{"id":24974,"date":"2025-03-11T10:37:30","date_gmt":"2025-03-11T02:37:30","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=24974"},"modified":"2025-03-11T10:37:30","modified_gmt":"2025-03-11T02:37:30","slug":"%e5%85%ad%e7%a7%8dllm%e5%ae%9a%e5%88%b6%e5%bc%80%e5%8f%91%e5%9f%ba%e6%9c%ac%e7%ad%96%e7%95%a5%ef%bc%9a%e6%8f%90%e7%a4%ba%e5%b7%a5%e7%a8%8b%e3%80%81%e8%a7%a3%e7%a0%81%e7%ad%96%e7%95%a5%e3%80%81rag","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/11\/24974\/","title":{"rendered":"\u516d\u79cdLLM\u5b9a\u5236\u5f00\u53d1\u57fa\u672c\u7b56\u7565\uff1a\u63d0\u793a\u5de5\u7a0b\u3001\u89e3\u7801\u7b56\u7565\u3001RAG\u3001\u4ee3\u7406\u3001\u5fae\u8c03\u548cRLHF"},"content":{"rendered":"<div><img data-dominant-color=\"a3bddf\" data-has-transparency=\"false\" style=\"--dominant-color: #a3bddf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24976\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/179a4f731d9f5bdced32383c6854ee8f414571-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/179a4f731d9f5bdced32383c6854ee8f414571-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/179a4f731d9f5bdced32383c6854ee8f414571-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u672c\u6587\u5c06\u5f52\u7eb3\u5bf9\u6bd4LLM\u5b9a\u5236\u5f00\u53d1\u5e38\u7528\u7684\u516d\u79cd\u57fa\u672c\u7b56\u7565\uff0c\u5305\u62ec\u63d0\u793a\u5de5\u7a0b\u3001\u89e3\u7801\u7b56\u7565\u3001RAG\u3001\u4ee3\u7406\u3001\u5fae\u8c03\u548cRLHF\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"dae0e3\" data-has-transparency=\"true\" style=\"--dominant-color: #dae0e3;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24977\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/0195ab00579a.png\" width=\"553\" height=\"332\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/0195ab00579a.png 553w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/0195ab00579a-300x180.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/0195ab00579a-150x90.png 150w\" sizes=\"auto, (max-width: 553px) 100vw, 553px\" \/><\/p>\n<h3>\u4e3a\u4ec0\u4e48\u8981\u5b9a\u5236LLM\uff1f<\/h3>\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\u662f\u57fa\u4e8e\u81ea\u76d1\u7763\u5b66\u4e60\u9884\u8bad\u7ec3\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u9700\u8981\u5927\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u8d44\u6e90\u3001\u8bad\u7ec3\u65f6\u95f4\u5e76\u4fdd\u5b58\u5927\u91cf\u53c2\u6570\u3002\u5c24\u5176\u662f\u5728\u8fc7\u53bb2\u5e74\u91cc\uff0cLLM\u5f7b\u5e95\u6539\u53d8\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u5728\u7406\u89e3\u548c\u751f\u6210\u7c7b\u4f3c\u4eba\u7c7b\u7684\u6587\u672c\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u901a\u7528\u6a21\u578b\u7684\u5f00\u7bb1\u5373\u7528\u6027\u80fd\u53ef\u80fd\u5e76\u4e0d\u603b\u662f\u80fd\u6ee1\u8db3\u7279\u5b9a\u7684\u4e1a\u52a1\u9700\u6c42\u6216\u9886\u57df\u8981\u6c42\u3002LLM\u672c\u8eab\u65e0\u6cd5\u56de\u7b54\u4f9d\u8d56\u4e8e\u4e13\u6709\u516c\u53f8\u6570\u636e\u6216\u95ed\u5377\u8bbe\u7f6e\u7684\u95ee\u9898\uff1b\u56e0\u6b64\uff0cLLM\u5f53\u524d\u4e3b\u8981\u5e94\u7528\u5728\u4e00\u4e9b\u76f8\u5bf9\u901a\u7528\u7684\u9886\u57df\u3002<\/p>\n<p>\u7531\u4e8e\u9700\u8981\u5927\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u548c\u8d44\u6e90\uff1b\u6240\u4ee5\uff0c\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3LLM\u6a21\u578b\u5bf9\u4e8e\u4e2d\u5c0f\u578b\u56e2\u961f\u6765\u8bf4\u57fa\u672c\u4e0a\u662f\u4e0d\u53ef\u884c\u7684\u3002\u56e0\u6b64\uff0c\u8fd1\u5e74\u6765\u5f00\u53d1\u4e86\u5404\u79cd\u5404\u6837\u7684LLM\u5b9a\u5236\u7b56\u7565\uff0c\u4ee5\u9488\u5bf9\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u7684\u5404\u79cd\u573a\u666f\u8c03\u6574\u6a21\u578b\u3002<\/p>\n<p>\u5b9a\u5236\u7b56\u7565\u5927\u81f4\u53ef\u4ee5\u5206\u4e3a\u4e24\u79cd\u7c7b\u578b\uff1a<\/p>\n<ul data-id=\"u738a58b-I785pN5Q\">\n<li data-id=\"ld70c578-YeD1T3gr\"><strong>\u4f7f\u7528\u51bb\u7ed3\u6a21\u578b<\/strong>\uff1a\u8fd9\u4e9b\u6280\u672f\u4e0d\u9700\u8981\u66f4\u65b0\u6a21\u578b\u53c2\u6570\uff0c\u901a\u5e38\u901a\u8fc7\u60c5\u5883\u5b66\u4e60\u6216\u63d0\u793a\u5de5\u7a0b\u6765\u5b9e\u73b0\u3002\u8fd9\u6837\u7684\u5b9a\u5236\u7b56\u7565\u5177\u6709\u660e\u663e\u7684\u6210\u672c\u6548\u76ca\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ef\u4ee5\u6539\u53d8\u6a21\u578b\u7684\u884c\u4e3a\u800c\u65e0\u9700\u5927\u91cf\u7684\u8bad\u7ec3\u6210\u672c\uff0c\u56e0\u6b64\u5728\u884c\u4e1a\u548c\u5b66\u672f\u754c\u90fd\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u63a2\u7d22\uff0c\u6bcf\u5929\u90fd\u4f1a\u53d1\u8868\u65b0\u7684\u7814\u7a76\u8bba\u6587\u3002<\/li>\n<li data-id=\"ld70c578-sCY7nY1i\"><strong>\u66f4\u65b0\u6a21\u578b\u53c2\u6570<\/strong>\uff1a\u8fd9\u662f\u4e00\u79cd\u76f8\u5bf9\u8d44\u6e90\u5bc6\u96c6\u578b\u7684\u65b9\u6cd5\uff0c\u9700\u8981\u4f7f\u7528\u4e3a\u9884\u671f\u76ee\u7684\u8bbe\u8ba1\u7684\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u6765\u8c03\u6574\u9884\u8bad\u7ec3\u7684LLM\u3002\u8fd9\u5305\u62ec\u5fae\u8c03\u548c\u4ece\u4eba\u7c7b\u53cd\u9988\u4e2d\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u7b49\u6d41\u884c\u6280\u672f\u3002\u8fd9\u4e24\u79cd\u5e7f\u6cdb\u7684\u5b9a\u5236\u8303\u5f0f\u5206\u652f\u51fa\u5404\u79cd\u4e13\u95e8\u7684\u6280\u672f\uff0c\u5305\u62ecLoRA\u5fae\u8c03\u3001\u601d\u60f3\u94fe\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3001ReAct\u548c\u4ee3\u7406\u6846\u67b6\u3002\u6bcf\u79cd\u6280\u672f\u5728\u8ba1\u7b97\u8d44\u6e90\u3001\u5b9e\u65bd\u590d\u6742\u6027\u548c\u6027\u80fd\u6539\u8fdb\u65b9\u9762\u90fd\u6709\u72ec\u7279\u7684\u4f18\u52bf\u548c\u6743\u8861\u3002<\/li>\n<\/ul>\n<h3>\u5982\u4f55\u9009\u62e9LLM\uff1f<\/h3>\n<p>\u5b9a\u5236LLM\u7684\u7b2c\u4e00\u6b65\u662f\u9009\u62e9\u5408\u9002\u7684\u57fa\u7840\u6a21\u578b\u4f5c\u4e3a\u57fa\u51c6\u3002\u793e\u533a\u5e73\u53f0\uff08\u4f8b\u5982\u201cHuggingface\u201d\uff09\u63d0\u4f9b\u4e86\u7531\u9876\u7ea7\u516c\u53f8\u6216\u793e\u533a\u8d21\u732e\u7684\u5404\u79cd\u5f00\u6e90\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u4f8b\u5982Meta\u7684Llama\u7cfb\u5217\u548cGoogle\u7684Gemini\u3002Huggingface\u8fd8\u63d0\u4f9b\u6392\u884c\u699c\uff0c\u4f8b\u5982\u201c<u>Open\u00a0LLM\u00a0Leaderboard<\/u>\u201d\uff0c\u7528\u4e8e\u6839\u636e\u884c\u4e1a\u6807\u51c6\u6307\u6807\u548c\u4efb\u52a1\uff08\u4f8b\u5982MMLU\uff09\u6bd4\u8f83LLM\u3002\u4e91\u63d0\u4f9b\u5546\uff08\u4f8b\u5982AWS\uff09\u548cAI\u516c\u53f8\uff08\u4f8b\u5982OpenAI\u548cAnthropic\uff09\u4e5f\u63d0\u4f9b\u5bf9\u4e13\u6709\u6a21\u578b\u7684\u8bbf\u95ee\u6743\u9650\uff0c\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u662f\u4ed8\u8d39\u670d\u52a1\u4e14\u8bbf\u95ee\u6743\u9650\u53d7\u9650\u3002\u4ee5\u4e0b\u56e0\u7d20\u662f\u9009\u62e9LLM\u65f6\u9700\u8981\u8003\u8651\u7684\u8981\u70b9\u3002<\/p>\n<ul