{"id":34422,"date":"2024-12-06T07:56:24","date_gmt":"2024-12-05T23:56:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=34422"},"modified":"2024-12-06T07:56:24","modified_gmt":"2024-12-05T23:56:24","slug":"llm%e7%94%a8%e4%ba%8e%e6%97%b6%e5%ba%8f%e9%a2%84%e6%b5%8b%e7%9c%9f%e7%9a%84%e4%b8%8d%e8%a1%8c%ef%bc%8c%e8%bf%9e%e6%8e%a8%e7%90%86%e8%83%bd%e5%8a%9b%e9%83%bd%e6%b2%a1%e7%94%a8%e5%88%b0","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34422","title":{"rendered":"LLM\u7528\u4e8e\u65f6\u5e8f\u9884\u6d4b\u771f\u7684\u4e0d\u884c\uff0c\u8fde\u63a8\u7406\u80fd\u529b\u90fd\u6ca1\u7528\u5230"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-06-2\" target=\"_blank\">LLM\u7528\u4e8e\u65f6\u5e8f\u9884\u6d4b\u771f\u7684\u4e0d\u884c\uff0c\u8fde\u63a8\u7406\u80fd\u529b\u90fd\u6ca1\u7528\u5230<\/a><\/p>\n<p><mark data-type=\"tech_tasks\" 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e99f01288582b5b13ee61da476458cac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e99f01288582b5b13ee61da476458cac.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aAre Language Models Actually Useful for Time Series Forecasting?<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2406.16964<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u53d1\u73b0\u662f\u8be5\u56e2\u961f\u901a\u8fc7\u5927\u91cf\u6d88\u878d\u7814\u7a76\u5f97\u5230\u7684\uff0c\u5176\u4e2d\u63ed\u793a\u51fa\u5f53\u524d<mark data-type=\"tech_tasks\" 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data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u5b66\u4e60\u4e00\u4e2a\u4f4e\u79e9\u9002\u5e94\u5668\uff0c\u4ece\u800c\u5f97\u5230\u4e00\u4e2a\u7528\u4e8e\u63a8\u7406\u7684\u300c\u65f6\u95f4\u9884\u6d4b\u300d\u3002\u8be5\u6a21\u578b\u5305\u542b\u8003\u8651\u8fd9\u4e9b\u8868\u5f81\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u7684\u989d\u5916\u635f\u5931\u9879\u3002<\/p>\n<p><strong>\u8be5\u56e2\u961f\u63d0\u51fa\u7684\u6d88\u878d\u65b9\u6cd5<\/strong><\/p>\n<p>\u5bf9\u4e8e\u57fa\u4e8e LLM \u7684\u9884\u6d4b\u5668\uff0c\u4e3a\u4e86\u5c06 LLM \u7684\u5f71\u54cd\u9694\u79bb\u5f00\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e09\u79cd\u6d88\u878d\u65b9\u6cd5\uff1a\u79fb\u9664 LLM \u7ec4\u4ef6\u6216\u5c06\u5176\u66ff\u6362\u6210\u4e00\u4e2a\u7b80\u5355\u6a21\u5757\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-00cf86e903c78a7ffff9531596a2a663.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-00cf86e903c78a7ffff9531596a2a663.png\"><\/a><\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u4e0a\u8ff0\u4e09\u79cd\u65b9\u6cd5\u4e2d\u7684\u6bcf\u4e00\u79cd\uff0c\u4ed6\u4eec\u90fd\u8fdb\u884c\u4e86\u4ee5\u4e0b\u4e09\u9879\u4fee\u6539\uff1a<\/p>\n<p>w\/o LLM\uff0c\u89c1\u56fe 1b\u3002\u5b8c\u5168\u79fb\u9664<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u76f4\u63a5\u5c06\u8f93\u5165 