 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/a906a2085147b51-300x169.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/a906a2085147b51-1024x576.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/a906a2085147b51-768x432.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/a906a2085147b51-1536x864.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p dir=\"auto\">\u8fd9\u662f\u5173\u4e8e\u9002\u914d\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b (LLMs) \u7cfb\u5217\u535a\u5ba2\u7684\u7b2c\u4e09\u7bc7\u6587\u7ae0\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u4e00\u4e9b\u5173\u4e8e\u6574\u7406\u4f18\u8d28\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u7ecf\u9a8c\u6cd5\u5219\u3002<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"0\">\u5728\u00a0<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/adapting-large-language-models-llms\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/adapting-large-language-models-llms\/\">\u7b2c\u4e00\u90e8\u5206<\/a>\u00a0\u4e2d\uff0c\u6211\u4eec\u56de\u987e\u4e86\u9002\u914d\u8bed\u8a00\u6a21\u578b\u5230\u9886\u57df\u6570\u636e\u7684\u4e3b\u6d41\u65b9\u6cd5\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\">\u5728\u00a0<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/when-to-fine-tune-llms-vs-other-techniques\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/when-to-fine-tune-llms-vs-other-techniques\/\">\u7b2c\u4e8c\u90e8\u5206<\/a>\u00a0\u4e2d\uff0c\u6211\u4eec\u8ba8\u8bba\u4e86\u5982\u4f55\u786e\u5b9a\u5fae\u8c03\u662f\u5426\u9002\u5408\u60a8\u7684\u7528\u4f8b\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u5f15\u8a00\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u5f15\u8a00\">\u5f15\u8a00<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5fae\u8c03 LLMs \u662f\u827a\u672f\u548c\u79d1\u5b66\u7684\u7ed3\u5408\uff0c\u8be5\u9886\u57df\u7684\u6700\u4f73\u5b9e\u8df5\u4ecd\u5728\u4e0d\u65ad\u6d8c\u73b0\u3002\u5728\u8fd9\u7bc7\u535a\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u91cd\u70b9\u4ecb\u7ecd\u5fae\u8c03\u7684\u8bbe\u8ba1\u53d8\u91cf\uff0c\u5e76\u9488\u5bf9\u5728\u8d44\u6e90\u53d7\u9650\u7684\u60c5\u51b5\u4e0b\u5fae\u8c03\u6a21\u578b\u7684\u6700\u4f73\u5b9e\u8df5\u63d0\u4f9b\u65b9\u5411\u6027\u6307\u5bfc\u3002\u6211\u4eec\u5efa\u8bae\u5c06\u4ee5\u4e0b\u4fe1\u606f\u4f5c\u4e3a\u5236\u5b9a\u5fae\u8c03\u5b9e\u9a8c\u7b56\u7565\u7684\u8d77\u70b9\u3002<\/p>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u5168\u91cf\u5fae\u8c03 vs. \u53c2\u6570\u9ad8\u6548\u5fae\u8c03 (PEFT)\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u5168\u91cf\u5fae\u8c03 vs. \u53c2\u6570\u9ad8\u6548\u5fae\u8c03 (PEFT)\">\u5168\u91cf\u5fae\u8c03 vs. \u53c2\u6570\u9ad8\u6548\u5fae\u8c03 (PEFT)<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5168\u91cf\u5fae\u8c03\u548c PEFT \u5728\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/pdf\/2312.12148.pdf\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/pdf\/2312.12148.pdf\">\u5b66\u672f<\/a>\u00a0\u548c\u00a0<a class=\"external-link\" href=\"https:\/\/www.sarvam.ai\/blog\/announcing-openhathi-series\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.sarvam.ai\/blog\/announcing-openhathi-series\">\u5b9e\u9645\u5e94\u7528<\/a>\u00a0\u4e2d\u90fd\u663e\u793a\u51fa\u5728\u65b0\u9886\u57df\u5e94\u7528\u65f6\u80fd\u63d0\u9ad8\u4e0b\u6e38\u6027\u80fd\u3002\u9009\u62e9\u5176\u4e2d\u4e4b\u4e00\u5f52\u6839\u7ed3\u5e95\u53d6\u51b3\u4e8e\u53ef\u7528\u7684\u8ba1\u7b97\u8d44\u6e90 (\u4ee5 GPU \u5c0f\u65f6\u548c GPU \u5185\u5b58\u8ba1)\u3001\u76ee\u6807\u4e0b\u6e38\u4efb\u52a1\u4ee5\u5916\u7684\u4efb\u52a1\u6027\u80fd (\u5b66\u4e60-\u9057\u5fd8\u6743\u8861) \u4ee5\u53ca\u4eba\u5de5\u6807\u6ce8\u6210\u672c\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5168\u91cf\u5fae\u8c03\u66f4\u5bb9\u6613\u906d\u53d7\u4e24\u4e2a\u95ee\u9898\uff1a<a class=\"external-link\" href=\"https:\/\/arxiv.org\/html\/2402.07712v1#bib.bib21\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/html\/2402.07712v1#bib.bib21\">\u6a21\u578b\u5d29\u6e83<\/a>\u00a0\u548c\u00a0<a class=\"external-link\" href=\"https:\/\/ar5iv.labs.arxiv.org\/html\/2308.08747\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ar5iv.labs.arxiv.org\/html\/2308.08747\">\u707e\u96be\u6027\u9057\u5fd8<\/a>\u3002\u6a21\u578b\u5d29\u6e83\u662f\u6307\u6a21\u578b\u8f93\u51fa\u6536\u655b\u5230\u6709\u9650\u7684\u8f93\u51fa\u96c6\uff0c\u539f\u59cb\u5185\u5bb9\u5206\u5e03\u7684\u5c3e\u90e8\u6d88\u5931\u3002\u707e\u96be\u6027\u9057\u5fd8\uff0c\u5982\u672c\u7cfb\u5217\u00a0<a class=\"external-link\" href=\"https:\/\/ai.meta.com\/blog\/adapting-large-language-models-llms\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/ai.meta.com\/blog\/adapting-large-language-models-llms\/\">\u7b2c\u4e00\u90e8\u5206<\/a>\u00a0\u6240\u8ba8\u8bba\u7684\uff0c\u4f1a\u5bfc\u81f4\u6a21\u578b\u5931\u53bb\u5176\u80fd\u529b\u3002\u4e00\u4e9b\u65e9\u671f\u7684\u5b9e\u8bc1\u7814\u7a76\u8868\u660e\uff0c<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2405.09673\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2405.09673\">\u4e0e PEFT \u6280\u672f\u76f8\u6bd4\uff0c\u5168\u91cf\u5fae\u8c03\u6280\u672f\u66f4\u5bb9\u6613\u51fa\u73b0\u4e0a\u8ff0\u95ee\u9898<\/a>\uff0c\u5c3d\u7ba1\u8fd8\u9700\u8981\u66f4\u591a\u7684\u7814\u7a76\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">PEFT \u6280\u672f\u5728\u8bbe\u8ba1\u4e0a\u53ef\u4ee5\u4f5c\u4e3a\u5fae\u8c03\u7684\u81ea\u7136\u6b63\u5219\u5316\u5668\u3002PEFT \u901a\u5e38\u9700\u8981\u76f8\u5bf9\u8f83\u5c11\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u8bad\u7ec3\u4e0b\u6e38\u6a21\u578b\uff0c\u5e76\u4e14\u5728\u6570\u636e\u96c6\u89c4\u6a21\u6709\u9650\u7684\u8d44\u6e90\u53d7\u9650\u573a\u666f\u4e2d\u66f4\u6613\u4e8e\u4f7f\u7528\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5168\u91cf\u5fae\u8c03\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u597d\uff0c\u4f46\u901a\u5e38\u4f1a\u4ee5\u9057\u5fd8\u539f\u59cb\u6a21\u578b\u7684\u67d0\u4e9b\u80fd\u529b\u4e3a\u4ee3\u4ef7\u3002\u8fd9\u79cd\u7279\u5b9a\u4e0b\u6e38\u4efb\u52a1\u6027\u80fd\u4e0e\u5176\u4ed6\u4efb\u52a1\u6027\u80fd\u4e4b\u95f4\u7684&#8221;\u5b66\u4e60-\u9057\u5fd8&#8221;\u6743\u8861\u5728\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2405.09673\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2405.09673\">\u8fd9\u7bc7\u8bba\u6587<\/a>\u00a0\u4e2d\u5bf9 LoRA \u548c\u5168\u91cf\u5fae\u8c03\u8fdb\u884c\u4e86\u6df1\u5165\u6bd4\u8f83\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8003\u8651\u5230\u8d44\u6e90\u9650\u5236\uff0cPEFT \u6280\u672f\u53ef\u80fd\u4f1a\u6bd4\u5168\u91cf\u5fae\u8c03\u63d0\u4f9b\u66f4\u597d\u7684\u6027\u80fd\u63d0\u5347\/\u6210\u672c\u6bd4\u3002\u5982\u679c\u5728\u8d44\u6e90\u53d7\u9650\u7684\u60c5\u51b5\u4e0b\u4e0b\u6e38\u6027\u80fd\u81f3\u5173\u91cd\u8981\uff0c\u5168\u91cf\u5fae\u8c03\u5c06\u662f\u6700\u6709\u6548\u7684\u3002\u65e0\u8bba\u54ea\u79cd\u60c5\u51b5\uff0c\u5173\u952e\u662f\u8981\u7262\u8bb0\u4ee5\u4e0b\u4e3b\u8981\u539f\u5219\u6765\u521b\u5efa\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u3002<\/p>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u6570\u636e\u96c6\u6574\u7406\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u6570\u636e\u96c6\u6574\u7406\">\u6570\u636e\u96c6\u6574\u7406<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5728\u6587\u732e\u4e2d\u7684\u5fae\u8c03\u5b9e\u9a8c\u4e2d\uff0c\u6570\u636e\u96c6\u5bf9\u4e8e\u83b7\u5f97\u5fae\u8c03\u7684\u597d\u5904\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u91cc\u7684\u7ec6\u5fae\u4e4b\u5904\u4e0d\u4ec5\u4ec5\u662f&#8221;\u66f4\u597d\u7684\u8d28\u91cf\u548c\u66f4\u591a\u7684\u793a\u4f8b&#8221;\uff0c\u60a8\u53ef\u4ee5\u660e\u667a\u5730\u6295\u8d44\u4e8e\u6570\u636e\u96c6\u6536\u96c6\uff0c\u4ee5\u5728\u8d44\u6e90\u53d7\u9650\u7684\u5fae\u8c03\u5b9e\u9a8c\u4e2d\u63d0\u9ad8\u6027\u80fd\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6570\u636e\u8d28\u91cf\/\u6570\u91cf<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"0\"><strong>\u8d28\u91cf\u81f3\u5173\u91cd\u8981\uff1a<\/strong>\u00a0\u6211\u4eec\u770b\u5230\u7684\u4e00\u822c\u8d8b\u52bf\u662f\u8d28\u91cf\u6bd4\u6570\u91cf\u66f4\u91cd\u8981\u2014\u2014\u5373\u62e5\u6709\u4e00\u5c0f\u7ec4\u9ad8\u8d28\u91cf\u6570\u636e\u6bd4\u62e5\u6709\u5927\u91cf\u4f4e\u8d28\u91cf\u6570\u636e\u66f4\u597d\u3002\u8d28\u91cf\u7684\u5173\u952e\u539f\u5219\u662f\u4e00\u81f4\u7684\u6807\u6ce8\uff0c\u6ca1\u6709\u9519\u8bef\u3001\u9519\u8bef\u6807\u8bb0\u7684\u6570\u636e\u3001\u566a\u58f0\u8f93\u5165\/\u8f93\u51fa\uff0c\u5e76\u4e14\u4e0e\u603b\u4f53\u76f8\u6bd4\u5177\u6709\u4ee3\u8868\u6027\u5206\u5e03\u3002\u5728\u5fae\u8c03\u65f6\uff0c<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2305.11206\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2305.11206\">LIMA \u6570\u636e\u96c6<\/a>\u00a0\u7684\u51e0\u5343\u4e2a\u7cbe\u5fc3\u7b56\u5212\u7684\u793a\u4f8b\u6bd4 50K \u673a\u5668\u751f\u6210\u7684 Alpaca \u6570\u636e\u96c6\u8868\u73b0\u66f4\u597d\u3002<a class=\"external-link\" href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/common-use-cases\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/common-use-cases\">OpenAI \u5fae\u8c03\u6587\u6863<\/a>\u00a0\u5efa\u8bae\u5373\u4f7f\u662f 50 \u5230 100 \u4e2a\u793a\u4f8b\u7684\u6570\u636e\u96c6\u4e5f\u53ef\u80fd\u4ea7\u751f\u5f71\u54cd\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u66f4\u96be\u7684\u8bed\u8a00\u4efb\u52a1\u9700\u8981\u66f4\u591a\u6570\u636e\uff1a<\/strong>\u00a0\u76f8\u5bf9\u8f83\u96be\u7684\u4efb\u52a1\uff0c\u5982\u6587\u672c\u751f\u6210\u548c\u6458\u8981\uff0c\u66f4\u96be\u5fae\u8c03\uff0c\u9700\u8981\u6bd4\u5206\u7c7b\u548c\u5b9e\u4f53\u63d0\u53d6\u7b49\u7b80\u5355\u4efb\u52a1\u66f4\u591a\u7684\u6570\u636e\u3002\u8fd9\u91cc\u7684&#8221;\u66f4\u96be&#8221;\u53ef\u80fd\u610f\u5473\u7740\u591a\u79cd\u60c5\u51b5\uff1a\u8f93\u51fa\u4e2d\u7684 token \u66f4\u591a\uff0c\u9700\u8981\u66f4\u9ad8\u9636\u7684\u4eba\u7c7b\u80fd\u529b\uff0c\u5b58\u5728\u591a\u4e2a\u6b63\u786e\u7b54\u6848\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u6709\u6548\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u6536\u96c6\uff1a<\/strong>\u00a0\u7531\u4e8e\u6570\u636e\u6536\u96c6\u6210\u672c\u9ad8\u6602\uff0c\u5efa\u8bae\u4f7f\u7528\u4ee5\u4e0b\u7b56\u7565\u6765\u63d0\u9ad8\u6837\u672c\u6548\u7387\u5e76\u964d\u4f4e\u6210\u672c\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"3\">\u89c2\u5bdf\u5931\u8d25\u6a21\u5f0f\uff1a\u89c2\u5bdf\u5148\u524d ML \u80fd\u529b\u5931\u8d25\u7684\u793a\u4f8b\uff0c\u5e76\u6dfb\u52a0\u9488\u5bf9\u8fd9\u4e9b\u5931\u8d25\u6a21\u5f0f\u7684\u793a\u4f8b\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\">\u4eba\u673a\u534f\u4f5c\uff1a\u8fd9\u662f\u4e00\u79cd\u66f4\u4fbf\u5b9c\u7684\u6269\u5c55\u6570\u636e\u6807\u6ce8\u7684\u65b9\u5f0f\u3002\u6211\u4eec\u4f7f\u7528 LLM \u81ea\u52a8\u5316\u751f\u6210\u57fa\u7840\u54cd\u5e94\uff0c\u4eba\u7c7b\u6807\u6ce8\u8005\u53ef\u4ee5\u7528\u66f4\u5c11\u7684\u65f6\u95f4\u6765\u6807\u6ce8\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6570\u636e\u591a\u6837\u6027<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u7b80\u5355\u6765\u8bf4\uff0c\u5982\u679c\u60a8\u7528\u7279\u5b9a\u7c7b\u578b\u7684\u54cd\u5e94\u8fc7\u5ea6\u8bad\u7ec3\u6a21\u578b\uff0c\u5373\u4f7f\u4e0d\u662f\u6700\u5408\u9002\u7684\u7b54\u6848\uff0c\u5b83\u4e5f\u4f1a\u504f\u5411\u4e8e\u7ed9\u51fa\u90a3\u79cd\u54cd\u5e94\u3002\u8fd9\u91cc\u7684\u7ecf\u9a8c\u6cd5\u5219\u662f\u5c3d\u53ef\u80fd\u786e\u4fdd\u8bad\u7ec3\u6570\u636e\u53cd\u6620\u6a21\u578b\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u5e94\u8be5\u5982\u4f55\u8868\u73b0\u3002<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"0\"><strong>\u91cd\u590d\uff1a<\/strong>\u00a0\u8fd9\u88ab\u00a0<a