data-id=\"u738a58b-b1cPFrff\">\n<li data-id=\"ld70c578-5WHW7xVu\">\u5f00\u6e90\u6216\u4e13\u6709\u6a21\u578b\uff1a\u5f00\u6e90\u6a21\u578b\u5141\u8bb8\u5b8c\u5168\u5b9a\u5236\u548c\u81ea\u6258\u7ba1\uff0c\u4f46\u9700\u8981\u6280\u672f\u4e13\u957f\uff0c\u800c\u4e13\u6709\u6a21\u578b\u63d0\u4f9b\u5373\u65f6\u8bbf\u95ee\uff0c\u5e76\u4e14\u901a\u5e38\u63d0\u4f9b\u66f4\u597d\u7684\u8d28\u91cf\u54cd\u5e94\uff0c\u4f46\u6210\u672c\u66f4\u9ad8\u3002<\/li>\n<li data-id=\"ld70c578-Z6O7A9Ji\">\u4efb\u52a1\u548c\u6307\u6807\uff1a\u6a21\u578b\u64c5\u957f\u4e8e\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u5305\u62ec\u95ee\u7b54\u3001\u603b\u7ed3\u3001\u4ee3\u7801\u751f\u6210\u7b49\u3002\u6bd4\u8f83\u57fa\u51c6\u6307\u6807\u5e76\u5728\u7279\u5b9a\u9886\u57df\u7684\u4efb\u52a1\u4e0a\u8fdb\u884c\u6d4b\u8bd5\u4ee5\u786e\u5b9a\u5408\u9002\u7684\u6a21\u578b\u3002<\/li>\n<li data-id=\"ld70c578-DmlHZ0vl\">\u67b6\u6784\uff1a\u4e00\u822c\u6765\u8bf4\uff0c\u4ec5\u4f7f\u7528\u89e3\u7801\u5668\u7684\u6a21\u578b\uff08GPT\u7cfb\u5217\uff09\u5728\u6587\u672c\u751f\u6210\u65b9\u9762\u8868\u73b0\u66f4\u597d\uff0c\u800c\u4f7f\u7528\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7684\u6a21\u578b\uff08T5\uff09\u5728\u7ffb\u8bd1\u65b9\u9762\u8868\u73b0\u826f\u597d\u3002\u8d8a\u6765\u8d8a\u591a\u7684\u67b6\u6784\u6d8c\u73b0\u5e76\u663e\u793a\u51fa\u9887\u6709\u5e0c\u671b\u7684\u7ed3\u679c\uff0c\u4f8b\u5982\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u6a21\u578b\u201cDeepSeek\u201d\u3002<\/li>\n<li data-id=\"ld70c578-OkllHiGF\">\u53c2\u6570\u6570\u91cf\u548c\u5927\u5c0f\uff1a\u8f83\u5927\u7684\u6a21\u578b\uff0870B-175B\u4e2a\u53c2\u6570\uff09\u6027\u80fd\u66f4\u597d\uff0c\u4f46\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u80fd\u529b\u3002\u8f83\u5c0f\u7684\u6a21\u578b\uff087B-13B\uff09\u8fd0\u884c\u901f\u5ea6\u66f4\u5feb\u4e14\u66f4\u4fbf\u5b9c\uff0c\u4f46\u529f\u80fd\u53ef\u80fd\u4f1a\u6709\u6240\u964d\u4f4e\u3002\u786e\u5b9a\u57fa\u7840LLM\u540e\uff0c\u8ba9\u6211\u4eec\u6765\u63a2\u7d226\u79cd\u6700\u5e38\u89c1\u7684LLM\u5b9a\u5236\u7b56\u7565\uff0c\u6309\u8d44\u6e90\u6d88\u8017\u4ece\u5c11\u5230\u591a\u7684\u987a\u5e8f\u6392\u5217\u4f9d\u6b21\u662f\uff1a<\/li>\n<li data-id=\"ld70c578-JEbCSRHl\">\u63d0\u793a\u5de5\u7a0b<\/li>\n<li data-id=\"ld70c578-FzMAgSkA\">\u89e3\u7801\u548c\u91c7\u6837\u7b56\u7565<\/li>\n<li data-id=\"ld70c578-DIGdfMeF\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/li>\n<li data-id=\"ld70c578-Xd3JgfRs\">\u4ee3\u7406<\/li>\n<li data-id=\"ld70c578-TtmUbQKY\">\u5fae\u8c03<\/li>\n<li data-id=\"ld70c578-Bw4HWadk\">\u6839\u636e\u4eba\u7c7b\u53cd\u9988\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u5982\u679c\u4f60\u66f4\u559c\u6b22\u901a\u8fc7\u89c6\u9891\u4e86\u89e3\u4e0a\u8ff0\u8fd9\u4e9b\u6982\u5ff5\uff0c\u8bf7\u67e5\u770b\u6211\u7684\u89c6\u9891\u201c<u>\u7b80\u8981\u89e3\u91ca6\u79cd\u5e38\u89c1\u7684LLM\u5b9a\u5236\u7b56\u7565<\/u>\u201d\u3002<\/li>\n<\/ul>\n<h3>LLM\u5b9a\u5236\u6280\u5de7<\/h3>\n<h4>1. \u63d0\u793a\u5de5\u7a0b<\/h4>\n<p><img data-dominant-color=\"d8e1e6\" data-has-transparency=\"true\" style=\"--dominant-color: #d8e1e6;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24978\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/17d5d4478e91.png\" width=\"554\" height=\"349\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/17d5d4478e91.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/17d5d4478e91-300x189.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/17d5d4478e91-150x94.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<p>\u63d0\u793a\u662f\u53d1\u9001\u7ed9LLM\u4ee5\u5f15\u51faAI\u751f\u6210\u7684\u54cd\u5e94\u7684\u8f93\u5165\u6587\u672c\uff0c\u5b83\u53ef\u4ee5\u7531\u6307\u4ee4\u3001\u4e0a\u4e0b\u6587\u3001\u8f93\u5165\u6570\u636e\u548c\u8f93\u51fa\u6307\u793a\u7ec4\u6210\u3002<\/p>\n<ul data-id=\"u738a58b-9oBOLSrB\">\n<li data-id=\"ld70c578-oFiBt1DU\">\u6307\u4ee4\uff1a\u8fd9\u63d0\u4f9b\u4e86\u6a21\u578b\u5e94\u5982\u4f55\u6267\u884c\u7684\u4efb\u52a1\u63cf\u8ff0\u6216\u8bf4\u660e\u3002<\/li>\n<li data-id=\"ld70c578-CJivjWCn\">\u4e0a\u4e0b\u6587\uff1a\u8fd9\u662f\u6307\u5bfc\u6a21\u578b\u5728\u4e00\u5b9a\u8303\u56f4\u5185\u505a\u51fa\u53cd\u5e94\u7684\u5916\u90e8\u4fe1\u606f\u3002<\/li>\n<li data-id=\"ld70c578-igGXNvuQ\">\u8f93\u5165\u6570\u636e\uff1a\u8fd9\u662f\u4f60\u60f3\u8981\u54cd\u5e94\u7684\u8f93\u5165\u3002<\/li>\n<li data-id=\"ld70c578-ZJbWj608\">\u8f93\u51fa\u6307\u793a\u5668\uff1a\u6307\u5b9a\u8f93\u51fa\u7c7b\u578b\u6216\u683c\u5f0f\u3002\u63d0\u793a\u5de5\u7a0b\u6d89\u53ca\u6218\u7565\u6027\u5730\u8bbe\u8ba1\u8fd9\u4e9b\u63d0\u793a\u7ec4\u4ef6\u4ee5\u5851\u9020\u548c\u63a7\u5236\u6a21\u578b\u7684\u54cd\u5e94\u3002\u57fa\u672c\u63d0\u793a\u5de5\u7a0b\u6280\u672f\u5305\u62ec\u96f6\u6b21\u63d0\u793a\u3001\u4e00\u6b21\u63d0\u793a\u548c\u5c11\u91cf\u63d0\u793a\u4e09\u79cd\u7c7b\u578b\u3002\u7528\u6237\u53ef\u4ee5\u5728\u4e0eLLM\u4ea4\u4e92\u65f6\u76f4\u63a5\u5b9e\u65bd\u57fa\u672c\u63d0\u793a\u5de5\u7a0b\u6280\u672f\uff0c\u4f7f\u5176\u6210\u4e3a\u4e00\u79cd\u5c06\u6a21\u578b\u884c\u4e3a\u4e0e\u65b0\u76ee\u6807\u5bf9\u9f50\u7684\u6709\u6548\u65b9\u6cd5\u3002<br \/>\n\u7531\u4e8e\u63d0\u793a\u5de5\u7a0b\u7684\u6548\u7387\u548c\u6709\u6548\u6027\uff0c\u4eba\u4eec\u63a2\u7d22\u548c\u5f00\u53d1\u4e86\u66f4\u590d\u6742\u7684\u65b9\u6cd5\u6765\u63a8\u8fdb\u63d0\u793a\u7684\u903b\u8f91\u7ed3\u6784\u3002<\/li>\n<li data-id=\"ld70c578-bD5QpUpT\"><strong>\u601d\u7ef4\u94fe\uff08CoT\uff09<\/strong>\uff1a\u8981\u6c42LLM\u5c06\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\u5206\u89e3\u4e3a\u9010\u6b65\u7684\u601d\u7ef4\u8fc7\u7a0b\uff0c\u4ee5\u63d0\u9ad8\u89e3\u51b3\u591a\u6b65\u9aa4\u95ee\u9898\u7684\u80fd\u529b\u3002\u6bcf\u4e00\u6b65\u90fd\u660e\u786e\u5730\u63ed\u793a\u5176\u63a8\u7406\u7ed3\u679c\uff0c\u4f5c\u4e3a\u5176\u540e\u7eed\u6b65\u9aa4\u7684\u5148\u5bfc\u80cc\u666f\uff0c\u76f4\u81f3\u5f97\u51fa\u7b54\u6848\u3002<\/li>\n<li data-id=\"ld70c578-wdLGyIfw\"><strong>\u601d\u7ef4\u6811<\/strong>\uff1a\u4eceCoT\u5ef6\u4f38\u800c\u6765\uff0c\u901a\u8fc7\u8003\u8651\u591a\u4e2a\u4e0d\u540c\u7684\u63a8\u7406\u5206\u652f\u548c\u81ea\u6211\u8bc4\u4f30\u9009\u62e9\u6765\u51b3\u5b9a\u4e0b\u4e00\u6b65\u6700\u4f73\u884c\u52a8\u3002\u5b83\u5bf9\u4e8e\u6d89\u53ca\u521d\u6b65\u51b3\u7b56\u3001\u672a\u6765\u6218\u7565\u548c\u591a\u79cd\u89e3\u51b3\u65b9\u6848\u63a2\u7d22\u7684\u4efb\u52a1\u66f4\u4e3a\u6709\u6548\u3002<\/li>\n<li