token \u4f20\u9012\u7ed9\u53c2\u8003\u65b9\u6cd5\u7684\u6700\u7ec8\u5c42\u3002<\/p>\n<p>LLM2Attn\uff0c\u89c1\u56fe 1c\u3002\u5c06<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u66ff\u6362\u6210\u5355\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684\u591a\u5934\u6ce8\u610f\u529b\u5c42\u3002<\/p>\n<p>LLM2Trsf\uff0c\u89c1\u56fe 1d\u3002\u5c06<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u66ff\u6362\u6210\u5355\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684 Transformer \u6a21\u5757\u3002<\/p>\n<p>\u5728\u4e0a\u8ff0\u6d88\u878d\u7814\u7a76\u4e2d\uff0c\u9884\u6d4b\u5668\u7684\u5176\u4f59\u90e8\u5206\u90fd\u4fdd\u6301\u4e0d\u53d8\uff08\u53ef\u8bad\u7ec3\uff09\u3002\u6bd4\u5982\uff0c\u5982\u56fe 1b \u6240\u793a\uff0c\u5728\u79fb\u9664\u4e86 LLM \u4e4b\u540e\uff0c\u8f93\u5165\u7f16\u7801\u4f1a\u88ab\u76f4\u63a5\u4f20\u9012\u7ed9\u8f93\u51fa<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u3002\u800c\u5982\u56fe 1c \u548c 1d \u6240\u793a\uff0c\u5728\u5c06 LLM \u66ff\u6362\u6210\u6ce8\u610f\u529b\u6216 Transformer \u540e\uff0c\u5b83\u4eec\u4f1a\u4e0e\u539f\u59cb\u65b9\u6cd5\u7684\u5269\u4f59\u7ed3\u6784\u4e00\u8d77\u83b7\u5f97\u8bad\u7ec3\u3002<\/p>\n<p><strong>\u6570\u636e\u96c6\u548c\u8bc4\u4f30\u6307\u6807<\/strong><\/p>\n<p><mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6570\u636e\u96c6\u3002\u8bc4\u4f30\u4f7f\u7528\u4e86\u4ee5\u4e0b\u771f\u5b9e\u4e16\u754c\u6570\u636e\u96c6\uff1aETT\uff08\u5176\u5305\u542b 4 \u4e2a\u5b50\u96c6\uff1aETTm1\u3001ETTm2\u3001ETTh1\u3001ETTh2\uff09\u3001Illness\u3001Weather\u3001Traffic\u3001Electricity\u3002\u8868 1 \u7ed9\u51fa\u4e86\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u7edf\u8ba1\u60c5\u51b5\u3002\u53e6\u5916\u8fd8\u6709 Exchange Rate\u3001Covid Deaths\u3001Taxi (30 min)\u3001NN5 (Daily) \u548c FRED-MD\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1bd70691c3d28c62ed70035b9683ecf8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1bd70691c3d28c62ed70035b9683ecf8.png\"><\/a><\/p>\n<p>\u8bc4\u4f30\u6307\u6807\u3002\u8be5\u7814\u7a76\u62a5\u544a\u7684\u8bc4\u4f30\u6307\u6807\u662f\u9884\u6d4b\u65f6\u5e8f\u503c\u548c\u771f\u5b9e\u65f6\u5e8f\u503c\u4e4b\u95f4\u7684\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09\u548c\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u3002<\/p>\n<p><strong>\u7ed3\u679c<\/strong><\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u8be5\u56e2\u961f\u63a2\u7a76\u4e86\u4ee5\u4e0b\u7814\u7a76\u95ee\u9898\uff08RQ\uff09\uff1a<\/p>\n<ul>\n<li>\n<p>\uff08RQ1\uff09\u9884\u8bad\u7ec3<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u662f\u5426\u6709\u52a9\u4e8e\u63d0\u5347\u9884\u6d4b\u6027\u80fd\uff1f<\/p>\n<\/li>\n<li>\n<p>\uff08RQ2\uff09\u57fa\u4e8e LLM \u7684\u65b9\u6cd5\u662f\u5426\u503c\u5f97\u5176\u6d88\u8017\u7684\u8ba1\u7b97\u6210\u672c\uff1f<\/p>\n<\/li>\n<li>\n<p>\uff08RQ3\uff09<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u9884\u8bad\u7ec3\u662f\u5426\u6709\u52a9\u4e8e\u6267\u884c\u9884\u6d4b\u4efb\u52a1\u7684\u6027\u80fd\uff1f<\/p>\n<\/li>\n<li>\n<p>\uff08RQ4\uff09LLM \u80fd\u5426\u8868\u5f81\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u987a\u5e8f\u4f9d\u8d56\u5173\u7cfb\uff1f<\/p>\n<\/li>\n<li>\n<p>\uff08RQ5\uff09LLM \u662f\u5426\u6709\u52a9\u4e8e\u5c11\u6837\u672c\u5b66\u4e60\uff1f<\/p>\n<\/li>\n<li>\n<p>\uff08RQ6\uff09\u6027\u80fd\u4ece\u4f55\u800c\u6765\uff1f<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u9884\u8bad\u7ec3<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u662f\u5426\u6709\u52a9\u4e8e\u63d0\u5347\u9884\u6d4b\u6027\u80fd\uff1f(RQ1)<\/strong><\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u9884\u8bad\u7ec3 LLM \u5bf9<mark data-type=\"tech_tasks\" data-id=\"efcef8bf-102a-41ba-b6d0-d5a376edecc4\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/mark>\u4efb\u52a1\u6765\u8bf4\u8fd8\u4e0d\u662f\u5f88\u6709\u7528\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7dc7762a42b5465ec7393687686347c4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7dc7762a42b5465ec7393687686347c4.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-05e40f450752f347fd9a099e8a673f8d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-05e40f450752f347fd9a099e8a673f8d.png\"><\/a><\/p>\n<p>\u603b\u4f53\u800c\u8a00\uff0c\u5982\u8868 3 \u6240\u793a\uff0c\u5728 8 \u4e2a\u6570\u636e\u96c6\u548c 2 \u4e2a\u6307\u6807\u4e0a\uff0c\u6d88\u878d\u65b9\u6cd5\u5728 26\/26 \u6848\u4f8b\u4e2d\u4f18\u4e8e Time-LLM \u65b9\u6cd5\uff0c\u5728 22\/26 \u6848\u4f8b\u4e2d\u4f18\u4e8e LLaTA\uff0c\u5728 19\/26 \u6848\u4f8b\u4e2d\u4f18\u4e8e OneFitsAll\u3002<\/p>\n<p>\u603b\u4e4b\uff0c\u5f88\u96be\u8bf4 LLM \u53ef\u4ee5\u6709\u6548\u5730\u7528\u4e8e<mark data-type=\"tech_tasks\" data-id=\"efcef8bf-102a-41ba-b6d0-d5a376edecc4\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/mark>\u3002<\/p>\n<p><strong>\u57fa\u4e8e LLM \u7684\u65b9\u6cd5\u662f\u5426\u503c\u5f97\u5176\u6d88\u8017\u7684\u8ba1\u7b97\u6210\u672c\uff1f(RQ2)<\/strong><\/p>\n<p>\u8fd9\u91cc\uff0c\u6839\u636e\u8fd9\u4e9b\u65b9\u6cd5\u7684\u540d\u4e49\u6027\u80fd\u6765\u8bc4\u4f30\u5b83\u4eec\u7684\u8ba1\u7b97\u5f3a\u5ea6\u3002\u53c2\u8003\u65b9\u6cd5\u4e2d\u7684<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4f7f\u7528\u4e86\u6570\u4ebf\u4e43\u81f3\u6570\u5341\u4ebf<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6765\u6267\u884c<mark