class=\"external-link\" href=\"https:\/\/aclanthology.org\/2022.acl-long.577.pdf\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/aclanthology.org\/2022.acl-long.577.pdf\">\u53d1\u73b0<\/a>\u00a0\u662f\u5fae\u8c03\u548c\u9884\u8bad\u7ec3\u4e2d\u6a21\u578b\u9000\u5316\u7684\u539f\u56e0\u3002\u901a\u8fc7\u53bb\u91cd\u5b9e\u73b0\u591a\u6837\u6027\u901a\u5e38\u4f1a\u63d0\u9ad8\u6027\u80fd\u6307\u6807\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8f93\u5165\u591a\u6837\u6027\uff1a<\/strong>\u00a0\u901a\u8fc7\u91ca\u4e49\u8f93\u5165\u6765\u589e\u52a0\u591a\u6837\u6027\u3002\u5728\u00a0<a class=\"external-link\" href=\"https:\/\/defog.ai\/blog\/sqlcoder2-technical-details\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/defog.ai\/blog\/sqlcoder2-technical-details\/\">\u5fae\u8c03 SQLCoder2<\/a>\u00a0\u65f6\uff0c\u56e2\u961f\u91cd\u65b0\u8868\u8ff0\u4e86\u4f34\u968f SQL \u67e5\u8be2\u7684\u7eaf\u6587\u672c\uff0c\u4ee5\u5f15\u5165\u8bed\u6cd5\u548c\u8bed\u4e49\u591a\u6837\u6027\u3002\u7c7b\u4f3c\u5730\uff0c<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2308.06259\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2308.06259\">\u6307\u4ee4\u53cd\u5411\u7ffb\u8bd1<\/a>\u00a0\u88ab\u7528\u4e8e\u4eba\u5de5\u7f16\u5199\u7684\u6587\u672c\uff0c\u901a\u8fc7\u8be2\u95ee LLM &#8220;\u8fd9\u53ef\u80fd\u662f\u5bf9\u4ec0\u4e48\u95ee\u9898\u7684\u56de\u7b54\uff1f&#8221; \u6765\u751f\u6210\u95ee\u7b54\u6570\u636e\u96c6\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u6570\u636e\u96c6\u591a\u6837\u6027\uff1a<\/strong>\u00a0\u5f53\u4e3a\u66f4\u4e00\u822c\u7684\u4e0b\u6e38\u4efb\u52a1\u5fae\u8c03\u65f6\u2014\u2014\u4f8b\u5982\uff0c\u591a\u8bed\u8a00\u9002\u914d\u2014\u2014\u4f7f\u7528\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u5df2\u88ab\u8bc1\u660e\u53ef\u4ee5\u6539\u5584\u6a21\u578b\u539f\u59cb\u80fd\u529b\u7684\u9057\u5fd8\u548c\u65b0\u80fd\u529b\u5b66\u4e60\u4e4b\u95f4\u7684\u6743\u8861\u3002\u9488\u5bf9\u4e0d\u540c\u8bed\u8a00\u5982\u00a0<a class=\"external-link\" href=\"https:\/\/www.sarvam.ai\/blog\/announcing-openhathi-series\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.sarvam.ai\/blog\/announcing-openhathi-series\">\u5370\u5730\u8bed<\/a>\u00a0\u548c\u00a0<a class=\"external-link\" href=\"https:\/\/arxiv.org\/pdf\/2312.12624.pdf\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/pdf\/2312.12624.pdf\">\u5965\u91cc\u4e9a\u8bed<\/a>\u00a0\u7684\u5fae\u8c03\u6a21\u578b\u4f7f\u7528\u4e86\u4e30\u5bcc\u7684\u7279\u5b9a\u8bed\u8a00\u6570\u636e\u96c6\uff0c\u4ee5\u53ca\u5176\u4ed6\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\uff0c\u5982\u00a0<a