data-id=\"ld70c578-9l9Ve7cO\"><strong>\u81ea\u52a8\u63a8\u7406\u548c\u5de5\u5177\u4f7f\u7528\uff08ART\uff09<\/strong>\uff1a\u5efa\u7acb\u5728CoT\u6d41\u7a0b\u4e4b\u4e0a\uff0c\u5b83\u89e3\u6784\u590d\u6742\u7684\u4efb\u52a1\u5e76\u5141\u8bb8\u6a21\u578b\u4f7f\u7528\u9884\u5b9a\u4e49\u7684\u5916\u90e8\u5de5\u5177\uff08\u5982\u641c\u7d22\u548c\u4ee3\u7801\u751f\u6210\uff09\u4ece\u4efb\u52a1\u5e93\u4e2d\u9009\u62e9\u5c11\u91cf\u6837\u672c\u3002<\/li>\n<li data-id=\"ld70c578-fCp6LVJK\"><strong>\u534f\u540c\u63a8\u7406\u548c\u884c\u52a8\uff08ReAct\uff09<\/strong>\uff1a\u5c06\u63a8\u7406\u8f68\u8ff9\u4e0e\u884c\u52a8\u7a7a\u95f4\u76f8\u7ed3\u5408\uff0c\u5176\u4e2d\u6a21\u578b\u641c\u7d22\u884c\u52a8\u7a7a\u95f4\u5e76\u6839\u636e\u73af\u5883\u89c2\u5bdf\u786e\u5b9a\u4e0b\u4e00\u4e2a\u6700\u4f73\u884c\u52a8\u3002CoT\u548cReAct\u7b49\u6280\u672f\u901a\u5e38\u4e0eAgentic\u5de5\u4f5c\u6d41\u7ed3\u5408\u4f7f\u7528\u4ee5\u589e\u5f3a\u5176\u529f\u80fd\u3002\u8fd9\u4e9b\u6280\u672f\u5c06\u5728\u4e0b\u9762\u7684\u201c\u4ee3\u7406\u201d\u90e8\u5206\u66f4\u8be6\u7ec6\u5730\u4ecb\u7ecd\u3002<\/li>\n<\/ul>\n<h4>2. \u89e3\u7801\u4e0e\u91c7\u6837\u7b56\u7565<\/h4>\n<p><img data-dominant-color=\"d9e0e4\" data-has-transparency=\"true\" style=\"--dominant-color: #d9e0e4;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24979\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/37213e10a147.png\" width=\"554\" height=\"407\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/37213e10a147.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/37213e10a147-300x220.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/37213e10a147-150x110.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<p>\u89e3\u7801\u7b56\u7565\u53ef\u4ee5\u5728\u6a21\u578b\u63a8\u7406\u65f6\u901a\u8fc7\u63a8\u7406\u53c2\u6570\uff08\u4f8b\u5982\u6e29\u5ea6\u3001top p\u3001top k\uff09\u8fdb\u884c\u63a7\u5236\uff0c\u4ece\u800c\u786e\u5b9a\u6a21\u578b\u54cd\u5e94\u7684\u968f\u673a\u6027\u548c\u591a\u6837\u6027\u3002\u8d2a\u5a6a\u641c\u7d22\u3001\u6ce2\u675f\u641c\u7d22\u548c\u91c7\u6837\u662f\u81ea\u56de\u5f52\u6a21\u578b\u751f\u6210\u7684\u4e09\u79cd\u5e38\u89c1\u89e3\u7801\u7b56\u7565\u3002<\/p>\n<p>\u5728\u81ea\u56de\u5f52\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0cLLM\u6839\u636e\u524d\u4e00\u4e2a\u7b26\u53f7\u6240\u51b3\u5b9a\u7684\u5019\u9009\u7b26\u53f7\u7684\u6982\u7387\u5206\u5e03\uff0c\u4e00\u6b21\u8f93\u51fa\u4e00\u4e2a\u7b26\u53f7\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u4f1a\u5e94\u7528\u8d2a\u5a6a\u641c\u7d22\u6765\u751f\u6210\u5177\u6709\u6700\u9ad8\u6982\u7387\u7684\u4e0b\u4e00\u4e2a\u7b26\u53f7\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6ce2\u675f\u641c\u7d22\u89e3\u7801\u4f1a\u8003\u8651\u6b21\u4f18\u6807\u8bb0\u7684\u591a\u4e2a\u5047\u8bbe\uff0c\u5e76\u9009\u62e9\u6587\u672c\u5e8f\u5217\u4e2d\u6240\u6709\u6807\u8bb0\u4e2d\u7ec4\u5408\u6982\u7387\u6700\u9ad8\u7684\u5047\u8bbe\u3002\u4e0b\u9762\u7684\u4ee3\u7801\u7247\u6bb5\u4f7f\u7528\u8f6c\u6362\u5e93\u5728\u6a21\u578b\u751f\u6210\u8fc7\u7a0b\u4e2d\u6307\u5b9a\u6ce2\u675f\u8def\u5f84\u7684\u6570\u91cf\uff08\u4f8b\u5982\uff0cnum_beams=5\u8003\u86515\u4e2a\u4e0d\u540c\u7684\u5047\u8bbe\uff09\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">from transformers <span class=\"token keyword\">import<\/span> AutoModelForCausalLM<span class=\"token punctuation\">,<\/span> AutoTokenizer\r\ntokenizer <span class=\"token operator\">=<\/span> AutoTokenizer<span class=\"token punctuation\">.<\/span><span class=\"token function\">from_pretrained<\/span><span class=\"token punctuation\">(<\/span>tokenizer_name<span class=\"token punctuation\">)<\/span>\r\ninputs <span class=\"token operator\">=<\/span> <span class=\"token function\">tokenizer<\/span><span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">,<\/span> return_tensors<span class=\"token operator\">=<\/span><span class=\"token string\">\"pt\"<\/span><span class=\"token punctuation\">)<\/span>\r\nmodel <span class=\"token operator\">=<\/span> AutoModelForCausalLM<span class=\"token punctuation\">.<\/span><span class=\"token function\">from_pretrained<\/span><span class=\"token punctuation\">(<\/span>model_name<span class=\"token punctuation\">)<\/span>\r\noutputs <span class=\"token operator\">=<\/span> model<span class=\"token punctuation\">.<\/span><span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">**<\/span>inputs<span class=\"token punctuation\">,<\/span> num_beams<span class=\"token operator\">=<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u91c7\u6837\u7b56\u7565\u662f\u901a\u8fc7\u8c03\u6574\u8fd9\u4e9b\u63a8\u7406\u53c2\u6570\u6765\u63a7\u5236\u6a21\u578b\u54cd\u5e94\u968f\u673a\u6027\u7684\u7b2c\u4e09\u79cd\u65b9\u6cd5\uff1a<\/p>\n<ul data-id=\"u738a58b-BFPFSJ3P\">\n<li data-id=\"ld70c578-hiNrM6KO\">\u6e29\u5ea6\uff1a\u964d\u4f4e\u6e29\u5ea6\u53ef\u589e\u52a0\u751f\u6210\u9ad8\u6982\u7387\u5355\u8bcd\u7684\u53ef\u80fd\u6027\u5e76\u964d\u4f4e\u751f\u6210\u4f4e\u6982\u7387\u5355\u8bcd\u7684\u53ef\u80fd\u6027\uff0c\u4ece\u800c\u4f7f\u6982\u7387\u5206\u5e03\u66f4\u52a0\u6e05\u6670\u3002\u5f53\u6e29\u5ea6\u7b49\u4e8e0\u65f6\uff0c\u5b83\u76f8\u5f53\u4e8e\u8d2a\u5a6a\u641c\u7d22\uff08\u6700\u6ca1\u6709\u521b\u9020\u529b\uff09\uff1b\u5f53\u6e29\u5ea6\u7b49\u4e8e1\u65f6\uff0c\u5b83\u4f1a\u4ea7\u751f\u6700\u5177\u521b\u9020\u529b\u7684\u8f93\u51fa\u3002<\/li>\n<li data-id=\"ld70c578-xAi478Km\">\u524dK\u4e2a\u91c7\u6837\uff1a\u6b64\u65b9\u6cd5\u7b5b\u9009\u51faK\u4e2a\u6700\u6709\u53ef\u80fd\u7684\u4e0b\u4e00\u4e2a\u6807\u8bb0\uff0c\u5e76\u5728\u8fd9\u4e9b\u6807\u8bb0\u4e4b\u95f4\u91cd\u65b0\u5206\u914d\u6982\u7387\u3002\u7136\u540e\uff0c\u6a21\u578b\u4ece\u8fd9\u7ec4\u7b5b\u9009\u51fa\u7684\u6807\u8bb0\u4e2d\u8fdb\u884c\u91c7\u6837\u3002<\/li>\n<li data-id=\"ld70c578-BQ97aFLe\">\u524dP\u91c7\u6837\uff1a\u524dP\u91c7\u6837\u4e0d\u662f\u4eceK\u4e2a\u6700\u53ef\u80fd\u7684\u6807\u8bb0\u4e2d\u91c7\u6837\uff0c\u800c\u662f\u4ece\u7d2f\u79ef\u6982\u7387\u8d85\u8fc7\u9608\u503cp\u7684\u6700\u5c0f\u53ef\u80fd\u6807\u8bb0\u96c6\u4e2d\u8fdb\u884c\u9009\u62e9\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u9762\u7684\u793a\u4f8b\u4ee3\u7801\u7247\u6bb5\u4ece\u524d50\u4e2a\u6700\u53ef\u80fd\u7684\u6807\u8bb0\uff08top_k=50\uff09\u4e2d\u62bd\u6837\uff0c\u7d2f\u79ef\u6982\u7387\u9ad8\u4e8e0.95\uff08top_p=0.95\uff09:<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">sample_outputs <span class=\"token operator\">=<\/span> model<span class=\"token punctuation\">.