data-type=\"tech_tasks\" data-id=\"efcef8bf-102a-41ba-b6d0-d5a376edecc4\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/mark>\u3002\u5373\u4f7f\u5f53\u8fd9\u4e9b<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u51bb\u7ed3\u65f6\uff0c\u5b83\u4eec\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u65f6\u4f9d\u7136\u4f1a\u6709\u5f88\u5927\u7684\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0cTime-LLM \u6709 6642 M <mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u5728 Weather \u6570\u636e\u96c6\u4e0a\u8017\u65f6 3003 \u5206\u949f\u624d\u5b8c\u6210\u8bad\u7ec3\uff0c\u800c\u6d88\u878d\u65b9\u6cd5\u4ec5\u6709 0.245 M <mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u5e73\u5747\u8bad\u7ec3\u65f6\u95f4\u4ec5\u6709 2.17 \u5206\u949f\u3002\u8868 4 \u7ed9\u51fa\u4e86\u5728 ETTh1 \u548c Weather \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u5176\u5b83\u65b9\u6cd5\u7684\u76f8\u5173\u4fe1\u606f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-01b8bfb4f168fc4fdd8662bca12dfb8a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-01b8bfb4f168fc4fdd8662bca12dfb8a.png\"><\/a><\/p>\n<p>\u81f3\u4e8e\u63a8\u7406\u65f6\u95f4\uff0c\u8fd9\u91cc\u7684\u505a\u6cd5\u662f\u9664\u4ee5\u6700\u5927\u6279\u91cf\u5927\u5c0f\uff0c\u4ee5\u4f30\u8ba1\u6bcf\u4e2a\u793a\u4f8b\u7684\u63a8\u7406\u65f6\u95f4\u3002\u5e73\u5747\u800c\u8a00\uff0c\u76f8\u6bd4\u4e8e\u4fee\u6539\u540e\u7684\u6a21\u578b\uff0cTime-LLM\u3001OneFitsAl\u3001LLaTA \u6240\u7528\u7684\u63a8\u7406\u65f6\u95f4\u591a 28.2\u30012.3\u30011.2 \u500d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-037fccf381f0b1a6026c12a1975bcf0b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-037fccf381f0b1a6026c12a1975bcf0b.png\"><\/a><\/p>\n<p>\u56fe 3 \u7ed9\u51fa\u4e86\u4e00\u4e9b\u793a\u4f8b\uff0c\u5176\u4e2d\u7eff\u8272\u6807\u8bb0\uff08\u6d88\u878d\u65b9\u6cd5\uff09\u901a\u5e38\u4f4e\u4e8e\u7ea2\u8272\u6807\u8bb0\uff08LLM\uff09\uff0c\u5e76\u4e14\u96c6\u4e2d\u4e8e\u5de6\u4fa7\uff0c\u8fd9\u8bf4\u660e\u5b83\u4eec\u8ba1\u7b97\u6210\u672c\u66f4\u4f4e\u4f46\u9884\u6d4b\u6027\u80fd\u66f4\u597d\u3002<\/p>\n<p>\u603b\u4e4b\uff0c\u5728<mark data-type=\"tech_tasks\" data-id=\"efcef8bf-102a-41ba-b6d0-d5a376edecc4\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/mark>\u4efb\u52a1\u4e0a\uff0cLLM \u7684\u8ba1\u7b97\u5f3a\u5ea6\u65e0\u6cd5\u4e3a\u6027\u80fd\u5e26\u6765\u76f8\u5e94\u7684\u63d0\u5347\u3002<\/p>\n<p><strong><mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u9884\u8bad\u7ec3\u662f\u5426\u6709\u52a9\u4e8e\u6267\u884c\u9884\u6d4b\u4efb\u52a1\u7684\u6027\u80fd\uff1f(RQ3)<\/strong><\/p>\n<p>\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0c\u5bf9\u4e8e<mark data-type=\"tech_tasks\" data-id=\"efcef8bf-102a-41ba-b6d0-d5a376edecc4\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/mark>\u4efb\u52a1\u800c\u8a00\uff0c\u4f7f\u7528\u5927\u578b\u6570\u636e\u96c6\u8fdb\u884c\u9884\u8bad\u7ec3\u5b9e\u5728\u6ca1\u6709\u5fc5\u8981\u3002\u4e3a\u4e86\u68c0\u9a8c\u9884\u8bad\u7ec3\u671f\u95f4\u5b66\u5230\u7684\u77e5\u8bc6\u80fd\u5426\u7ed9\u9884\u6d4b\u6027\u80fd\u5e26\u6765\u6709\u610f\u4e49\u7684\u63d0\u5347\uff0c\u8be5\u56e2\u961f\u5b9e\u9a8c\u4e86\u5728\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e0a\uff0c\u5bf9 