class=\"external-link\" href=\"https:\/\/github.com\/google-research\/FLAN\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/github.com\/google-research\/FLAN\">FLAN<\/a>\u3001<a class=\"external-link\" href=\"https:\/\/github.com\/tatsu-lab\/stanford_alpaca\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/github.com\/tatsu-lab\/stanford_alpaca\">Alpaca<\/a>\u3001Dolly \u7b49\uff0c\u4ee5\u5f15\u5165\u591a\u6837\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u6807\u51c6\u5316\u8f93\u51fa\uff1a<\/strong>\u00a0\u79fb\u9664\u8f93\u51fa\u4e2d\u7684\u7a7a\u767d\u548c\u5176\u4ed6\u683c\u5f0f\u6280\u5de7\u5df2\u88ab\u8bc1\u660e\u6709\u5e2e\u52a9\u3002<a class=\"external-link\" href=\"https:\/\/defog.ai\/blog\/sqlcoder2-technical-details\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/defog.ai\/blog\/sqlcoder2-technical-details\/\">SQLCoder2<\/a>\u00a0\u4ece\u751f\u6210\u7684 SQL \u4e2d\u79fb\u9664\u7a7a\u767d\uff0c\u8ba9\u6a21\u578b\u4e13\u6ce8\u4e8e\u5b66\u4e60\u91cd\u8981\u7684 SQL \u6982\u5ff5\uff0c\u800c\u4e0d\u662f\u8bf8\u5982\u7a7a\u683c\u548c\u7f29\u8fdb\u7b49\u6280\u5de7\u3002\u5982\u679c\u60a8\u5e0c\u671b\u56de\u7b54\u4e2d\u6709\u7279\u5b9a\u7684\u8bed\u6c14\u3002&#8221;\u670d\u52a1\u53f0\u804a\u5929\u673a\u5668\u4eba\u662f&#8230;&#8221;\uff0c\u90a3\u4e48\u4e3a\u6bcf\u4e2a\u793a\u4f8b\u5728\u6570\u636e\u96c6\u4e2d\u6dfb\u52a0\u8fd9\u4e9b\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u57fa\u4e8e LLM \u7684\u6570\u636e\u7ba1\u9053<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4e3a\u4e86\u6574\u7406\u9ad8\u8d28\u91cf\u3001\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\uff0c\u6570\u636e\u7ba1\u9053\u7ecf\u5e38\u4f7f\u7528 LLMs \u6765\u964d\u4f4e\u6807\u6ce8\u6210\u672c\u3002\u4ee5\u4e0b\u6280\u672f\u5728\u5b9e\u8df5\u4e2d\u88ab\u89c2\u5bdf\u5230\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"0\"><strong>\u8bc4\u4f30\uff1a<\/strong>\u00a0\u7528\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u4f7f\u7528\u5b83\u6765\u6807\u6ce8\u60a8\u7684\u8f83\u5927\u6570\u636e\u96c6\uff0c\u4ee5\u7b5b\u9009\u51fa\u9ad8\u8d28\u91cf\u793a\u4f8b\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u751f\u6210\uff1a<\/strong>\u00a0\u7528\u9ad8\u8d28\u91cf\u793a\u4f8b\u4e3a LLMs \u63d0\u4f9b\u79cd\u5b50\uff0c\u5e76\u63d0\u793a\u751f\u6210\u7c7b\u4f3c\u7684\u9ad8\u8d28\u91cf\u793a\u4f8b\u3002<a class=\"external-link\" href=\"https:\/\/arxiv.org\/html\/2404.07503v1\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/html\/2404.07503v1\">\u5408\u6210\u6570\u636e\u96c6\u6700\u4f73\u5b9e\u8df5<\/a>\u00a0\u6b63\u5728\u5f00\u59cb\u5f62\u6210\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u4eba\u673a\u534f\u4f5c\uff1a<\/strong>\u00a0\u4f7f\u7528 LLMs \u751f\u6210\u521d\u59cb\u8f93\u51fa\u96c6\uff0c\u5e76\u8ba9\u4eba\u7c7b\u901a\u8fc7\u7f16\u8f91\u6216\u9009\u62e9\u504f\u597d\u6765\u63d0\u9ad8\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8c03\u8bd5\u60a8\u7684\u6570\u636e\u96c6<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul class=\"has-list-bullet\">\n<li dir=\"auto\" data-line=\"0\"><strong>\u8bc4\u4f30\u60a8\u7684\u6570\u636e\u96c6\u662f\u5426\u6709\u4e0d\u826f\u8f93\u51fa\uff1a<\/strong>\u00a0\u5982\u679c\u6a21\u578b\u5728\u67d0\u4e9b\u65b9\u9762\u4ecd\u7136\u8868\u73b0\u4e0d\u4f73\uff0c\u6dfb\u52a0\u76f4\u63a5\u5411\u6a21\u578b\u5c55\u793a\u5982\u4f55\u6b63\u786e\u5904\u7406\u8fd9\u4e9b\u65b9\u9762\u7684\u8bad\u7ec3\u793a\u4f8b\u3002\u5982\u679c\u60a8\u7684\u6a21\u578b\u5b58\u5728\u8bed\u6cd5\u3001\u903b\u8f91\u6216\u98ce\u683c\u95ee\u9898\uff0c\u68c0\u67e5\u60a8\u7684\u6570\u636e\u662f\u5426\u5b58\u5728\u76f8\u540c\u7684\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6a21\u578b\u73b0\u5728\u8bf4 &#8220;\u6211\u4f1a\u4e3a\u60a8\u5b89\u6392\u8fd9\u4e2a\u4f1a\u8bae&#8221; (\u800c\u5b83\u4e0d\u5e94\u8be5\u8fd9\u6837\u8bf4)\uff0c\u770b\u770b\u73b0\u6709\u793a\u4f8b\u662f\u5426\u6559\u5bfc\u6a21\u578b\u8bf4\u5b83\u53ef\u4ee5\u505a\u4e00\u4e9b\u5b83\u5b9e\u9645\u4e0a\u4e0d\u80fd\u505a\u7684\u65b0\u4e8b\u60c5\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u4ed4\u7ec6\u68c0\u67e5\u6b63\/\u8d1f\u7c7b\u522b\u7684\u5e73\u8861\uff1a<\/strong>\u00a0\u5982\u679c\u6570\u636e\u4e2d 60% \u7684\u52a9\u624b\u56de\u590d\u8bf4 &#8220;\u6211\u65e0\u6cd5\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898&#8221;\uff0c\u4f46\u5728\u63a8\u7406\u65f6\u53ea\u6709 5% \u7684\u56de\u590d\u5e94\u8be5\u8fd9\u6837\u8bf4\uff0c\u60a8\u53ef\u80fd\u4f1a\u5f97\u5230\u8fc7\u591a\u7684\u62d2\u7edd\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u5168\u9762\u6027\u548c\u4e00\u81f4\u6027\uff1a<\/strong>\u00a0\u786e\u4fdd\u60a8\u7684\u8bad\u7ec3\u793a\u4f8b\u5305\u542b\u54cd\u5e94\u6240\u9700\u7684\u6240\u6709\u4fe1\u606f\u3002\u5982\u679c\u6211\u4eec\u5e0c\u671b\u6a21\u578b\u6839\u636e\u7528\u6237\u7684\u4e2a\u4eba\u7279\u5f81\u6765\u8d5e\u7f8e\u7528\u6237\uff0c\u800c\u8bad\u7ec3\u793a\u4f8b\u4e2d\u5305\u542b\u52a9\u624b\u5bf9\u524d\u9762\u5bf9\u8bdd\u4e2d\u6ca1\u6709\u51fa\u73b0\u7684\u7279\u5f81\u7684\u8d5e\u7f8e\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u5b66\u4f1a\u865a\u6784\u4fe1\u606f\u3002\u786e\u4fdd\u6240\u6709\u8bad\u7ec3\u793a\u4f8b\u90fd\u91c7\u7528\u4e0e\u63a8\u7406\u65f6\u9884\u671f\u76f8\u540c\u7684\u683c\u5f0f\u3002\u67e5\u770b\u8bad\u7ec3\u793a\u4f8b\u4e2d\u7684\u4e00\u81f4\u6027\u3002\u5982\u679c\u591a\u4eba\u521b\u5efa\u4e86\u8bad\u7ec3\u6570\u636e\uff0c\u6a21\u578b\u6027\u80fd\u53ef\u80fd\u4f1a\u53d7\u5230\u4eba\u4e0e\u4eba\u4e4b\u95f4\u4e00\u81f4\u6027\u6c34\u5e73\u7684\u9650\u5236\u3002\u4f8b\u5982\uff0c\u5728\u6587\u672c\u63d0\u53d6\u4efb\u52a1\u4e2d\uff0c\u5982\u679c\u4eba\u4eec\u53ea\u5728 