{"id":37496,"date":"2025-01-29T18:00:56","date_gmt":"2025-01-29T10:00:56","guid":{"rendered":"https:\/\/17aitech.com\/?p=37496"},"modified":"2025-01-29T18:00:56","modified_gmt":"2025-01-29T10:00:56","slug":"%e4%bd%8e%e7%b2%be%e5%ba%a6%e5%8f%aa%e9%80%82%e7%94%a8%e4%ba%8e%e6%9c%aa%e5%85%85%e5%88%86%e8%ae%ad%e7%bb%83%e7%9a%84llm%ef%bc%9f%e8%85%be%e8%ae%af%e6%8f%90%e5%87%ballm%e9%87%8f%e5%8c%96%e7%9a%84scali","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37496","title":{"rendered":"\u4f4e\u7cbe\u5ea6\u53ea\u9002\u7528\u4e8e\u672a\u5145\u5206\u8bad\u7ec3\u7684LLM\uff1f\u817e\u8baf\u63d0\u51faLLM\u91cf\u5316\u7684scaling laws"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-29-2\" target=\"_blank\">\u4f4e\u7cbe\u5ea6\u53ea\u9002\u7528\u4e8e\u672a\u5145\u5206\u8bad\u7ec3\u7684LLM\uff1f\u817e\u8baf\u63d0\u51faLLM\u91cf\u5316\u7684scaling laws<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b7eafdd60260adfc50e141b52f748324.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b7eafdd60260adfc50e141b52f748324.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u6765\u81ea\u817e\u8baf AI Lab\uff0c\u4ecb\u7ecd\u4e86\u4e00\u5957\u9488\u5bf9\u4e8e\u4f4e\u6bd4\u7279\u91cf\u5316\u7684 scaling laws\u3002<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a5c8808bf44b14930605bea1b7ca5793.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a5c8808bf44b14930605bea1b7ca5793.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aLow-Bit Quantization Favors Undertrained LLMs: Scaling Laws for Quantized LLMs with 100T Training Tokens<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2411.17691<\/section>\n<\/li>\n<\/ul>\n<p>\u4f4e\u6bd4\u7279\u91cf\u5316\uff08low-bit quantization\uff09\u548c\u4f4e\u6bd4\u7279\u5927\u8bed\u8a00\u6a21\u578b\uff08low-bit LLM\uff09\u8fd1\u671f\u53d7\u5230\u4e86\u5e7f\u6cdb\u7684\u5173\u6ce8\uff0c\u56e0\u4e3a\u6709\u4e00\u4e9b\u7814\u7a76\u53d1\u73b0\uff0c\u5b83\u4eec\u80fd\u591f\u4ee5\u66f4\u5c0f\u7684\u6a21\u578b\u89c4\u6a21\u3001\u66f4\u4f4e\u7684\u5185\u5b58\u5360\u7528\u548c\u66f4\u5c11\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u53d6\u5f97\u4e0e fp16 \u6216 bf16 \u7cbe\u5ea6\u76f8\u5f53\u7684\u6027\u80fd\u8868\u73b0\u3002\u8fd9\u4e00\u53d1\u73b0\u8ba9\u4f4e\u6bd4\u7279\u8bed\u8a00\u6a21\u578b\u4e00\u5ea6\u88ab\u8ba4\u4e3a\u662f\u5b9e\u73b0\u6a21\u578b\u9ad8\u6548\u5316\u7684\u4e00\u4e2a\u975e\u5e38\u6709\u524d\u666f\u7684\u65b9\u5411\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u4e00\u89c2\u70b9\u53d7\u5230\u4e86\u817e\u8baf AI Lab \u7684\u6311\u6218\u3002\u4ed6\u4eec\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u4f4e\u6bd4\u7279\u91cf\u5316\u53ea\u6709\u5728\u672a\u5145\u5206\u8bad\u7ec3\u7684 