.<\/span><\/a><\/p>\n\u4eba\u5de5\u667a\u80fdAIGC\u884c\u4e1a\u63a2\u7d22\u5206\u4eab\uff0c\u5305\u62ec\u76f8\u5173\u6280\u672f\u5206\u4eab\u548c\u8d44\u8baf\u5206\u4eab\uff0c\u4ee5\u53ca\u76f8\u5173\u5546\u52a1\u6d3d\u8c08\u5408\u4f5c\u3002<\/p>\n
<\/p>\n\n\n\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08<\/span>LLMs<\/span>\uff09\u4e2d\u8bcd\u6c47\u91cf\u5927\u5c0f\u5bf9\u4e8e\u6a21\u578b\u6269\u5c55\u89c4\u5f8b\u7684\u6709\u54ea\u4e9b\u5f71\u54cd\u5462\uff0c\u4e4b\u524d\u7684\u7814\u7a76\u5f80\u5f80\u96c6\u4e2d\u4e8e\u6a21\u578b\u53c2\u6570\u6570\u91cf\u548c\u8bad\u7ec3\u6570\u636e\u91cf\uff0c\u800c\u5ffd\u7565\u4e86\u8bcd\u6c47\u8868\u5927\u5c0f\u7684\u89d2\u8272\u3002\u8bba\u6587\u4e2d\u7814\u7a76\u4eba\u5458\u63a2\u7d22\u4e86\u4e09\u79cd\u8bc4\u4f30\u6700\u4f18\u8bcd\u6c47\u91cf\u7684\u65b9\u6cd5\uff1a<\/span>\u57fa\u4e8e\u8ba1\u7b97\u529b\u7684<\/span>IsoFLOPs<\/span>\u5206\u6790<\/span><\/strong>\u3001\u5bfc\u6570\u4f30\u7b97<\/strong>\u53ca\u635f\u5931\u51fd\u6570\u53c2\u6570\u62df<\/strong>\u5408\uff0c\u8fd9\u4e09\u79cd\u65b9\u6cd5\u5747\u8868\u660e\uff0c\u6700\u4f18\u8bcd\u6c47\u91cf\u53d6\u51b3\u4e8e\u8ba1\u7b97\u8d44\u6e90\uff0c\u800c\u4e14\u5927\u6a21\u578b\u5e94\u5339\u914d\u5927\u8bcd\u6c47\u91cf\u3002\u73b0\u6709\u7684\u8bb8\u591a<\/span>LLMs<\/span>\u6240\u4f7f\u7528\u7684\u8bcd\u6c47\u91cf\u8fc7\u5c0f\uff0c\u4f8b\u5982\uff0c<\/span>Llama2-70B<\/span>\u6a21\u578b\u7684\u7406\u60f3\u8bcd\u6c47\u91cf\u5e94\u4e3a<\/span>216K<\/span>\uff0c\u8fdc\u8d85\u5176\u5b9e\u9645\u7684<\/span>32K<\/span>\u3002\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\uff0c\u5f53\u6a21\u578b\u5728\u4e0d\u540c\u8ba1\u7b97\u9884\u7b97\u4e0b\u91c7\u7528\u9884\u6d4b\u7684\u6700\u4f18\u8bcd\u6c47\u91cf\u65f6\uff0c\u5176\u4e0b\u6e38\u4efb\u52a1\u7684\u8868\u73b0\u666e\u904d\u4f18\u4e8e\u5e38\u7528\u8bcd\u6c47\u91cf\u5927\u5c0f\u3002\u4f8b\u5982\uff0c\u5c06\u8bcd\u6c47\u91cf\u4ece\u6807\u51c6\u7684<\/span>32K<\/span>\u589e\u52a0\u5230<\/span>43K<\/span>\uff0c\u5c31\u80fd\u5728\u540c\u7b49\u7684\u8ba1\u7b97\u91cf\u4e0b\uff0c\u6a21\u578b\u5728<\/span>ARC-Challenge<\/span>\u4e0a\u7684\u6027\u80fd\u4ece<\/span>29.1<\/span>\u63d0\u5347\u81f3<\/span>32.0<\/span>\u3002<\/span><\/span><\/p>\n![\"\"](\"https:\/\/linguaresources.com\/wp-content\/uploads\/2024\/08\/640-20-7.png\")
<\/p>\n
1 \u4e09\u79cd\u9884\u6d4b\u8ba1\u7b97\u6700\u4f18\u8bcd\u6c47\u91cf\u7684\u65b9\u6cd5<\/strong><\/span><\/h2>\n\n\n- \n
\u901a\u8fc7<\/span>IsoFLOPs<\/span>\u5206\u6790\u4f30\u8ba1\u5e42\u5f8b\uff1a<\/span><\/span><\/strong><\/p>\n<\/li>\n<\/ol>\n<\/section>\n\n\n- \n