<\/span><span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span>\r\n <span class=\"token operator\">**<\/span>model_inputs<span class=\"token punctuation\">,<\/span>\r\n max_new_tokens<span class=\"token operator\">=<\/span><span class=\"token number\">40<\/span><span class=\"token punctuation\">,<\/span>\r\n do_sample<span class=\"token operator\">=<\/span>True<span class=\"token punctuation\">,<\/span>\r\n top_k<span class=\"token operator\">=<\/span><span class=\"token number\">50<\/span><span class=\"token punctuation\">,<\/span>\r\n top_p<span class=\"token operator\">=<\/span><span class=\"token number\">0.95<\/span><span class=\"token punctuation\">,<\/span>\r\n num_return_sequences<span class=\"token operator\">=<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span> <\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>3. RAG<\/h4>\n<p><img data-dominant-color=\"dae3e6\" data-has-transparency=\"true\" style=\"--dominant-color: #dae3e6;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24980\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/89db446df05d.png\" width=\"553\" height=\"358\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/89db446df05d.png 553w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/89db446df05d-300x194.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/89db446df05d-150x97.png 150w\" sizes=\"auto, (max-width: 553px) 100vw, 553px\" \/><\/p>\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6700\u521d\u5728\u8bba\u6587\u300a\u77e5\u8bc6\u5bc6\u96c6\u578bNLP\u4efb\u52a1\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u300b\u4e2d\u63d0\u51fa\uff0c\u5df2\u88ab\u8bc1\u660e\u662f\u4e00\u79cd\u6709\u524d\u9014\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5b83\u6574\u5408\u4e86\u5916\u90e8\u77e5\u8bc6\uff0c\u5e76\u5728\u5904\u7406\u7279\u5b9a\u9886\u57df\u6216\u4e13\u4e1a\u67e5\u8be2\u65f6\u51cf\u5c11\u4e86\u5e38\u89c1\u7684LLM\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u3002RAG\u5141\u8bb8\u4ece\u77e5\u8bc6\u9886\u57df\u52a8\u6001\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\uff0c\u5e76\u4e14\u901a\u5e38\u4e0d\u9700\u8981\u5927\u91cf\u8bad\u7ec3\u6765\u66f4\u65b0LLM\u53c2\u6570\uff1b\u56e0\u6b64\uff0c\u5b83\u662f\u4e00\u79cd\u7ecf\u6d4e\u9ad8\u6548\u7684\u7b56\u7565\uff0c\u53ef\u5c06\u901a\u7528LLM\u5e94\u7528\u4e8e\u4e13\u4e1a\u9886\u57df\u3002<\/p>\n<p>RAG\u7cfb\u7edf\u53ef\u5206\u89e3\u4e3a\u68c0\u7d22\u548c\u751f\u6210\u9636\u6bb5\u3002\u68c0\u7d22\u8fc7\u7a0b\u7684\u76ee\u6807\u662f\u901a\u8fc7\u5bf9\u5916\u90e8\u77e5\u8bc6\u8fdb\u884c\u5206\u5757\u3001\u521b\u5efa\u5d4c\u5165\u3001\u7d22\u5f15\u548c\u76f8\u4f3c\u6027\u641c\u7d22\uff0c\u5728\u77e5\u8bc6\u5e93\u4e2d\u627e\u5230\u4e0e\u7528\u6237\u67e5\u8be2\u5bc6\u5207\u76f8\u5173\u7684\u5185\u5bb9\u3002<\/p>\n<ol data-id=\"o9d5df12-SgBMN68G\">\n<li data-id=\"ld70c578-EEThTqz0\">\u5206\u5757\uff1a\u5c06\u6587\u6863\u5206\u6210\u51e0\u4e2a\u8f83\u5c0f\u7684\u6bb5\uff0c\u6bcf\u4e2a\u6bb5\u5305\u542b\u4e0d\u540c\u7684\u4fe1\u606f\u5355\u5143\u3002<\/li>\n<li data-id=\"ld70c578-I9yCYtSu\">\u521b\u5efa\u5d4c\u5165\uff1a\u5d4c\u5165\u6a21\u578b\u5c06\u6bcf\u4e2a\u4fe1\u606f\u5757\u538b\u7f29\u4e3a\u5411\u91cf\u8868\u793a\u3002\u7528\u6237\u67e5\u8be2\u4e5f\u901a\u8fc7\u76f8\u540c\u7684\u5411\u91cf\u5316\u8fc7\u7a0b\u8f6c\u6362\u4e3a\u5176\u5411\u91cf\u8868\u793a\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u5728\u540c\u4e00\u7ef4\u7a7a\u95f4\u4e2d\u6bd4\u8f83\u7528\u6237\u67e5\u8be2\u3002<\/li>\n<li data-id=\"ld70c578-2DtDm9gS\">\u7d22\u5f15\uff1a\u6b64\u8fc7\u7a0b\u5c06\u8fd9\u4e9b\u6587\u672c\u5757\u53ca\u5176\u5411\u91cf\u5d4c\u5165\u5b58\u50a8\u4e3a\u952e\u503c\u5bf9\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u4e14\u53ef\u6269\u5c55\u7684\u641c\u7d22\u529f\u80fd\u3002\u5bf9\u4e8e\u8d85\u51fa\u5185\u5b58\u5bb9\u91cf\u7684\u5927\u578b\u5916\u90e8\u77e5\u8bc6\u5e93\uff0c\u5411\u91cf\u6570\u636e\u5e93\u53ef\u63d0\u4f9b\u9ad8\u6548\u7684\u957f\u671f\u5b58\u50a8\u3002<\/li>\n<li data-id=\"ld70c578-aDQBRHaQ\">\u76f8\u4f3c\u6027\u641c\u7d22\uff1a\u8ba1\u7b97\u67e5\u8be2\u5d4c\u5165\u548c\u6587\u672c\u5757\u5d4c\u5165\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u5206\u6570\uff0c\u7528\u4e8e\u641c\u7d22\u4e0e\u7528\u6237\u67e5\u8be2\u9ad8\u5ea6\u76f8\u5173\u7684\u4fe1\u606f\u3002<\/li>\n<\/ol>\n<p>\u7136\u540e\uff0cRAG\u7cfb\u7edf\u7684\u751f\u6210\u8fc7\u7a0b\u5c06\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4e0e\u7528\u6237\u67e5\u8be2\u76f8\u7ed3\u5408\uff0c\u5f62\u6210\u589e\u5f3a\u67e5\u8be2\uff0c\u8be5\u67e5\u8be2\u88ab\u89e3\u6790\u5230LLM\u4ee5\u751f\u6210\u4e0a\u4e0b\u6587\u4e30\u5bcc\u7684\u54cd\u5e94\u3002<\/p>\n<h4>\u5173\u952e\u4ee3\u7801\u7247\u65ad<\/h4>\n<p>\u5728\u57fa\u4e8eRAG\u7cfb\u7edf\u7684\u5173\u952e\u5b9e\u73b0\u4ee3\u7801\u4e2d\uff0c\u9996\u5148\u6307\u5b9aLLM\u548c\u5d4c\u5165\u6a21\u578b\uff0c\u7136\u540e\u6267\u884c\u5c06\u5916\u90e8\u77e5\u8bc6\u5e93\u5206\u5757\u4e3a\u6587\u6863\u7684\u96c6\u5408\u7684\u6b65\u9aa4\u3002\u7136\u540e\uff0c\u4ece\u6587\u6863\u521b\u5efa\u7d22\u5f15\uff0c\u57fa\u4e8e\u7d22\u5f15\u5b9a\u4e49\u67e5\u8be2\u5f15\u64ce\uff0c\u5e76\u4f7f\u7528\u7528\u6237\u63d0\u793a\u67e5\u8be2\u67e5\u8be2\u5f15\u64ce\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">from llama_index<span class=\"token punctuation\">.<\/span>llms<span class=\"token punctuation\">.<\/span>openai <span class=\"token keyword\">import<\/span> OpenAI\r\nfrom llama_index<span class=\"token punctuation\">.<\/span>embeddings<span class=\"token punctuation\">.<\/span>openai <span class=\"token keyword\">import<\/span> OpenAIEmbedding\r\nfrom llama_index<span class=\"token punctuation\">.<\/span>core <span class=\"token keyword\">import<\/span> VectorStoreIndex\r\n\r\nSettings<span class=\"token punctuation\">.<\/span>llm <span class=\"token operator\">=<\/span> <span class=\"token function\">OpenAI<\/span><span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-3.5-turbo\"<\/span><span class=\"token punctuation\">)<\/span>\r\nSettings<span class=\"token punctuation\">.<\/span>embed_model<span class=\"token operator\">=<\/span><span class=\"token string\">\"BAAI\/bge-small-en-v1.5\"<\/span>\r\n\r\ndocument <span class=\"token operator\">=<\/span> <span class=\"token function\">Document<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token operator\">=<\/span><span class=\"token string\">\"\\\\n\\\\n\"<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">join<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span>doc<span class=\"token punctuation\">.