70% \u7684\u63d0\u53d6\u7247\u6bb5\u4e0a\u8fbe\u6210\u4e00\u81f4\uff0c\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u505a\u5f97\u66f4\u597d\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u7ed3\u8bba\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u7ed3\u8bba\">\u7ed3\u8bba<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5fae\u8c03\u662f\u5927\u8bed\u8a00\u6a21\u578b\u5f00\u53d1\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u73af\u8282\uff0c\u5b83\u9700\u8981\u5728\u827a\u672f\u548c\u79d1\u5b66\u4e4b\u95f4\u627e\u5230\u5fae\u5999\u7684\u5e73\u8861\u3002\u6570\u636e\u96c6\u7684\u8d28\u91cf\u548c\u7b56\u5212\u5728\u5fae\u8c03\u7684\u6210\u529f\u4e2d\u8d77\u7740\u91cd\u8981\u4f5c\u7528\uff0c<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2405.00732\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2405.00732\">\u5c0f\u578b\u5fae\u8c03\u540e\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u5f80\u5f80\u8868\u73b0\u4f18\u4e8e\u66f4\u5927\u7684\u6a21\u578b<\/a>\u3002\u4e00\u65e6\u51b3\u5b9a\u8fdb\u884c\u5fae\u8c03\uff0c\u00a0<a class=\"external-link\" href=\"https:\/\/llama.meta.com\/docs\/how-to-guides\/fine-tuning\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/llama.meta.com\/docs\/how-to-guides\/fine-tuning\/\">Llama \u5fae\u8c03\u6307\u5357<\/a>\u00a0\u63d0\u4f9b\u4e86\u4e00\u4e2a\u575a\u5b9e\u7684\u8d77\u70b9\u3002\u7531\u4e8e\u5fae\u8c03\u6570\u636e\u96c6\u7ec4\u5408\u7684\u4e13\u6709\u6027\u8d28\uff0c\u963b\u788d\u4e86\u6700\u4f73\u5b9e\u8df5\u7684\u5206\u4eab\u548c\u5f00\u6e90\u8fdb\u5c55\u3002\u968f\u7740\u8be5\u9886\u57df\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u6211\u4eec\u9884\u671f\u4f1a\u51fa\u73b0\u901a\u7528\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u540c\u65f6\u4fdd\u6301\u5fae\u8c03\u7684\u521b\u9020\u6027\u548c\u9002\u5e94\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-h3\" data-heading=\"\u81f4\u8c22\" data-tag-name=\"h3\">\n<h3 dir=\"auto\" data-heading=\"\u81f4\u8c22\">\u81f4\u8c22<\/h3>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6211\u4eec\u8981\u611f\u8c22 Suraj Subramanian \u548c Varun Vontimitta \u5bf9\u672c\u535a\u5ba2\u6587\u7ae0\u7684\u7ec4\u7ec7\u548c\u51c6\u5907\u6240\u63d0\u4f9b\u7684\u5efa\u8bbe\u6027\u53cd\u9988\u3002<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6587\uff1a https:\/\/ai.meta.com\/blog\/adapting-large-language-models-llms\/ https:\/\/ai.meta.com\/blog\/when-to-fine-tune-llms-vs-oth&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-5936","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/5936","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=5936"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/5936\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=5936"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=5936"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=5936"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}