{"id":23407,"date":"2024-12-10T10:09:08","date_gmt":"2024-12-10T02:09:08","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23407"},"modified":"2024-12-10T10:09:08","modified_gmt":"2024-12-10T02:09:08","slug":"llm%e6%9c%80%e5%a4%a7%e8%83%bd%e5%8a%9b%e5%af%86%e5%ba%a6100%e5%a4%a9%e7%bf%bb%e4%b8%80%e5%80%8d%ef%bc%81%e6%b8%85%e5%8d%8e%e5%88%98%e7%9f%a5%e8%bf%9c%e5%9b%a2%e9%98%9f%e6%8f%90%e5%87%badensing-law","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/12\/10\/23407\/","title":{"rendered":"LLM\u6700\u5927\u80fd\u529b\u5bc6\u5ea6100\u5929\u7ffb\u4e00\u500d\uff01\u6e05\u534e\u5218\u77e5\u8fdc\u56e2\u961f\u63d0\u51faDensing Law"},"content":{"rendered":"<div><img data-dominant-color=\"394e62\" data-has-transparency=\"false\" style=\"--dominant-color: #394e62;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23409\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/b227b8bf-858b-4abe-8184-54fc41a21c19-300x167-1.png\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/b227b8bf-858b-4abe-8184-54fc41a21c19-300x167-1.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/b227b8bf-858b-4abe-8184-54fc41a21c19-300x167-1-150x84.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u6839\u636e\u5bc6\u5ea6\u5b9a\u5f8b\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u5f97\u51fa\u4ee5\u4e0b\u91cd\u8981\u63a8\u8bba\uff0c\u5e76\u4e14\u53d1\u73b0 AI \u65f6\u4ee3\u7684\u4e09\u5927\u6838\u5fc3\u5f15\u64ce\u2014\u2014\u7535\u529b\u3001\u7b97\u529b\u4e0e\u667a\u529b\uff0c\u90fd\u540c\u6837\u9075\u5faa\u5bc6\u5ea6\u5feb\u901f\u589e\u957f\u8d8b\u52bf\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>\u652f\u6301\u5927\u6a21\u578b\u4e00\u8def\u72c2\u98d9\u7684 Scaling Law \u5230\u5934\u4e86\uff1f<\/p>\n<p>\u8fd1\u671f\uff0cAI \u5708\u9488\u5bf9 Scaling Law \u662f\u5426\u5230\u5934\u4ea7\u751f\u4e86\u5206\u6b67\u3002\u4e00\u6d3e\u89c2\u70b9\u8ba4\u4e3a Scaling Law \u5df2\u7ecf\u300c\u649e\u5899\u300d\u4e86\uff0c\u53e6\u4e00\u6d3e\u89c2\u70b9\uff08\u5982 OpenAI CEO Sam Altman\uff09\u4ecd\u7136\u575a\u5b9a Scaling Law \u7684\u6f5c\u529b\u5c1a\u672a\u7a77\u5c3d\u3002<\/p>\n<p>\u5176\u5b9e\u4ee5\u4e0a\u4e89\u8bba\u7684\u6838\u5fc3\u70b9\u5728\u4e8e\uff0c\u5927\u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347\u662f\u5426\u8fd8\u80fd\u7ee7\u7eed\u9760\u65e0\u9650\u5806\u53e0\u6570\u636e\u548c\u53c2\u6570\u89c4\u6a21\u4ece\u800c\u5927\u529b\u51fa\u5947\u8ff9\u3002<\/p>\n<p>\u7136\u800c Scaling Law \u5e76\u975e\u552f\u4e00\u7684\u89c6\u89d2\uff0c\u8fd1\u671f\uff0c\u6765\u81ea\u6e05\u534e\u5927\u5b66\u5218\u77e5\u8fdc\u6559\u6388\u56e2\u961f\u53d1\u73b0\u5e76\u63d0\u51fa\u5927\u6a21\u578b\u7684<strong>\u5bc6\u5ea6\u5b9a\u5f8b\uff08Densing Law\uff09\u2014\u2014 \u6a21\u578b\u80fd\u529b\u5bc6\u5ea6\u968f\u65f6\u95f4\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c2023 \u5e74\u4ee5\u6765\u80fd\u529b\u5bc6\u5ea6\u7ea6\u6bcf 3.3 \u4e2a\u6708\uff08\u7ea6 100 \u5929) \u7ffb\u4e00\u500d\u3002<\/strong>\u8fd9\u610f\u5473\u7740\u6bcf 100 \u5929\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u4e00\u534a\u53c2\u6570\u91cf\u5b9e\u73b0\u5f53\u524d\u6700\u4f18\u6a21\u578b\u76f8\u5f53\u7684\u6027\u80fd\u3002<\/p>\n<p>\u6839\u636e\u5bc6\u5ea6\u5b9a\u5f8b\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u5f97\u51fa\u4ee5\u4e0b\u91cd\u8981\u63a8\u8bba\uff0c\u5e76\u4e14\u53d1\u73b0 AI \u65f6\u4ee3\u7684\u4e09\u5927\u6838\u5fc3\u5f15\u64ce\u2014\u2014\u7535\u529b\u3001\u7b97\u529b\u4e0e\u667a\u529b\uff0c\u90fd\u540c\u6837\u9075\u5faa\u5bc6\u5ea6\u5feb\u901f\u589e\u957f\u8d8b\u52bf\u3002<\/p>\n<ul data-id=\"ua73dd4b-M3HaDXJF\">\n<li data-id=\"ld70c578-gb9jLbO9\"><strong>\u63a8\u8bba 1 \uff1a\u6a21\u578b\u63a8\u7406\u5f00\u9500\u968f\u65f6\u95f4\u6307\u6570\u7ea7\u4e0b\u964d\u3002<\/strong><\/li>\n<li data-id=\"ld70c578-m3bmGPIJ\"><strong>\u63a8\u8bba 2 \uff1a\u5927\u6a21\u578b\u80fd\u529b\u5bc6\u5ea6\u6b63\u5728\u52a0\u901f\u589e\u5f3a \u3002<\/strong><\/li>\n<li data-id=\"ld70c578-SeUCiVAL\"><strong>\u63a8\u8bba 3\uff1a\u6a21\u578b\u5c0f\u578b\u5316\u63ed\u793a\u7aef\u4fa7\u667a\u80fd\u5de8\u5927\u6f5c\u529b \u3002<\/strong><\/li>\n<li data-id=\"ld70c578-ShKdp1k0\"><strong>\u63a8\u8bba 4\uff1a\u65e0\u6cd5\u4f9d\u9760\u6a21\u578b\u538b\u7f29\u7b97\u6cd5\u589e\u5f3a\u6a21\u578b\u80fd\u529b\u5bc6\u5ea6 \u3002<\/strong><\/li>\n<li data-id=\"ld70c578-EIOT6nmQ\"><strong>\u63a8\u8bba 5\uff1a\u6a21\u578b\u9ad8\u6027\u4ef7\u6bd4\u6709\u6548\u671f\u4e0d\u65ad\u7f29\u77ed\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202412\/09\/931c8c0291bf6f4e648814fdfe038496cd90eb.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8be5\u5b9a\u5f8b\u8fd8\u63ed\u793a\u4e86\u7aef\u4fa7\u667a\u80fd\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u5e76\u6307\u51fa\u672a\u6765\u5e94\u6301\u7eed\u63a2\u7d22\u5927\u6a21\u578b\u79d1\u5b66\u5316\u5efa\u8bbe\u8def\u5f84\uff0c\u4e0d\u65ad\u6539\u8fdb\u6a21\u578b\u5236\u9020\u5de5\u827a\uff0c\u5b9e\u73b0\u5927\u6a21\u578b\u7684\u9ad8\u8d28\u91cf\u3001\u53ef\u6301\u7eed\u53d1\u5c55\u3002<\/p>\n<p>\u76f8\u5173\u7814\u7a76\u6210\u679c\u53ef\u53c2\u8003\u8bba\u6587\u300aDensing Law of LLMs\u300b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/09\/64b794225e0438d6ed427458fbd7e60a4a4b63.