<\/span>text <span class=\"token keyword\">for<\/span> doc <span class=\"token keyword\">in<\/span> documents<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\r\nindex <span class=\"token operator\">=<\/span> VectorStoreIndex<span class=\"token punctuation\">.<\/span><span class=\"token function\">from_documents<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span>document<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> \r\nquery_engine <span class=\"token operator\">=<\/span> index<span class=\"token punctuation\">.<\/span><span class=\"token function\">as_query_engine<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\nresponse <span class=\"token operator\">=<\/span> query_engine<span class=\"token punctuation\">.<\/span><span class=\"token function\">query<\/span><span class=\"token punctuation\">(<\/span>\r\n <span class=\"token string\">\"Tell me about LLM customization strategies.\"<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ul data-id=\"u738a58b-q5383bTt\">\n<li data-id=\"ld70c578-W14o8CcU\">\u4e0a\u9762\u7684\u4f8b\u5b50\u5c55\u793a\u4e86\u4e00\u4e2a\u7b80\u5355\u7684RAG\u7cfb\u7edf\u3002\u9ad8\u7ea7RAG\u5728\u6b64\u57fa\u7840\u4e0a\u8fdb\u884c\u4e86\u6539\u8fdb\uff0c\u5f15\u5165\u4e86\u9884\u68c0\u7d22\u548c\u540e\u68c0\u7d22\u7b56\u7565\uff0c\u4ee5\u51cf\u5c11\u8bf8\u5982\u68c0\u7d22\u548c\u751f\u6210\u8fc7\u7a0b\u4e4b\u95f4\u534f\u540c\u4f5c\u7528\u6709\u9650\u7b49\u7f3a\u9677\u3002\u4f8b\u5982\uff0c\u91cd\u65b0\u6392\u5e8f\u6280\u672f\u4f7f\u7528\u80fd\u591f\u7406\u89e3\u53cc\u5411\u4e0a\u4e0b\u6587\u7684\u6a21\u578b\u5bf9\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u8fdb\u884c\u91cd\u65b0\u6392\u5e8f\uff0c\u5e76\u4e0e\u77e5\u8bc6\u56fe\u8c31\u96c6\u6210\u4ee5\u5b9e\u73b0\u9ad8\u7ea7\u67e5\u8be2\u8def\u7531\u3002<\/li>\n<\/ul>\n<h4>4. \u4ee3\u7406<\/h4>\n<p><img data-dominant-color=\"d4dde3\" data-has-transparency=\"true\" style=\"--dominant-color: #d4dde3;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24981\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/b6b69e49d9e7.png\" width=\"554\" height=\"369\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/b6b69e49d9e7.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/b6b69e49d9e7-300x200.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/b6b69e49d9e7-150x100.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<p>LLM\u4ee3\u7406\uff08Agent\uff09\u662f2024\u5e74\u7684\u70ed\u95e8\u8bdd\u9898\uff0c\u5e76\u4e14\u5f88\u53ef\u80fd\u57282025\u5e74\u7ee7\u7eed\u6210\u4e3aGenAI\u9886\u57df\u7684\u4e3b\u8981\u7126\u70b9\u3002\u4e0eRAG\u76f8\u6bd4\uff0cAgent\u64c5\u957f\u521b\u5efa\u67e5\u8be2\u8def\u7ebf\u548c\u89c4\u5212\u57fa\u4e8eLLM\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5177\u6709\u4ee5\u4e0b\u4f18\u52bf\uff1a<\/p>\n<ul data-id=\"u738a58b-s3sH2O1Z\">\n<li data-id=\"ld70c578-khqd12zp\">\u7ef4\u62a4\u5148\u524d\u6a21\u578b\u751f\u6210\u7684\u54cd\u5e94\u7684\u8bb0\u5fc6\u548c\u72b6\u6001\u3002<\/li>\n<li data-id=\"ld70c578-1IKhzyGw\">\u6839\u636e\u7279\u5b9a\u6807\u51c6\u5229\u7528\u5404\u79cd\u5de5\u5177\u3002\u6b64\u5de5\u5177\u4f7f\u7528\u529f\u80fd\u4f7f\u5f97\u4ee3\u7406\u6709\u522b\u4e8e\u57fa\u672cRAG\u7cfb\u7edf\uff0c\u56e0\u4e3a\u5b83\u8d4b\u4e88LLM\u5bf9\u5de5\u5177\u9009\u62e9\u7684\u72ec\u7acb\u63a7\u5236\u6743\u3002<\/li>\n<li data-id=\"ld70c578-3PDBVyRr\">\u5c06\u590d\u6742\u7684\u4efb\u52a1\u5206\u89e3\u4e3a\u8f83\u5c0f\u7684\u6b65\u9aa4\u5e76\u89c4\u5212\u4e00\u7cfb\u5217\u64cd\u4f5c\u3002<\/li>\n<li data-id=\"ld70c578-i6hb8tpT\">\u4e0e\u5176\u4ed6\u4ee3\u7406\u534f\u4f5c\u4ee5\u5f62\u6210\u534f\u8c03\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n<p>\u591a\u79cd\u60c5\u5883\u5b66\u4e60\u6280\u672f\uff08\u4f8b\u5982CoT\u3001ReAct\uff09\u53ef\u901a\u8fc7Agentic\u6846\u67b6\u5b9e\u73b0\uff0c\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u66f4\u8be6\u7ec6\u5730\u8ba8\u8bbaReAct\u3002ReAct\u4ee3\u8868\u201c\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u534f\u540c\u63a8\u7406\u548c\u884c\u52a8\u201d\uff0c\u7531\u4e09\u4e2a\u5173\u952e\u5143\u7d20\u7ec4\u6210\u2014\u2014\u884c\u52a8\u3001\u60f3\u6cd5\u548c\u89c2\u5bdf\u3002\u8be5\u6846\u67b6\u7531\u666e\u6797\u65af\u987f\u5927\u5b66\u7684\u8c37\u6b4c\u7814\u7a76\u4e2d\u5fc3\u63a8\u51fa\uff0c\u5efa\u7acb\u5728\u601d\u60f3\u94fe\u7684\u57fa\u7840\u4e0a\uff0c\u5c06\u63a8\u7406\u6b65\u9aa4\u4e0e\u884c\u52a8\u7a7a\u95f4\u76f8\u7ed3\u5408\uff0c\u4ece\u800c\u5b9e\u73b0\u5de5\u5177\u4f7f\u7528\u548c\u51fd\u6570\u8c03\u7528\u3002\u6b64\u5916\uff0cReAct\u6846\u67b6\u5f3a\u8c03\u6839\u636e\u73af\u5883\u89c2\u5bdf\u786e\u5b9a\u4e0b\u4e00\u4e2a\u6700\u4f73\u884c\u52a8\u3002<\/p>\n<p>\u539f\u59cb\u8bba\u6587\u4e2d\u7684\u4e3e\u4f8b\u5c55\u793a\u4e86ReAct\u7684\u5185\u90e8\u5de5\u4f5c\u8fc7\u7a0b\uff0c\u5176\u4e2dLLM\u751f\u6210\u7b2c\u4e00\u4e2a\u60f3\u6cd5\u5e76\u901a\u8fc7\u8c03\u7528\u51fd\u6570\u201cSearch [Apple Remote]\u201d\u6765\u91c7\u53d6\u884c\u52a8\uff0c\u7136\u540e\u89c2\u5bdf\u5176\u7b2c\u4e00\u4e2a\u8f93\u51fa\u7684\u53cd\u9988\u3002\u7b2c\u4e8c\u4e2a\u60f3\u6cd5\u57fa\u4e8e\u4e4b\u524d\u7684\u89c2\u5bdf\uff0c\u56e0\u6b64\u5bfc\u81f4\u4e0d\u540c\u7684\u52a8\u4f5c\u201cSearch [Front Row]\u201d\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u65ad\u8fed\u4ee3\u76f4\u5230\u8fbe\u5230\u76ee\u6807\u3002\u7814\u7a76\u8868\u660e\uff0cReAct\u901a\u8fc7\u4e0e\u7b80\u5355\u7684\u7ef4\u7cfb\u767e\u79d1API\u4ea4\u4e92\uff0c\u514b\u670d\u4e86\u5728\u601d\u7ef4\u94fe\u63a8\u7406\u4e2d\u7ecf\u5e38\u89c2\u5bdf\u5230\u7684\u5e7b\u89c9\u548c\u9519\u8bef\u4f20\u64ad\u95ee\u9898\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u5b9e\u65bd\u51b3\u7b56\u8ddf\u8e2a\uff0cReAct\u6846\u67b6\u8fd8\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u3001\u53ef\u4fe1\u5ea6\u548c\u53ef\u8bca\u65ad\u6027\u3002<\/p>\n<p><img data-dominant-color=\"283040\" data-has-transparency=\"true\" style=\"--dominant-color: #283040;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24982\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/623e959008d089504d9120bd9de6e9c500e11a.png\" width=\"554\" height=\"472\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/623e959008d089504d9120bd9de6e9c500e11a.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/623e959008d089504d9120bd9de6e9c500e11a-300x256.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/623e959008d089504d9120bd9de6e9c500e11a-150x128.