\uff08<\/span>1<\/span>\uff09\u5b9a\u4e49\u6a21\u578b\u7ec4\uff1a\u7814\u7a76\u8005\u5b9a\u4e49\u4e86\u516d\u4e2a\u6a21\u578b\u7ec4\uff0c\u5176\u4e2d\u975e\u8bcd\u6c47\u53c2\u6570\u6570\u91cf<\/span>Nnv<\/span>\u4ece<\/span>3300<\/span>\u4e07\u5230<\/span>11<\/span>\u4ebf<\/span>3<\/span>\u5343\u4e07\u4e0d\u7b49\u3002\u5728\u6bcf\u4e2a\u7ec4\u5185\uff0c\u53ea\u6539\u53d8\u8bcd\u6c47\u91cf<\/span>V<\/span>\uff0c\u4ece<\/span>4000<\/span>\u5230<\/span>96000<\/span>\u4e0d\u7b49\uff0c\u6240\u6709\u6a21\u578b\u90fd\u5728\u76f8\u540c\u7684<\/span>FLOPs<\/span>\u9884\u7b97\u4e0b\u8fdb\u884c\u8bc4\u4f30\u3002<\/span><\/span><\/p>\n<\/li>\n- \n
\uff08<\/span>2<\/span>\uff09\u8bc4\u4f30\u4e0e\u9009\u62e9\uff1a\u4f7f\u7528\u56fa\u5b9a\u7684\u6570\u636e\u96c6\u8bc4\u4f30\u6a21\u578b\u7684\u5f52\u4e00\u5316\u635f\u5931\u3002\u4ece\u6bcf\u79cd<\/span>FLOPs<\/span>\u9884\u7b97\u4e0b\u9009\u53d6\u6700\u5c0f\u635f\u5931\u7684\u70b9\uff0c\u8fd9\u4e9b\u70b9\u4ee3\u8868\u4e86\u8ba1\u7b97\u6700\u4f18\u7684\u53c2\u6570\u5206\u914d\u3002<\/span><\/span><\/p>\n<\/li>\n- \n
\uff08<\/span>3<\/span>\uff09\u5047\u8bbe\u4e0e\u62df\u5408\uff1a\u57fa\u4e8e\u5148\u524d\u7684\u7814\u7a76\uff0c\u5047\u8bbe\u6700\u4f18\u7684\u8bcd\u6c47\u53c2\u6570<\/span>Nv<\/span>\u4e0e<\/span>FLOPsC<\/span>\u6ee1\u8db3\u5e42\u5f8b\u5173\u7cfb\uff0c\u5c31\u50cf\u975e\u8bcd\u6c47\u53c2\u6570\u548c\u8bad\u7ec3\u6570\u636e\u91cf\u4e00\u6837\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u7814\u7a76\u8005\u53ef\u4ee5\u76f4\u63a5\u56de\u7b54\uff1a\u5728\u7279\u5b9a\u7684\u8ba1\u7b97\u9884\u7b97\u4e0b\uff0c\u975e\u8bcd\u6c47\u53c2\u6570\u3001\u8bcd\u6c47\u53c2\u6570\u548c\u8bad\u7ec3\u6570\u636e\u7684\u6700\u4f73\u5206\u914d\u6bd4\u4f8b\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n2. \u57fa\u4e8e\u5bfc\u6570\u7684\u4f30\u8ba1\uff1a<\/span><\/strong><\/p>\n\n\n- \n
\uff08<\/span>1<\/span>\uff09\u539f\u7406\uff1a\u8fd9\u79cd\u65b9\u6cd5\u5229\u7528\u5bfc\u6570\u6765\u4f30\u8ba1\u5728\u4e0d\u540c\u8bcd\u6c47\u91cf\u4e0b\u6a21\u578b\u6027\u80fd\u7684\u53d8\u5316\u7387\uff0c\u4ece\u800c\u627e\u5230\u6700\u4f73\u8bcd\u6c47\u91cf\u7684\u8f6c\u6298\u70b9\u3002<\/span><\/span><\/p>\n<\/li>\n- \n
\uff08<\/span>2<\/span>\uff09\u5e94\u7528\uff1a\u901a\u8fc7\u8ba1\u7b97\u635f\u5931\u51fd\u6570\u5173\u4e8e\u8bcd\u6c47\u91cf\u53d8\u5316\u7684\u5bfc\u6570\uff0c\u7814\u7a76\u8005\u53ef\u4ee5\u8bc6\u522b\u51fa\u8bcd\u6c47\u91cf\u589e\u52a0\u5e26\u6765\u7684\u8fb9\u9645\u6548\u76ca\u9012\u51cf\u70b9\uff0c\u5373\u8d85\u51fa\u8fd9\u4e00\u70b9\u7ee7\u7eed\u589e\u52a0\u8bcd\u6c47\u91cf\u5bf9\u6027\u80fd\u63d0\u5347\u7684\u8d21\u732e\u4e0d\u5927\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n3. \u635f\u5931\u51fd\u6570\u7684\u53c2\u6570\u62df\u5408\uff1a<\/span><\/strong><\/p>\n\n\n- \n
\uff08<\/span>1<\/span>\uff09\u529f\u80fd\uff1a\u8be5\u65b9\u6cd5\u76f4\u63a5\u6784\u5efa\u4e00\u4e2a\u53c2\u6570\u5316\u7684\u51fd\u6570\uff0c\u7528\u4e8e\u9884\u6d4b\u4e0d\u540c\u5c5e\u6027\u5982\u6a21\u578b\u53c2\u6570\u6570\u91cf\u3001\u8bcd\u6c47\u91cf\u548c\u8bad\u7ec3\u6570\u636e\u91cf\u5bf9\u6a21\u578b\u635f\u5931\u7684\u5f71\u54cd\u3002<\/span><\/span><\/p>\n<\/li>\n- \n