LLM\uff08\u8bad\u7ec3\u91cf\u901a\u5e38\u5728 1000 \u4ebf tokens \u4ee5\u5185\uff0c\u57fa\u672c\u4e0d\u4f1a\u8d85\u8fc7 5000 \u4ebf tokens\uff1a\u8fd9\u79cd setting \u5728\u5f53\u524d\u7684\u5b66\u672f\u754c\u7814\u7a76\u8bba\u6587\u4e2d\u975e\u5e38\u5e38\u89c1\uff09\u4e0a\u624d\u80fd\u53d6\u5f97\u4e0e fp16\/bf16 \u76f8\u5f53\u7684\u6027\u80fd\u8868\u73b0\u3002\u968f\u7740\u8bad\u7ec3\u7684\u6df1\u5165\u548c\u6a21\u578b\u9010\u6e10\u88ab\u5145\u5206\u8bad\u7ec3\uff0c\u4f4e\u6bd4\u7279\u91cf\u5316\u4e0e fp16\/bf16 \u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u4f1a\u663e\u8457\u6269\u5927\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u7cfb\u7edf\u5730\u7814\u7a76\u8fd9\u4e00\u73b0\u8c61\uff0c\u7814\u7a76\u4eba\u5458\u91cf\u5316\u4e86\u8d85\u8fc7 1500 \u4e2a\u4e0d\u540c\u5927\u5c0f\u4ee5\u53ca\u4e0d\u540c\u8bad\u7ec3\u7a0b\u5ea6\u7684\u5f00\u6e90 LLM \u68c0\u67e5\u70b9\u3002\u8bd5\u56fe\u89c2\u5bdf\u5e76\u5efa\u6a21\u91cf\u5316\u6240\u5bfc\u81f4\u7684\u6027\u80fd\u9000\u5316\uff08QiD\uff0cquantization-induced degradation\uff0c\u5373\u91cf\u5316\u540e\u6a21\u578b\u4e0e\u539f\u59cb fp16\/bf16 \u6a21\u578b\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u8bb0\u4f5c\u2206qLoss\uff09<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a4e1f86f4e0e2565c4dc5d61f7323579.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a4e1f86f4e0e2565c4dc5d61f7323579.png\"><\/a><\/p>\n<p>\u6700\u7ec8\u63a8\u6f14\u51fa\u4e86\u4e00\u5957\u9488\u5bf9\u4e8e\u4f4e\u6bd4\u7279\u91cf\u5316\u7684 scaling laws\u3002\u901a\u8fc7\u8fd9\u5957 scaling laws\uff0c\u53ef\u4ee5\u9884\u6d4b\u51fa\u5f53 7B, 70B \u4ee5\u53ca 405B \u7684\u6a21\u578b\u5728\u8bad\u7ec3\u89c4\u6a21\u8fbe\u5230 100 \u4e07\u4ebf tokens \u65f6\u4f4e\u6bd4\u7279\u91cf\u5316\u65f6\u635f\u5931\uff08\u5982\u4e0b\u56fe\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ade28d6c2665f82851b41e6b13c2474a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ade28d6c2665f82851b41e6b13c2474a.png\"><\/a><\/p>\n<p>\u6839\u636e\u7814\u7a76\u4eba\u5458\u7684\u63cf\u8ff0\uff0c\u8fd9\u4e2a\u5de5\u4f5c\u6700\u521d\u662f\u6e90\u4e8e 2 \u4e2a\u89c2\u5bdf\uff08\u5982\u4e0b\u56fe\uff09\uff1aa) model size \u56fa\u5b9a\u7684\u60c5\u51b5\u4e0b\uff0ctraining tokens \u8d8a\u591a\uff0cQiD \u5c31\u4f1a\u53d8\u5f97\u8d8a\u5927\uff1bb) training token \u6570\u56fa\u5b9a\u7684\u60c5\u51b5\u4e0b\uff0cmodel size \u8d8a\u5c0f\uff0cQiD \u5c31\u4f1a\u53d8\u5f97\u8d8a\u5927\u3002\u8003\u8651\u5230\u4e0d\u7ba1\u662f\u51cf\u5c0f model size \u8fd8\u662f\u589e\u52a0 training tokens \u90fd\u4f1a\u6709\u5229\u4e8e\u6a21\u578b\u66f4\u5145\u5206\u7684\u8bad\u7ec3\uff0c\u56e0\u6b64\u7814\u7a76\u4eba\u5458\u63a8\u6d4b\u5728\u5145\u5206\u8bad\u7ec3\u7684\u6a21\u578b\u4e0a\u8fdb\u884c\u4f4e\u6bd4\u7279\u91cf\u5316\u4f1a\u9020\u6210\u8f83\u4e3a\u4e25\u91cd\u7684 degradation\uff0c\u53cd\u4e4b\u5728\u672a\u5145\u5206\u8bad\u7ec3\u7684\u6a21\u578b\u4e0a\u5219\u4e0d\u4f1a\u6709\u592a\u591a degradation.