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<p>\u672c\u793a\u4f8b\u6765\u81ea\u8bba\u6587\u300aReAct\uff1a\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u534f\u540c\u63a8\u7406\u548c\u884c\u52a8\u300b\uff08Yu\u7b49\u4eba\uff0c2022\u5e74\uff09<\/p>\n<h4>\u5173\u952e\u4ee3\u7801\u7247\u6bb5<\/h4>\n<p>\u63a5\u4e0b\u6765\u7684\u4ee3\u7801\u5c06\u6f14\u793a\u4f7f\u7528\u57fa\u4e8eReAct\u7684\u4ee3\u7406llamaindex\u7684\u5173\u952e\u4ee3\u7801\u7247\u6bb5\u3002\u9996\u5148\uff0c\u5b83\u5b9a\u4e49\u4e86\u4e24\u4e2a\u51fd\u6570\uff08multiply\u548cadd\uff09\u3002\u5176\u6b21\uff0c\u5c06\u8fd9\u4e24\u4e2a\u51fd\u6570\u5c01\u88c5\u4e3aFunctionTool\uff0c\u5f62\u6210\u4ee3\u7406\u7684\u52a8\u4f5c\u7a7a\u95f4\u5e76\u6839\u636e\u5176\u63a8\u7406\u6267\u884c\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">from llama_index<span class=\"token punctuation\">.<\/span>core<span class=\"token punctuation\">.<\/span>agent <span class=\"token keyword\">import<\/span> ReActAgent\r\nfrom llama_index<span class=\"token punctuation\">.<\/span>core<span class=\"token punctuation\">.<\/span>tools <span class=\"token keyword\">import<\/span> FunctionTool\r\n# \u521b\u5efa\u57fa\u672c\u51fd\u6570\u5de5\u5177\r\ndef <span class=\"token function\">multiply<\/span><span class=\"token punctuation\">(<\/span>a<span class=\"token operator\">:<\/span> float<span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">b<\/span><span class=\"token operator\">:<\/span> float<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> float<span class=\"token operator\">:<\/span>\r\n <span class=\"token keyword\">return<\/span> a <span class=\"token operator\">*<\/span> b\r\nmultiply_tool <span class=\"token operator\">=<\/span> FunctionTool<span class=\"token punctuation\">.<\/span><span class=\"token function\">from_defaults<\/span><span class=\"token punctuation\">(<\/span>fn<span class=\"token operator\">=<\/span>multiply<span class=\"token punctuation\">)<\/span>\r\ndef <span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span>a<span class=\"token operator\">:<\/span> float<span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">b<\/span><span class=\"token operator\">:<\/span> float<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> float<span class=\"token operator\">:<\/span>\r\n <span class=\"token keyword\">return<\/span> a <span class=\"token operator\">+<\/span> b\r\nadd_tool <span class=\"token operator\">=<\/span> FunctionTool<span class=\"token punctuation\">.<\/span><span class=\"token function\">from_defaults<\/span><span class=\"token punctuation\">(<\/span>fn<span class=\"token operator\">=<\/span>add<span class=\"token punctuation\">)<\/span>\r\nagent <span class=\"token operator\">=<\/span> ReActAgent<span class=\"token punctuation\">.<\/span><span class=\"token function\">from_tools<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span>multiply_tool<span class=\"token punctuation\">,<\/span> add_tool<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> llm<span class=\"token operator\">=<\/span>llm<span class=\"token punctuation\">,<\/span> verbose<span class=\"token operator\">=<\/span>True<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4ee3\u7406\u5de5\u4f5c\u6d41\u4e0e\u81ea\u6211\u53cd\u601d\u6216\u81ea\u6211\u7ea0\u6b63\u76f8\u7ed3\u5408\u65f6\uff0c\u5176\u4f18\u52bf\u66f4\u4e3a\u663e\u8457\u3002\u8fd9\u662f\u4e00\u4e2a\u65e5\u76ca\u53d1\u5c55\u7684\u9886\u57df\uff0c\u4eba\u4eec\u6b63\u5728\u63a2\u7d22\u5404\u79cd\u4ee3\u7406\u67b6\u6784\u3002\u4f8b\u5982\uff0cReflexion\u6846\u67b6\u901a\u8fc7\u63d0\u4f9b\u6765\u81ea\u73af\u5883\u7684\u53e3\u5934\u53cd\u9988\u6458\u8981\u5e76\u5c06\u53cd\u9988\u5b58\u50a8\u5728\u6a21\u578b\u7684\u5185\u5b58\u4e2d\u6765\u4fc3\u8fdb\u8fed\u4ee3\u5b66\u4e60\uff1bCRITIC\u6846\u67b6\u4f7f\u51bb\u7ed3\u7684LLM\u80fd\u591f\u901a\u8fc7\u4e0e\u5916\u90e8\u5de5\u5177\uff08\u5982\u4ee3\u7801\u89e3\u91ca\u5668\u548cAPI\u8c03\u7528\uff09\u4ea4\u4e92\u6765\u8fdb\u884c\u81ea\u6211\u9a8c\u8bc1\u3002<\/p>\n<h4>5. \u5fae\u8c03<\/h4>\n<p><img data-dominant-color=\"d6dbde\" data-has-transparency=\"true\" style=\"--dominant-color: #d6dbde;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24983\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/368eee57ce68.png\" width=\"554\" height=\"374\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/368eee57ce68.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/368eee57ce68-300x203.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/368eee57ce68-150x101.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<p>\u5fae\u8c03\u662f\u8f93\u5165\u5c0f\u4f17\u548c\u4e13\u4e1a\u6570\u636e\u96c6\u6765\u4fee\u6539LLM\uff0c\u4f7f\u5176\u66f4\u7b26\u5408\u67d0\u4e2a\u76ee\u6807\u7684\u8fc7\u7a0b\u3002\u5b83\u4e0d\u540c\u4e8e\u63d0\u793a\u5de5\u7a0b\u548cRAG\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u66f4\u65b0LLM\u6743\u91cd\u548c\u53c2\u6570\u3002\u5b8c\u5168\u5fae\u8c03\u662f\u6307\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u66f4\u65b0\u9884\u8bad\u7ec3LLM\u7684\u6240\u6709\u6743\u91cd\uff0c\u8fd9\u9700\u8981\u5927\u91cf\u5185\u5b58\u6765\u5b58\u50a8\u6240\u6709\u6743\u91cd\u548c\u53c2\u6570\uff0c\u5e76\u4e14\u53ef\u80fd\u4f1a\u663e\u8457\u964d\u4f4e\u5176\u4ed6\u4efb\u52a1\u7684\u80fd\u529b\uff08\u5373\u707e\u96be\u6027\u9057\u5fd8\uff09\u3002\u56e0\u6b64\uff0cPEFT\uff08\u6216\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff09\u88ab\u66f4\u5e7f\u6cdb\u5730\u7528\u4e8e\u7f13\u89e3\u8fd9\u4e9b\u95ee\u9898\uff0c\u540c\u65f6\u8282\u7701\u6a21\u578b\u8bad\u7ec3\u7684\u65f6\u95f4\u548c\u6210\u672c\u3002PEFT\u65b9\u6cd5\u6709\u4e09\u7c7b\uff1a<\/p>\n<ul data-id=\"u738a58b-H3Ic36OX\">\n<li data-id=\"ld70c578-4jtpiLWZ\">\u9009\u62e9\u6027\uff1a\u9009\u62e9\u521d\u59cbLLM\u53c2\u6570\u7684\u5b50\u96c6\u8fdb\u884c\u5fae\u8c03\uff0c\u4e0e\u5176\u4ed6PEFT\u65b9\u6cd5\u76f8\u6bd4\uff0c\u8fd9\u53ef\u80fd\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u3002<\/li>\n<li data-id=\"ld70c578-pjhfvCTG\">\u91cd\u65b0\u53c2\u6570\u5316\uff1a\u901a\u8fc7\u8bad\u7ec3\u4f4e\u79e9\u8868\u793a\u7684\u6743\u91cd\u6765\u8c03\u6574\u6a21\u578b\u6743\u91cd\u3002\u4f8b\u5982\uff0c\u4f4e\u79e9\u81ea\u9002\u5e94\uff08LoRA\uff09\u5c31\u5c5e\u4e8e\u6b64\u7c7b\uff0c\u5b83\u901a\u8fc7\u4f7f\u7528\u4e24\u4e2a\u8f83\u5c0f\u7684\u77e9\u9635\u8868\u793a\u6743\u91cd\u66f4\u65b0\u6765\u52a0\u901f\u5fae\u8c03\u3002<\/li>\n<li data-id=\"ld70c578-wtFRBUlz\">\u9644\u52a0\uff1a\u5411\u6a21\u578b\u6dfb\u52a0\u989d\u5916\u7684\u53ef\u8bad\u7ec3\u5c42\uff0c\u5305\u62ec\u9002\u914d\u5668\u548c\u8f6f\u63d0\u793a\u7b49\u6280\u672f\u3002\u5fae\u8c03\u8fc7\u7a0b\u4e0e\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u7c7b\u4f3c\uff0c\u9700\u8981\u4ee5\u4e0b\u8f93\u5165\u5185\u5bb9\uff1a<\/li>\n<li