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<ul data-id=\"ua73dd4b-SSZHMXk7\">\n<li data-id=\"ld70c578-Fqj83IeY\">\u8bba\u6587\u6807\u9898\uff1aDensing Law of LLMs<\/li>\n<li data-id=\"ld70c578-TkXMQL8D\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2412.04315v2<\/li>\n<\/ul>\n<h4>Scaling Law \u548c Densing Law<\/h4>\n<p>\u5927\u6a21\u578b\u5c3a\u5ea6\u5b9a\u5f8b\uff08Scaling Law\uff09\u548c\u5bc6\u5ea6\u5b9a\u5f8b\uff08Densing Law\uff09\uff0c\u90fd\u662f\u5927\u6a21\u578b\u6307\u5bfc\u6027\u7684\u89c4\u5f8b\u53d1\u73b0\u3002\u5b83\u4eec\u5206\u522b\u5728\u4e0d\u540c\u7684\u7ef4\u5ea6\uff0c\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u79d1\u5b66\u5316\u7684\u63a8\u6f14\u3002<\/p>\n<p>\u5927\u6a21\u578b\u5c3a\u5ea6\u5b9a\u5f8b\u662f\u4e00\u79cd\u63cf\u8ff0\u5927\u6a21\u578b\u968f\u7740\u89c4\u6a21\u7684\u53d8\u5316\u800c\u53d1\u751f\u7684\u89c4\u5f8b\u6027\u53d8\u5316\u7684\u6570\u5b66\u8868\u8fbe\uff0c\u8868\u73b0\u4e3a\u5927\u6a21\u578b\u7684 Loss \u4e0e\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u3001\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u4e4b\u95f4\u7684\u5e42\u5f8b\u5173\u7cfb\u3002<\/p>\n<p>\u5c3a\u5ea6\u5b9a\u5f8b\u4e4b\u5916\uff0c\u6e05\u534e\u7814\u7a76\u56e2\u961f\u53d1\u73b0\uff0c\u5927\u6a21\u578b\u8fd8\u6709\u53e6\u4e00\u79cd\u5ea6\u91cf\u4e0e\u4f18\u5316\u7684\u7a7a\u95f4\uff0c\u80fd\u529b\u5bc6\u5ea6\uff08Capability Density\uff09\uff0c\u5b83\u4e3a\u8bc4\u4f30\u4e0d\u540c\u89c4\u6a21 LLM \u7684\u8bad\u7ec3\u8d28\u91cf\u63d0\u4f9b\u4e86\u65b0\u7684\u7edf\u4e00\u5ea6\u91cf\u6846\u67b6\u3002<\/p>\n<p>\u6e05\u534e\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u7684\u300c\u80fd\u529b\u5bc6\u5ea6\u300d\uff08Capability Density\uff09\uff0c\u5b9a\u4e49\u4e3a\u7ed9\u5b9a LLM \u7684\u6709\u6548\u53c2\u6570\u5927\u5c0f\u4e0e\u5b9e\u9645\u53c2\u6570\u5927\u5c0f\u7684\u6bd4\u7387\u3002\u6709\u6548\u53c2\u6570\u5927\u5c0f\u6307\u7684\u662f\u8fbe\u5230\u4e0e\u76ee\u6807\u6a21\u578b\u540c\u7b49\u6027\u80fd\u6240\u9700\u7684\u53c2\u8003\u6a21\u578b\u7684\u53c2\u6570\u6570\u91cf\u3002\u6e05\u534e\u7814\u7a76\u56e2\u961f\u7279\u522b\u5f15\u5165\u4e86\u53c2\u8003\u6a21\u578b\uff08Reference