<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6cb9fe2b674da24284fa58ad4e526466.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6cb9fe2b674da24284fa58ad4e526466.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u9a8c\u8bc1\u8fd9\u4e00\u63a8\u6d4b\uff0c\u7814\u7a76\u4eba\u5458\u9009\u62e9\u4e86 Pythia \u7cfb\u5217\u5f00\u6e90\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5b9e\u9a8c\uff0c\u56e0\u4e3a Pythia \u7cfb\u5217\u6a21\u578b\u4e0d\u4ec5\u516c\u5f00\u4e86\u4e0d\u540c\u5c3a\u5bf8\u7684 LLM\uff0c\u800c\u4e14\u8fd8\u5f00\u6e90\u4e86\u5176\u4e2d\u95f4\u8bad\u7ec3\u8fc7\u7a0b\u7684\u68c0\u67e5\u70b9\u3002\u7814\u7a76\u4eba\u5458\u9009\u53d6\u4e86 160M, 410M, 1B, 2.8B, 6.9B \u4ee5\u53ca 12B \u8fd9 6 \u79cd\u4e0d\u540c\u5c3a\u5bf8\u7684 LLM\u3002\u5bf9\u4e8e\u6bcf\u79cd\u5c3a\u5bf8\u7684 LLM\uff0c\u53c8\u9009\u53d6\u4e86\u5176\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u95f4 20 \u4e2a\u68c0\u67e5\u70b9\u3002\u5bf9\u8fd9 120 \u4e2a\u68c0\u67e5\u70b9\uff0c\u7814\u7a76\u4eba\u5458\u7528 GPTQ \u5bf9\u5b83\u4eec\u5206\u522b\u8fdb\u884c\u4e86 2-bit, 3-bit, 4-bit \u91cf\u5316\uff0c\u6765\u89c2\u5bdf\u5728\u4e0d\u540c\u68c0\u67e5\u70b9\u4e0a\u91cf\u5316\u6240\u5bfc\u81f4\u7684\u6027\u80fd\u9000\u5316\uff08\u5373 QiD\uff09\u3002<\/p>\n<p>\u901a\u8fc7\u5206\u522b\u5bf9\u4e8e training tokens, model size \u4ee5\u53ca\u91cf\u5316\u6bd4\u7279\u6570\u5206\u522b\u7684\u5efa\u6a21\u5206\u6790\uff08\u5206\u522b\u5efa\u6a21\u7684\u7ed3\u679c\u8fd9\u91cc\u5c31\u4e0d\u8be6\u8ff0\u4e86\uff0c\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u9605\u8bfb\u8bba\u6587\uff09\uff0c\u6700\u7ec8\u5f97\u5230\u4e00\u4e2a\u7edf\u4e00\u7684 scaling laws:<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-34087d7678e8191d7a7d1fe26dbfb941.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-34087d7678e8191d7a7d1fe26dbfb941.png\"><\/a><\/p>\n<p>\u8fd9\u91cc N, D, P \u5206\u522b\u8868\u793a\u6a21\u578b\u53c2\u6570\u91cf\uff08\u9664\u6389 embedding \u90e8\u5206\uff09\uff0ctraining tokens \u6570\u4ee5\u53ca\u7cbe\u5ea6\uff08\u6bd4\u7279\u6570\uff09\u3002\u03b1, \u03b2 \u548c \u03b3 \u5206\u522b\u8868\u793a\u5b83\u4eec\u5bf9\u5e94\u7684\u6307\u6570\uff08\u03b1, \u03b2, \u03b3 \u5747\u4e3a\u6b63\u6570\uff09\uff0ck \u4e3a\u8054\u5408\u7cfb\u6570\u3002\u6839\u636e\u8fd9\u4e2a scaling law \u7684\u516c\u5f0f\uff0c\u6211\u4eec\u4e0d\u96be\u5f97\u5230\u5f53\u5176\u5b83\u53d8\u91cf\u56fa\u5b9a\u65f6\uff1a<\/p>\n<ul>\n<li>\n<section>N \u8d8a\u5927\uff08\u6a21\u578b\u8d8a\u5927\uff09\uff0cQiD \u8d8a\u5c0f\uff0c\u8bf4\u660e\u8d8a\u5927\u7684\u6a21\u578b\uff0c\u91cf\u5316\u6389\u70b9\u8d8a\u5c0f\uff1b<\/section>\n<\/li>\n<li>\n<section>D \u8d8a\u5927\uff08\u8bad\u7ec3\u6570\u636e\u91cf\u8d8a\u5927\uff09\uff0cQiD \u8d8a\u5927\uff0c\u8bf4\u660e\u8bad\u7ec3\u8d8a\u591a\u7684\u6a21\u578b\uff0c\u91cf\u5316\u6389\u70b9\u8d8a\u591a\uff1b<\/section>\n<\/li>\n<li>\n<section>P \u8d8a\u5927\uff08\u7cbe\u5ea6\u8d8a\u9ad8\uff09\uff0cQiD \u8d8a\u5c0f\uff0c\u8bf4\u660e\u91cf\u5316\u7684\u7cbe\u5ea6\uff08\u6bd4\u7279\u6570\uff09\u8d8a\u9ad8\uff0c\u91cf\u5316\u6389\u70b9\u8d8a\u5c0f\u3002<\/section>\n<\/li>\n<\/ul>\n<p>\u7814\u7a76\u4eba\u5458\u6839\u636e\u4e0a\u8ff0\u51fd\u6570\u5f62\u5f0f\u62df\u5408\u89c2\u6d4b\u5230\u7684\u6570\u636e\u70b9\uff0c\u5f97\u5230\u5728 Pythia \u7cfb\u5217 LLM \u7684\u4f4e\u6bd4\u7279\u91cf\u5316\u7684 scaling law \u516c\u5f0f\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-673c4fba466fbd1fbde6681186e884ae.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-673c4fba466fbd1fbde6681186e884ae.png\"><\/a><\/p>\n<p>\u7814\u7a76\u4eba\u5458\u6839\u636e\u8fd9\u4e2a\u516c\u5f0f\u7ed8\u5236\u51fa\u66f2\u7ebf\uff0c\u53d1\u73b0\u80fd\u591f\u5f88\u597d\u5730\u62df\u5408\u89c2\u6d4b\u5230\u7684\u6570\u636e\u70b9\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c2d331480ad14ebe346c83f2cbf39823.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c2d331480ad14ebe346c83f2cbf39823.png\"><\/a><\/p>\n<p>\u53e6\u5916\uff0c\u7814\u7a76\u4eba\u5458\u5bf9\u4e0d\u540c\u6d4b\u8bd5\u6570\u636e\uff0c\u4e0d\u540c\u91cf\u5316\u65b9\u6cd5\u4ee5\u53ca\u4e0d\u540c\u7684\u57fa\u7840\u6a21\u578b\u90fd\u8fdb\u884c\u4e86\u8bc4\u6d4b\uff0c\u53d1\u73b0\u6240\u5f97\u5230\u7684 scaling laws \u7684\u51fd\u6570\u5f62\u5f0f\u5927\u6982\u7387\u662f\u666e\u9002\u6210\u7acb\u7684\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-78fdfd2d86286ab0408b9884ab6761d2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-78fdfd2d86286ab0408b9884ab6761d2.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e530570908c644c1f11ac1e8d757fd14.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e530570908c644c1f11ac1e8d757fd14.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-faa0f538bb51a456746ecc7ed74b64ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b9dbc8199aba563692adb0000d23404a.png\"><\/a><\/p>\n<p>\u7814\u7a76\u4eba\u5458\u4ece\u8bad\u7ec3\u65f6\u6743\u91cd\u53d8\u5316\u5e45\u5ea6\u8fd9\u4e00\u89d2\u5ea6\u7ed9\u51fa\u4e86\u4e00\u4e9b\u89c1\u89e3\uff1a\u672a\u7ecf\u5145\u5206\u8bad\u7ec3\u7684 LLMs \u5f80\u5f80\u4f1a\u7ecf\u5386\u8f83\u5927\u5e45\u5ea6\u7684\u6743\u91cd\u53d8\u5316\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u8fd9\u79cd\u5927\u8d77\u5927\u843d\u5f0f\u7684\u53d8\u5316\u4f1a\u8ba9\u6a21\u578b\u5bf9 