data-id=\"ld70c578-w4Rq2FIp\">\u8bad\u7ec3\u548c\u8bc4\u4f30\u6570\u636e\u96c6<\/li>\n<li data-id=\"ld70c578-Nm6l4d6D\">\u8bad\u7ec3\u53c2\u6570\u5b9a\u4e49\u8d85\u53c2\u6570\uff0c\u4f8b\u5982\u5b66\u4e60\u7387\u3001\u4f18\u5316\u5668<\/li>\n<li data-id=\"ld70c578-UjYTAEE2\">\u9884\u8bad\u7ec3\u7684LLM\u6a21\u578b<\/li>\n<li data-id=\"ld70c578-lrcrEFdn\">\u8ba1\u7b97\u7b97\u6cd5\u5e94\u8be5\u4f18\u5316\u7684\u6307\u6807\u548c\u76ee\u6807\u51fd\u6570<\/li>\n<\/ul>\n<h4>\u5173\u952e\u4ee3\u7801\u7247\u6bb5<\/h4>\n<p>\u4e0b\u9762\u662f\u4f7f\u7528\u8f6c\u6362\u5668Trainer\u5b9e\u73b0\u5fae\u8c03\u7684\u5173\u952e\u4ee3\u7801\u7247\u6bb5\u793a\u4f8b\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">from transformers <span class=\"token keyword\">import<\/span> TrainingArguments<span class=\"token punctuation\">,<\/span> Trainer\r\n\r\ntraining_args <span class=\"token operator\">=<\/span> <span class=\"token function\">TrainingArguments<\/span><span class=\"token punctuation\">(<\/span>\r\n  output_dir<span class=\"token operator\">=<\/span>output_dir<span class=\"token punctuation\">,<\/span>\r\n  learning_rate<span class=\"token operator\">=<\/span><span class=\"token number\">1e-5<\/span><span class=\"token punctuation\">,<\/span>\r\n  eval_strategy<span class=\"token operator\">=<\/span><span class=\"token string\">\"epoch\"<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\ntrainer <span class=\"token operator\">=<\/span> <span class=\"token function\">Trainer<\/span><span class=\"token punctuation\">(<\/span>\r\n model<span class=\"token operator\">=<\/span>model<span class=\"token punctuation\">,<\/span>\r\n args<span class=\"token operator\">=<\/span>training_args<span class=\"token punctuation\">,<\/span>\r\n train_dataset<span class=\"token operator\">=<\/span>train_dataset<span class=\"token punctuation\">,<\/span>\r\n eval_dataset<span class=\"token operator\">=<\/span>eval_dataset<span class=\"token punctuation\">,<\/span>\r\n compute_metrics<span class=\"token operator\">=<\/span>compute_metrics<span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\ntrainer<span class=\"token punctuation\">.<\/span><span class=\"token function\">train<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5fae\u8c03\u5177\u6709\u5e7f\u6cdb\u7684\u4f7f\u7528\u573a\u666f\u3002\u4f8b\u5982\uff0c\u6307\u4ee4\u5fae\u8c03\u901a\u8fc7\u5bf9\u63d0\u793a\u5b8c\u6210\u5bf9\u8fdb\u884c\u8bad\u7ec3\u6765\u4f18\u5316LLM\u7684\u5bf9\u8bdd\u548c\u9075\u5faa\u6307\u4ee4\u7684\u80fd\u529b\u3002\u53e6\u4e00\u4e2a\u4f8b\u5b50\u662f\u9886\u57df\u81ea\u9002\u5e94\uff0c\u8fd9\u662f\u4e00\u79cd\u65e0\u76d1\u7763\u5fae\u8c03\u65b9\u6cd5\uff0c\u53ef\u5e2e\u52a9LLM\u4e13\u6ce8\u4e8e\u7279\u5b9a\u7684\u77e5\u8bc6\u9886\u57df\u3002<\/p>\n<h4>6. RLHF<\/h4>\n<p><img data-dominant-color=\"d0dadf\" data-has-transparency=\"true\" style=\"--dominant-color: #d0dadf;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24984\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d694d9045aa9.png\" width=\"554\" height=\"392\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d694d9045aa9.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d694d9045aa9-300x212.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d694d9045aa9-150x106.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<p>\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u662f\u4e00\u79cd\u57fa\u4e8e\u4eba\u7c7b\u504f\u597d\u5bf9LLM\u8fdb\u884c\u5fae\u8c03\u7684\u5f3a\u5316\u5b66\u4e60\u6280\u672f\u3002RLHF\u901a\u8fc7\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\u6765\u8fd0\u884c\uff0c\u5e76\u4f7f\u7528\u8be5\u6a21\u578b\u4f5c\u4e3a\u5956\u52b1\u51fd\u6570\u901a\u8fc7PPO\uff08\u8fd1\u7aef\u7b56\u7565\u4f18\u5316\uff09\u4f18\u5316\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u3002\u8be5\u8fc7\u7a0b\u9700\u8981\u4e24\u7ec4\u8bad\u7ec3\u6570\u636e\uff1a\u7528\u4e8e\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\u7684\u504f\u597d\u6570\u636e\u96c6\u548c\u7528\u4e8e\u5f3a\u5316\u5b66\u4e60\u5faa\u73af\u7684\u63d0\u793a\u6570\u636e\u96c6\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u5c06\u5176\u5206\u89e3\u4e3a\u5982\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ol data-id=\"o9d5df12-ikLiZTmG\">\n<li data-id=\"ld70c578-9JWt42e3\">\u6536\u96c6\u7531\u4eba\u5de5\u6807\u6ce8\u8005\u6807\u6ce8\u7684\u504f\u597d\u6570\u636e\u96c6\uff0c\u4eba\u5de5\u6807\u6ce8\u8005\u6839\u636e\u4eba\u7c7b\u504f\u597d\u5bf9\u6a21\u578b\u751f\u6210\u7684\u4e0d\u540c\u5b8c\u6210\u60c5\u51b5\u8fdb\u884c\u8bc4\u5206\u3002\u504f\u597d\u6570\u636e\u96c6\u7684\u4e00\u4e2a\u793a\u4f8b\u683c\u5f0f\u4e3a{input_text,candidate1,candidate2,human_preference}\uff0c\u8868\u793a\u54ea\u4e2a\u5019\u9009\u7b54\u6848\u662f\u9996\u9009\u3002<\/li>\n<li data-id=\"ld70c578-rbLvEuaD\">\u4f7f\u7528\u504f\u597d\u6570\u636e\u96c6\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\uff0c\u5956\u52b1\u6a21\u578b\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u56de\u5f52\u6a21\u578b\uff0c\u5b83\u8f93\u51fa\u4e00\u4e2a\u6807\u91cf\uff0c\u8868\u793a\u6a21\u578b\u751f\u6210\u7684\u54cd\u5e94\u7684\u8d28\u91cf\u3002\u5956\u52b1\u6a21\u578b\u7684\u76ee\u6807\u662f\u6700\u5927\u5316\u83b7\u80dc\u5019\u9009\u4eba\u548c\u5931\u8d25\u5019\u9009\u4eba\u4e4b\u95f4\u7684\u5206\u6570\u3002<\/li>\n<li data-id=\"ld70c578-usJ5tpkl\">\u5728\u5f3a\u5316\u5b66\u4e60\u5faa\u73af\u4e2d\u4f7f\u7528\u5956\u52b1\u6a21\u578b\u6765\u5fae\u8c03LLM\u3002\u76ee\u6807\u662f\u66f4\u65b0\u7b56\u7565\uff0c\u4ee5\u4fbfLLM\u53ef\u4ee5\u751f\u6210\u54cd\u5e94\uff0c\u4ece\u800c\u6700\u5927\u5316\u5956\u52b1\u6a21\u578b\u4ea7\u751f\u7684\u5956\u52b1\u3002\u6b64\u8fc7\u7a0b\u5229\u7528\u63d0\u793a\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u662f\u683c\u5f0f\u4e3a{prompt,response,rewards}\u7684\u63d0\u793a\u7684\u96c6\u5408\u3002<\/li>\n<\/ol>\n<h4>\u5173\u952e\u4ee3\u7801\u7247\u6bb5<\/h4>\n<p>\u5f00\u6e90\u5e93Trlx\u5728\u5b9e\u73b0RLHF\u4e2d\u88ab\u5e7f\u6cdb\u5e94\u7528\uff0c\u5b83\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5c55\u793a\u57fa\u672cRLHF\u8bbe\u7f6e\u7684\u6a21\u677f\u4ee3\u7801\uff1a<\/p>\n<ol data-id=\"o9d5df12-KaPFLmOT\">\n<li data-id=\"ld70c578-bbBo6NxT\">\u4ece\u9884\u8bad\u7ec3\u68c0\u67e5\u70b9\u521d\u59cb\u5316\u57fa\u7840\u6a21\u578b\u548c\u6807\u8bb0\u5668<\/li>\n<li data-id=\"ld70c578-H8MbkMDw\">\u914d\u7f6ePPO\u8d85\u53c2\u6570PPOConfig\uff0c\u5982\u5b66\u4e60\u7387\u3001\u65f6\u671f\u548c\u6279\u6b21\u5927\u5c0f<\/li>\n<li data-id=\"ld70c578-ydDadz9A\">PPOTrainer\u901a\u8fc7\u7ec4\u5408\u6a21\u578b\u3001\u6807\u8bb0\u5668\u548c\u8bad\u7ec3\u6570\u636e\u6765\u521b\u5efaPPO\u8bad\u7ec3\u5668<\/li>\n<li data-id=\"ld70c578-yeiYwCJj\">\u8bad\u7ec3\u5faa\u73af\u4f7f\u7528step()\u65b9\u6cd5\u8fed\u4ee3\u66f4\u65b0\u6a21\u578b\uff0c\u4ee5\u4f18\u5316\u4ece\u67e5\u8be2\u548c\u6a21\u578b\u54cd\u5e94\u8ba1\u7b97\u51fa\u7684\u56de\u62a5\uff1a<\/li>\n<\/ol>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"># trl<span class=\"token operator\">:<\/span> \u8f6c\u6362\u5668\u5f3a\u5316\u5b66\u4e60\u5e93\r\nfrom trl <span class=\"token keyword\">import<\/span> PPOTrainer<span class=\"token punctuation\">,<\/span> PPOConfig<span class=\"token punctuation\">,<\/span> AutoModelForSeq2SeqLMWithValueHead\r\nfrom trl <span class=\"token keyword\">import<\/span> create_reference_model\r\nfrom trl<span class=\"token punctuation\">.