LLaTA \u8fdb\u884c\u4e0d\u540c\u7ec4\u5408\u7684\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u7684\u6548\u679c\u3002<\/p>\n<ul>\n<li>\n<p>\u9884\u8bad\u7ec3 + \u5fae\u8c03\uff08Pre+FT\uff09\uff1a\u8fd9\u662f\u539f\u59cb\u65b9\u6cd5\uff0c\u5373\u5728\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e0a\u5fae\u8c03\u9884\u8bad\u7ec3<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3002\u5bf9\u4e8e\u8fd9\u91cc\u7684 LLaTA\uff0c\u505a\u6cd5\u662f\u51bb\u7ed3\u57fa\u7840<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u5b66\u4e60\u4e00\u4e2a\u4f4e\u79e9\u9002\u5e94\u5668\uff08LoRA\uff09\u3002<\/p>\n<\/li>\n<li>\n<p>\u968f\u673a\u521d\u59cb\u5316 + \u5fae\u8c03\uff08woPre+FT\uff09\uff1a\u9884\u8bad\u7ec3\u5f97\u5230\u7684\u6587\u672c\u77e5\u8bc6\u662f\u5426\u6709\u52a9\u4e8e<mark data-type=\"tech_tasks\" data-id=\"efcef8bf-102a-41ba-b6d0-d5a376edecc4\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/mark>\uff1f\u8fd9\u91cc\uff0c\u968f\u673a\u521d\u59cb\u5316<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff08\u7531\u6b64\u6e05\u9664\u4e86\u9884\u8bad\u7ec3\u7684\u6548\u679c\uff09\uff0c\u518d\u5728\u5fae\u8c03\u6570\u636e\u96c6\u4e0a\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3 LLM\u3002<\/p>\n<\/li>\n<li>\n<p>\u9884\u8bad\u7ec3 + \u4e0d\u4f7f\u7528\u5fae\u8c03\uff08Pre+woFT\uff09\uff1a\u5728\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e0a\u8fdb\u884c\u5fae\u8c03\u53c8\u80fd\u7ed9\u9884\u6d4b\u6027\u80fd\u5e26\u6765\u591a\u5927\u63d0\u5347\u5462\uff1f\u8fd9\u91cc\u662f\u51bb\u7ed3<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u540c\u65f6\u653e\u5f03\u5b66\u4e60 LoRA\u3002\u8fd9\u80fd\u53cd\u6620<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u81ea\u8eab\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u7684\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u968f\u673a\u521d\u59cb\u5316 + \u65e0\u5fae\u8c03\uff08woPre+woFT\uff09\uff1a\u5f88\u660e\u663e\uff0c\u8fd9\u5c31\u662f\u5c06\u8f93\u5165\u65f6\u95f4\u5e8f\u5217\u968f\u673a\u6295\u5c04\u5230\u4e00\u4e2a\u9884\u6d4b\u7ed3\u679c\u3002\u8be5\u7ed3\u679c\u88ab\u7528\u4f5c\u4e0e\u5176\u5b83\u65b9\u6cd5\u8fdb\u884c\u6bd4\u8f83\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-eda17163e9a3231702384d4fb3a24611.