Model\uff09\u7684\u6982\u5ff5\uff0c\u901a\u8fc7\u62df\u5408\u53c2\u8003\u6a21\u578b\u5728\u4e0d\u540c\u53c2\u6570\u89c4\u6a21\u4e0b\u7684\u6027\u80fd\u8868\u73b0\uff0c\u5efa\u7acb\u8d77\u53c2\u6570\u91cf\u4e0e\u6027\u80fd\u4e4b\u95f4\u7684\u6620\u5c04\u5173\u7cfb\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u82e5\u4e00\u4e2a\u76ee\u6807\u6a21\u578b M \u7684\u53c2\u6570\u91cf\u4e3a N_M \uff0c\u5176\u5728\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u5206\u6570\u4e3a S_M\uff0c\u7814\u7a76\u4eba\u5458\u4f1a\u8ba1\u7b97\u51fa\u53c2\u8003\u6a21\u578b\u8981\u8fbe\u5230\u76f8\u540c\u6027\u80fd\u6240\u9700\u7684\u53c2\u6570\u91cf N (S_M)\uff0c\u5373\u300c\u6709\u6548\u53c2\u6570\u91cf\u300d\u3002\u76ee\u6807\u6a21\u578b M \u7684\u5bc6\u5ea6\u5c31\u5b9a\u4e49\u4e3a\u8fd9\u4e2a\u300c\u6709\u6548\u53c2\u6570\u91cf\u300d\u4e0e\u5176\u5b9e\u9645\u53c2\u6570\u91cf\u7684\u6bd4\u503c\uff1a<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/09\/f8a59d0659154251fa32256f6ca23f0cd7cb16.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u6bd4\u5982\u4e00\u4e2a 3B \u7684\u6a21\u578b\u80fd\u8fbe\u5230 6B \u53c2\u8003\u6a21\u578b\u7684\u6027\u80fd\uff0c\u90a3\u4e48\u8fd9\u4e2a 3B \u6a21\u578b\u7684\u80fd\u529b\u5bc6\u5ea6\u5c31\u662f 2\uff086B\/3B\uff09\u3002<\/p>\n<p>\u4e3a\u4e86\u51c6\u786e\u4f30\u8ba1\u6a21\u578b\u6027\u80fd\uff0c\u7814\u7a76\u56e2\u961f\u91c7\u7528\u4e86\u4e24\u6b65\u4f30\u8ba1\u6cd5\u3002\u7b2c\u4e00\u6b65\u662f\u635f\u5931\uff08Loss\uff09\u4f30\u8ba1\uff0c\u901a\u8fc7\u4e00\u7cfb\u5217\u4e0d\u540c\u89c4\u6a21\u7684\u53c2\u8003\u6a21\u578b\u6765\u62df\u5408\u53c2\u6570\u91cf\u4e0e\u8bed\u8a00\u6a21\u578b Loss 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alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u5bc6\u5ea6\u5b9a\u5f8b\u8868\u660e\uff0c\u5927\u7ea6\u6bcf\u8fc7 3.3 \u4e2a\u6708 (100 \u5929\uff09\uff0c\u6211\u4eec\u5c31\u80fd\u7528\u53c2\u6570\u91cf\u51cf\u534a\u7684\u6a21\u578b\u8fbe\u5230\u5f53\u524d\u6700\u5148\u8fdb\u6a21\u578b\u7684\u6027\u80fd\u6c34\u5e73\u3002<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202412\/09\/b4c509b865661936f13297dfe4446fd569acc3.webp\" data-type=\"block\" \/><\/p>\n<p>\u57fa\u4e8e\u5bc6\u5ea6\u5b9a\u5f8b\uff0c\u6e05\u534e\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u591a\u4e2a\u91cd\u8981\u63a8\u8bba\u3002<\/p>\n<p>\u9996\u5148\uff0c\u6a21\u578b\u63a8\u7406\u5f00\u9500\u968f\u65f6\u95f4\u6307\u6570\u7ea7\u4e0b\u964d\u30022022 \u5e74 12 \u6708\u7684 GPT-3.5 \u6a21\u578b\u6bcf\u767e\u4e07 Token \u7684\u63a8\u7406\u6210\u672c\u4e3a 20 \u7f8e\u5143\uff0c\u800c 2024 \u5e74 8 \u6708\u7684 Gemini-1.5-Flash \u6a21\u578b\u4ec5\u4e3a 0.075 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\u6708\u500d\u589e\uff0c\u5bc6\u5ea6\u589e\u5f3a\u901f\u5ea6\u589e\u52a0 50% \u3002\u8fd9\u4e00\u73b0\u8c61\u80cc\u540e\uff0c\u66f4\u9ad8\u6548\u6a21\u578b\u5f15\u8d77\u4e86\u5b66\u672f\u754c\u548c\u4ea7\u4e1a\u7684\u5e7f\u6cdb\u5173\u6ce8\uff0c\u8bde\u751f\u4e86\u66f4\u591a\u9ad8\u8d28\u91cf\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202412\/09\/867e4ca06fd9d1f414d836d971af1517d901a5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u518d\u6b21\uff0c\u82af\u7247\u7535\u8def\u5bc6\u5ea6 (\u6469\u5c14\u5b9a\u5f8b) \u548c\u6a21\u578b\u80fd\u529b\u5bc6\u5ea6 (\u5bc6\u5ea6\u5b9a\u5f8b) \u6301\u7eed\u589e\u5f3a\uff0c\u4e24\u6761\u66f2\u7ebf\u4ea4\u6c47\u63ed\u793a\u7aef\u4fa7\u667a\u80fd\u5de8\u5927\u6f5c\u529b\u3002\u7814\u7a76\u663e\u793a\uff0c\u5728\u6469\u5c14\u5b9a\u5f8b\u7684\u4f5c\u7528\u4e0b\uff0c\u76f8\u540c\u4ef7\u683c\u82af\u7247\u7684\u8ba1\u7b97\u80fd\u529b\u6bcf 2.1 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\u3002\u73b0\u6709\u7684\u6a21\u578b\u538b\u7f29\u6280\u672f\uff08\u5982\u526a\u679d\u548c\u84b8\u998f\uff09\u672a\u5fc5\u80fd\u63d0\u9ad8\u6a21\u578b\u5bc6\u5ea6\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u5927\u591a\u6570\u538b\u7f29\u6a21\u578b\u7684\u5bc6\u5ea6\u4f4e\u4e8e\u539f\u59cb\u6a21\u578b\uff0c\u6a21\u578b\u538b\u7f29\u7b97\u6cd5\u867d\u53ef\u4ee5\u8282\u7701\u5c0f\u53c2\u6570\u6a21\u578b\u6784\u5efa\u5f00\u9500\uff0c\u4f46\u662f\u5982\u679c\u540e\u8bad\u7ec3\u4e0d\u5145\u5206\uff0c\u5c0f\u53c2\u6570\u6a21\u578b\u80fd\u529b\u5bc6\u5ea6\u5c06\u4f1a\u6709\u663e\u8457\u4e0b\u964d\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202412\/09\/a385e121681b0f5cc20771e10ccbaf06a82ba1.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6700\u540e\uff0c\u7814\u7a76\u56e2\u961f\u6307\u51fa\uff0c\u6a21\u578b\u9ad8\u6027\u4ef7\u6bd4\u6709\u6548\u671f\u4e0d\u65ad\u7f29\u77ed\u3002\u6839\u636e\u5c3a\u5ea6\u5b9a\u5f8b\uff0c\u66f4\u591a\u6570\u636e + \u66f4\u591a\u53c2\u6570\u5b9e\u73b0\u80fd\u529b\u589e\u5f3a\uff0c\u8bad\u7ec3\u6210\u672c\u4f1a\u6025\u5267\u4e0a\u5347\uff1b\u800c\u80fd\u529b\u5bc6\u5ea6\u5b9a\u5f8b\uff0c\u968f\u7740\u80fd\u529b\u5bc6\u5ea6\u52a0\u901f\u589e\u5f3a\uff0c\u6bcf\u9694\u6570\u6708\u4f1a\u51fa\u73b0\u66f4\u52a0\u9ad8\u6548\u7684\u6a21\u578b\u3002\u8fd9\u610f\u5473\u7740\u6a21\u578b\u9ad8\u6027\u4ef7\u6bd4\u7684\u6709\u6548\u4f7f\u7528\u671f\u7f29\u77ed\uff0c\u76c8\u5229\u7a97\u53e3\u77ed\u6682\u3002\u4f8b\u5982\uff0c2024 \u5e74 6 \u6708\u53d1\u5e03\u7684 Google Gemma-2-9B \u6a21\u578b\uff0c\u5176\u8bad\u7ec3\u6210\u672c\u7ea6 185 \u4e07\u4eba\u6c11\u5e01\uff0c\u4f46\u4ec5\u4e24\u4e2a\u6708\u540e\uff0c\u5b83\u7684\u6027\u80fd\u5c31\u88ab\u53c2\u6570\u91cf\u51cf\u534a\u7684 MiniCPM-3-4B \u8d85\u8d8a\u3002\u4ee5 API \u76c8\u5229\u65b9\u5f0f\u4f30\u7b97\uff0c2 \u4e2a\u6708\u5185\u9700\u8981 17 \u4ebf\u6b21\u7528\u6237\u8bbf\u95ee\uff0c\u624d\u80fd\u591f\u6536\u56de\u8bad\u7ec3\u6210\u672c\uff01<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202412\/09\/a98869e976e1b6ec5cd0816ada9a43cdbca55a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>Densing Law\uff08\u5bc6\u5ea6\u5b9a\u5f8b\uff09\u63ed\u793a LLM \u8fdb\u5165\u300c\u5bc6\u5ea6\u81f3\u4e0a\u300d\u65b0\u53d1\u5c55\u9636\u6bb5<\/strong><\/p>\n<p>\u5c3a\u5ea6\u5b9a\u5f8b\u4e0b\uff0cLLM \u89c4\u6a21\u81f3\u4e0a\u3002\u800c\u5728\u5bc6\u5ea6\u5b9a\u5f8b\u4e0b\uff0cLLM \u6b63\u8fdb\u5165\u4e00\u4e2a\u5168\u65b0\u7684\u53d1\u5c55\u9636\u6bb5\u3002\u5728\u6e05\u534e\u5218\u77e5\u8fdc\u8001\u5e08\u6700\u65b0\u62a5\u544a\u4e2d\uff0cAI \u65f6\u4ee3\u7684\u4e09\u5927\u6838\u5fc3\u5f15\u64ce \u2014\u2014 \u7535\u529b\u3001\u7b97\u529b\u4e0e\u667a\u529b\uff0c\u5bc6\u5ea6\u90fd\u5728\u5feb\u901f\u589e\u957f\uff1a\u7535\u6c60\u80fd\u91cf\u5bc6\u5ea6\u5728\u8fc7\u53bb 20 \u5e74\u4e2d\u589e\u957f\u4e86 4 \u500d\uff0c\u5176\u500d\u589e\u5468\u671f\u7ea6\u4e3a 10 \u5e74\uff1b\u6469\u5c14\u5b9a\u5f8b\u5219\u63ed\u793a\uff0c\u82af\u7247\u7684\u6676\u4f53\u7ba1\u5bc6\u5ea6\u6bcf 18 \u4e2a\u6708\u7ffb\u500d\uff1b\u800c AI \u6a21\u578b\u80fd\u529b\u5bc6\u5ea6\u6bcf 100 \u5929\u7ffb\u500d\u7684\u901f\u5ea6\u66f4\u662f\u60ca\u4eba\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202412\/09\/58d11e554688f59e54171779a6b39175bbac05.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5c24\u5176\u662f\u6a21\u578b\u80fd\u529b\u5bc6\u5ea6\u7684\u63d0\u5347\u4e5f\u610f\u5473\u7740\u7528\u66f4\u5c11\u7684\u8d44\u6e90\u5b9e\u73b0\u66f4\u5f3a\u7684\u80fd\u529b\uff0c\u8fd9\u4e0d\u4ec5\u964d\u4f4e\u4e86 AI 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