weight variation \u53d8\u5f97\u66f4\u4e3a\u9c81\u68d2 \u2014\u2014 \u5373\u4fbf\u8fdb\u884c\u4e86\u4f4e\u6bd4\u7279\u91cf\u5316\uff0c\u91cf\u5316\u6240\u9020\u6210\u7684\u504f\u79bb\u5f80\u5f80\u4e5f\u8981\u5c0f\u4e8e\u5b83\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7ecf\u5386\u7684\u504f\u79fb\uff1b\u800c\u5145\u5206\u8bad\u7ec3\u7684 LLM 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c5d82401351a184ca9414d7d230d8761.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c5d82401351a184ca9414d7d230d8761.png\"><\/a><\/p>\n<p>\u8003\u8651\u5230\u5b66\u672f\u754c\u7b97\u529b\u7684\u9650\u5236\uff0c\u5728\u672a\u5145\u5206\u8bad\u7ec3\u7684 LLM \u4e0a\u8fdb\u884c\u5b9e\u9a8c\u3001\u8bc4\u6d4b\uff0c\u4ece\u800c\u5f97\u5230\u4e00\u4e9b\u7ed3\u8bba\uff0c\u5e76\u8bd5\u56fe\u5c06\u8fd9\u4e9b\u7ed3\u8bba\u63a8\u5e7f\u4e3a\u666e\u904d\u9002\u7528\uff0c\u8fd9\u4e00\u73b0\u8c61\u5df2\u7ecf\u8d8a\u6765\u8d8a\u666e\u904d\uff0c\u8fd9\u4e5f\u5f15\u53d1\u4e86\u7814\u7a76\u4eba\u5458\u7684\u62c5\u6270\uff0c\u56e0\u4e3a\u5728\u672a\u5145\u5206\u8bad\u7ec3\u7684 LLM 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-20b4396dafd2a4d8058b1fa5c0449d2a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-20b4396dafd2a4d8058b1fa5c0449d2a.png\"><\/a><\/p>\n<p>2. \u91cf\u5316\u5c31\u76f8\u5f53\u4e8e\u7528\u624b\u53bb\u6324\u538b\u74f6\u8eab\u3002\u5bf9\u4e8e\u88c5\u6ee1\u6c34\u7684\u74f6\u5b50\uff0c\u6c34\u4f1a\u6ea2\u51fa\uff08performance degradation\uff09\uff1b\u800c\u6ca1\u88c5\u6ee1\u6c34\u7684\u74f6\u5b50\u5219\u4e0d\u4f1a\u6709\u6c34\u6ea2\u51fa\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d1b5f69e754934018964a9d7daf1932f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d1b5f69e754934018964a9d7daf1932f.png\"><\/a><\/p>\n<p>3.\u91cf\u5316\u7684\u7cbe\u5ea6\u53ef\u4ee5\u7c7b\u6bd4\u6210\u6324\u538b\u74f6\u8eab\u7684\u529b\u91cf\u5927\u5c0f\u3002\u8d8a\u4f4e\u6bd4\u7279\u7684\u91cf\u5316\u6324\u538b\u5f97\u8d8a\u72e0\uff0c\u8d8a\u5bb9\u6613\u9020\u6210\u5927\u91cf\u7684\u6c34\u88ab\u6324\u51fa\uff08significant degradation\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-72cd719124811dd45bbf0527e48928bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-72cd719124811dd45bbf0527e48928bd.png\"><\/a><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-29-2\" target=\"_blank\">\u4f4e\u7cbe\u5ea6\u53ea\u9002\u7528\u4e8e\u672a\u5145\u5206\u8bad\u7ec3\u7684LLM\uff1f\u817e\u8baf\u63d0\u51faLLM\u91cf\u5316\u7684scaling laws<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4f4e\u7cbe\u5ea6\u53ea\u9002\u7528\u4e8e\u672a\u5145\u5206\u8bad 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