<\/span>core <span class=\"token keyword\">import<\/span> LengthSampler\r\n\r\n#\u542f\u52a8\u9884\u5148\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u548c\u6807\u8bb0\u5668\r\nmodel <span class=\"token operator\">=<\/span> AutoModelForCausalLMWithValueHead<span class=\"token punctuation\">.<\/span><span class=\"token function\">from_pretrained<\/span><span class=\"token punctuation\">(<\/span>config<span class=\"token punctuation\">.<\/span>model_name<span class=\"token punctuation\">)<\/span>\r\ntokenizer <span class=\"token operator\">=<\/span> AutoTokenizer<span class=\"token punctuation\">.<\/span><span class=\"token function\">from_pretrained<\/span><span class=\"token punctuation\">(<\/span>config<span class=\"token punctuation\">.<\/span>model_name<span class=\"token punctuation\">)<\/span>\r\n\r\n#\u5b9a\u4e49<span class=\"token constant\">PPO<\/span>\u7b97\u6cd5\u7684\u8d85\u53c2\u6570\r\nconfig <span class=\"token operator\">=<\/span> <span class=\"token function\">PPOConfig<\/span><span class=\"token punctuation\">(<\/span>\r\n model_name<span class=\"token operator\">=<\/span>model_name<span class=\"token punctuation\">,<\/span> \r\n learning_rate<span class=\"token operator\">=<\/span>learning_rate<span class=\"token punctuation\">,<\/span>\r\n ppo_epochs<span class=\"token operator\">=<\/span>max_ppo_epochs<span class=\"token punctuation\">,<\/span>\r\n mini_batch_size<span class=\"token operator\">=<\/span>mini_batch_size<span class=\"token punctuation\">,<\/span>\r\n batch_size<span class=\"token operator\">=<\/span>batch_size\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n# \u6839\u636e\u6a21\u578b\u542f\u52a8<span class=\"token constant\">PPO<\/span>\u8bad\u7ec3\u5e08\r\nppo_trainer <span class=\"token operator\">=<\/span> <span class=\"token function\">PPOTrainer<\/span><span class=\"token punctuation\">(<\/span>\r\n cnotallow<span class=\"token operator\">=<\/span>config<span class=\"token punctuation\">,<\/span> \r\n model<span class=\"token operator\">=<\/span>ppo_model<span class=\"token punctuation\">,<\/span> \r\n tokenizer<span class=\"token operator\">=<\/span>tokenizer<span class=\"token punctuation\">,<\/span> \r\n dataset<span class=\"token operator\">=<\/span>dataset<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"train\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n data_collator<span class=\"token operator\">=<\/span>collator\r\n<span class=\"token punctuation\">)<\/span> \r\n\r\n# ppo_\u8bad\u7ec3\u5668\u901a\u8fc7\u5956\u52b1\u8fdb\u884c\u8fed\u4ee3\u66f4\u65b0\r\nppo_trainer<span class=\"token punctuation\">.<\/span><span class=\"token function\">step<\/span><span class=\"token punctuation\">(<\/span>query_tensors<span class=\"token punctuation\">,<\/span> response_tensors<span class=\"token punctuation\">,<\/span> rewards<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>RLHF\u88ab\u5e7f\u6cdb\u7528\u4e8e\u5c06\u6a21\u578b\u54cd\u5e94\u4e0e\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\u3002\u5e38\u89c1\u4f7f\u7528\u573a\u666f\u5305\u62ec\u51cf\u5c11\u54cd\u5e94\u6bd2\u6027\u548c\u6a21\u578b\u5e7b\u89c9\u3002\u7136\u800c\uff0c\u5b83\u7684\u7f3a\u70b9\u662f\u9700\u8981\u5927\u91cf\u4eba\u5de5\u6ce8\u91ca\u7684\u6570\u636e\u4ee5\u53ca\u4e0e\u7b56\u7565\u4f18\u5316\u76f8\u5173\u7684\u8ba1\u7b97\u6210\u672c\u3002\u56e0\u6b64\uff0c\u5f15\u5165\u4e86\u8bf8\u5982AI\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\u548c\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08DPO\uff09\u4e4b\u7c7b\u7684\u66ff\u4ee3\u65b9\u6848\u6765\u7f13\u89e3\u8fd9\u4e9b\u9650\u5236\u3002<\/p>\n<h3>\u603b\u7ed3<\/h3>\n<p>\u672c\u6587\u7b80\u5355\u4ecb\u7ecd\u4e86\u516d\u79cd\u57fa\u672c\u7684LLM\u5b9a\u5236\u7b56\u7565\uff0c\u5305\u62ec\u63d0\u793a\u5de5\u7a0b\u3001\u89e3\u7801\u7b56\u7565\u3001RAG\u3001Agent\u3001\u5fae\u8c03\u548cRLHF\u3002\u5e0c\u671b\u8fd9\u5bf9\u4f60\u7406\u89e3\u6bcf\u79cd\u7b56\u7565\u7684\u4f18\u7f3a\u70b9\u4ee5\u53ca\u5982\u4f55\u6839\u636e\u5b9e\u9645\u5e94\u7528\u573a\u666f\u5b9e\u65bd\u8fd9\u4e9b\u7b56\u7565\u6709\u6240\u5e2e\u52a9\u3002<\/p>\n<h3>\u8bd1\u8005\u4ecb\u7ecd<\/h3>\n<p>\u6731\u5148\u5fe0\uff0c51CTO\u793e\u533a\u7f16\u8f91\uff0c51CTO\u4e13\u5bb6\u535a\u5ba2\u3001\u8bb2\u5e08\uff0c\u6f4d\u574a\u4e00\u6240\u9ad8\u6821\u8ba1\u7b97\u673a\u6559\u5e08\uff0c\u81ea\u7531\u7f16\u7a0b\u754c\u8001\u5175\u4e00\u679a\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_24974\" class=\"pvc_stats total_only  \" data-element-id=\"24974\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u5c06\u5f52\u7eb3\u5bf9\u6bd4LLM\u5b9a\u5236\u5f00\u53d1\u5e38\u7528\u7684\u516d\u79cd\u57fa\u672c\u7b56\u7565\uff0c\u5305\u62ec\u63d0\u793a\u5de5\u7a0b\u3001\u89e3\u7801\u7b56\u7565\u3001RAG\u3001\u4ee3\u7406\u3001\u5fae\u8c03\u548cRLHF\u3002 &#038;nb [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_24974\" class=\"pvc_stats total_only  \" data-element-id=\"24974\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":24976,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,20,80],"tags":[986,912,1393],"class_list":["post-24974","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-20","category-80","tag-llm","tag-912","tag-1393"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/24974","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=24974"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/24974\/revisions"}],"predecessor-version":[{"id":24985,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/24974\/revisions\/24985"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/24976"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=24974"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=24974"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=24974"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}