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-eda17163e9a3231702384d4fb3a24611.png\"><\/a><\/p>\n<p>\u6574\u4f53\u7ed3\u679c\u89c1\u8868 5\u3002\u5728 8 \u4e2a\u6570\u636e\u96c6\u4e0a\uff0c\u4f9d\u7167 MAE \u548c MSE \u6307\u6807\uff0c\u300c\u9884\u8bad\u7ec3 + \u5fae\u8c03\u300d\u6709\u4e09\u6b21\u8868\u73b0\u6700\u4f73\uff0c\u800c\u300c\u968f\u673a\u521d\u59cb\u5316 + \u5fae\u8c03\u300d\u83b7\u5f97\u4e86 8 \u6b21\u6700\u4f73\u3002\u8fd9\u8bf4\u660e\u8bed\u8a00\u77e5\u8bc6\u5bf9<mark data-type=\"tech_tasks\" data-id=\"efcef8bf-102a-41ba-b6d0-d5a376edecc4\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/mark>\u7684\u5e2e\u52a9\u6709\u9650\u3002\u4f46\u662f\uff0c\u300c\u9884\u8bad\u7ec3 + \u65e0\u5fae\u8c03\u300d\u4e0e<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u300c\u968f\u673a\u521d\u59cb\u5316 + \u65e0\u5fae\u8c03\u300d\u5404\u81ea\u6709 5 \u548c 0 \u6b21\u6700\u4f73\uff0c\u8fd9\u8bf4\u660e\u8bed\u8a00\u77e5\u8bc6\u5bf9\u5fae\u8c03\u8fc7\u7a0b\u7684\u5e2e\u52a9\u4e5f\u4e0d\u5927\u3002<\/p>\n<p>\u603b\u4e4b\uff0c\u9884\u8bad\u7ec3\u5f97\u5230\u7684\u6587\u672c\u77e5\u8bc6\u5bf9<mark data-type=\"tech_tasks\" data-id=\"efcef8bf-102a-41ba-b6d0-d5a376edecc4\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/mark>\u7684\u5e2e\u52a9\u6709\u9650\u3002<\/p>\n<p><strong>LLM \u80fd\u5426\u8868\u5f81\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u987a\u5e8f\u4f9d\u8d56\u5173\u7cfb\uff1f(RQ4)<\/strong><\/p>\n<p>\u5927\u591a\u6570\u4f7f\u7528 LLM \u6765\u5fae\u8c03\u4f4d\u7f6e\u7f16\u7801\u7684<mark data-type=\"tech_tasks\" data-id=\"efcef8bf-102a-41ba-b6d0-d5a376edecc4\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/mark>\u65b9\u6cd5\u90fd\u6709\u52a9\u4e8e\u7406\u89e3\u5e8f\u5217\u4e2d\u65f6\u95f4\u6b65\u9aa4\u7684\u4f4d\u7f6e\u3002\u8be5\u56e2\u961f\u9884\u8ba1\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u6709\u4f18\u826f\u4f4d\u7f6e\u8868\u5f81\u7684\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\uff0c\u5982\u679c\u5c06\u8f93\u5165\u7684\u4f4d\u7f6e\u6253\u4e71\uff0c\u90a3\u4e48\u5176\u9884\u6d4b\u6027\u80fd\u5c06\u4f1a\u5927\u5e45\u4e0b\u964d\u3002\u4ed6\u4eec\u5b9e\u9a8c\u4e86\u4e09\u79cd\u6253\u4e71\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u65b9\u6cd5\uff1a\u968f\u673a\u6df7\u6d17\u6574\u4e2a\u5e8f\u5217\uff08sf-all\uff09\u3001\u4ec5\u968f\u673a\u6df7\u6d17\u524d\u4e00\u534a\u5e8f\u5217\uff08sf-half\uff09\u3001\u4ea4\u6362\u5e8f\u5217\u7684\u524d\u534a\u548c\u540e\u534a\u90e8\u5206\uff08ex-half\uff09\u3002\u7ed3\u679c\u89c1\u8868 6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8137a9f7c3d27b50cd3acd5594169bf0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8137a9f7c3d27b50cd3acd5594169bf0.png\"><\/a><\/p>\n<p>\u8f93\u5165\u6df7\u6d17\u5bf9\u57fa\u4e8e LLM \u7684\u65b9\u6cd5\u4e0e\u5176\u6d88\u878d\u65b9\u6cd5\u7684\u5f71\u54cd\u5dee\u4e0d\u592a\u591a\u3002\u8fd9\u8bf4\u660e LLM \u5728\u8868\u5f81\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u987a\u5e8f\u4f9d\u8d56\u5173\u7cfb\u65b9\u9762\u5e76\u6ca1\u6709\u4ec0\u4e48\u7a81\u51fa\u80fd\u529b\u3002<\/p>\n<p><strong>LLM \u662f\u5426\u6709\u52a9\u4e8e\u5c11\u6837\u672c\u5b66\u4e60\uff1f(RQ5)<\/strong><\/p>\n<p>\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0cLLM \u5bf9\u5c11\u6837\u672c\u5b66\u4e60\u573a\u666f\u800c\u8a00\u610f\u4e49\u4e0d\u5927\u3002<\/p>\n<p>\u4ed6\u4eec\u7684\u8bc4\u4f30\u5b9e\u9a8c\u662f\u53d6\u7528\u6bcf\u4e2a\u6570\u636e\u96c6\u7684 10%\uff0c\u518d\u8bad\u7ec3\u6a21\u578b\u53ca\u5176\u6d88\u878d\u65b9\u6cd5\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8fd9\u91cc\u8bc4\u4f30\u7684\u662f LLaMA\uff08Time-LLM\uff09\u3002\u7ed3\u679c\u89c1\u8868 7\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-11dafeeaf3f80ea9a21ac4f1414baff3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-11dafeeaf3f80ea9a21ac4f1414baff3.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7fc46c203690262d904933f98341919a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7fc46c203690262d904933f98341919a.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u6709\u65e0 LLM \u7684\u8868\u73b0\u5dee\u4e0d\u591a \u2014\u2014 \u5404\u81ea\u90fd\u6709 8 \u4e2a\u6848\u4f8b\u8868\u73b0\u66f4\u597d\u3002\u8be5\u56e2\u961f\u4e5f\u4f7f\u7528\u57fa\u4e8e <mark data-type=\"tech_methods\" data-id=\"e8e4513e-695d-49e6-9155-31ae453de372\">GPT-2<\/mark> \u7684\u65b9\u6cd5 LLaTA \u8fdb\u884c\u4e86\u7c7b\u4f3c\u7684\u5b9e\u9a8c\u3002\u7ed3\u679c\u89c1\u8868 8\uff0c\u8fd9\u91cc\u6d88\u878d\u65b9\u6cd5\u5728\u5c11\u6837\u672c\u573a\u666f\u4e2d\u7684\u8868\u73b0\u8fd8\u4f18\u4e8e LLM\u3002<\/p>\n<p><strong>\u6027\u80fd\u4ece\u4f55\u800c\u6765\uff1f(RQ6)<\/strong><\/p>\n<p>\u8fd9\u4e00\u8282\u8bc4\u4f30\u7684\u662f LLM \u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u4e2d\u5e38\u7528\u7684\u7f16\u7801\u6280\u672f\u3002\u7ed3\u679c\u53d1\u73b0\uff0c\u5c06 patching \u548c\u5355\u5c42\u6ce8\u610f\u529b\u7ec4\u5408\u8d77\u6765\u662f\u4e00\u79cd\u7b80\u5355\u5374\u6709\u6548\u7684\u9009\u62e9\u3002<\/p>\n<p>\u524d\u9762\u53d1\u73b0\u5bf9\u57fa\u4e8e LLM 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data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a57379dddaeb7a854c58c59d05e6585f.png\"><\/a><\/p>\n<p>\u5176\u8be6\u7ec6\u7ed3\u6784\u5982\u56fe 4 \u6240\u793a\uff0c\u5176\u4e2d\u6d89\u53ca\u5c06\u300c\u5b9e\u4f8b\u5f52\u4e00\u5316\u300d\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\uff0c\u7136\u540e\u8fdb\u884c patching \u548c\u6295\u5c04\u3002\u7136\u540e\uff0c\u5728 patch \u4e4b\u95f4\u4f7f\u7528\u4e00\u5c42\u6ce8\u610f\u529b\u8fdb\u884c\u7279\u5f81\u5b66\u4e60\u3002\u5bf9\u4e8e Traffic\uff08\u7ea6 1500 \u4e07\uff09\u548c Electricity\uff08\u7ea6 800 \u4e07\uff09\u7b49\u66f4\u5927\u7684\u6570\u636e\u96c6\uff0c\u5219\u4f7f\u7528\u4e86\u57fa\u672c Transformer 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