\uff08<\/span>2<\/span>\uff09\u64cd\u4f5c\uff1a\u901a\u8fc7\u5bf9\u635f\u5931\u51fd\u6570\u7684\u53c2\u6570\u62df\u5408\uff0c\u7814\u7a76\u8005\u53ef\u4ee5\u91cf\u5316\u8bcd\u6c47\u91cf\u3001\u975e\u8bcd\u6c47\u53c2\u6570\u6570\u91cf\u548c\u8bad\u7ec3\u6570\u636e\u91cf\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5177\u4f53\u8d21\u732e\uff0c\u8fdb\u800c\u63a8\u65ad\u51fa\u6700\u4f18\u7684\u8bcd\u6c47\u91cf\u914d\u7f6e\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n2 \u589e\u957f\u7b56\u7565<\/strong><\/span><\/h2>\n\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4f18\u5316\u8fc7\u7a0b\u4e2d\u53d1\u73b0\uff0c\u8bcd\u6c47\u91cf\u4e0e\u975e\u8bcd\u6c47\u53c2\u6570\u95f4\u5b58\u5728\u5e42\u5f8b\u5173\u7cfb\uff0c\u8fd9\u610f\u5473\u7740\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u589e\u5927\uff0c\u7406\u60f3\u7684\u8bcd\u6c47\u91cf\u4e5f\u4f1a\u589e\u52a0\uff0c\u4f46\u5176\u589e\u957f\u7387\u76f8\u8f83\u4e8e\u975e\u8bcd\u6c47\u53c2\u6570\u66f4\u4e3a\u7f13\u6162\u3002\u8fd9\u79cd\u73b0\u8c61\u80cc\u540e\u7684\u7406\u5ff5\u5728\u4e8e\uff0c\u4e00\u65e6\u6a21\u578b\u5177\u5907\u4e86\u8db3\u591f\u4e30\u5bcc\u7684\u5d4c\u5165\u7a7a\u95f4\uff0c\u901a\u8fc7\u6269\u5927\u8bcd\u6c47\u91cf\u6765\u8fdb\u4e00\u6b65\u589e\u5f3a\u5bf9\u6587\u672c\u591a\u6837\u6027\u7684\u7406\u89e3\u53d8\u5f97\u5c24\u4e3a\u91cd\u8981\uff1b\u7136\u800c\uff0c\u8fbe\u5230\u4e00\u5b9a\u9608\u503c\u540e\uff0c\u91cd\u70b9\u5e94\u8f6c\u5411\u975e\u8bcd\u6c47\u53c2\u6570\u7684\u6269\u5c55\uff0c\u4ee5\u6df1\u5165\u5b66\u4e60\u8bed\u8a00\u7684\u590d\u6742\u8bed\u6cd5\u548c\u8bed\u4e49\u7ed3\u6784\u3002\u8fd9\u79cd\u5e73\u8861\u589e\u957f\u7b56\u7565\u786e\u4fdd\u4e86\u6a21\u578b\u6027\u80fd\u7684\u9ad8\u6548\u63d0\u5347\uff0c\u907f\u514d\u4e86\u8d44\u6e90\u7684\u4e0d\u5408\u7406\u5206\u914d\u3002<\/span><\/p>\n\n
3 \u7ed3\u8bed<\/strong><\/span><\/h2>\n\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u5e73\u8861\u6a21\u578b\u53c2\u6570\u3001\u8bcd\u6c47\u91cf\u4e0e\u8bad\u7ec3\u6570\u636e\u7684\u89c4\u6a21\u5bf9\u4e8e\u5b9e\u73b0\u9ad8\u6548\u80fd\u548c\u7ecf\u6d4e\u6027\u7684\u6a21\u578b\u6269\u5c55\u81f3\u5173\u91cd\u8981\u3002\u8bba\u6587\u91cd\u70b9\u7814\u7a76\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\u8bcd\u6c47\u91cf\u5927\u5c0f\u5bf9\u6a21\u578b\u6269\u5c55\u89c4\u5f8b\u7684\u5f71\u54cd\uff0c\u53d1\u73b0\u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\u5e94\u914d\u5907\u66f4\u5e9e\u5927\u7684\u8bcd\u6c47\u91cf\u4ee5\u4f18\u5316\u6027\u80fd\uff0c\u5e76\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u89c2\u70b9\uff0c\u6307\u51fa\u5f53\u524d\u8bb8\u591a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6240\u4f7f\u7528\u7684\u8bcd\u6c47\u91cf\u5b9e\u9645\u4e0a\u504f\u5c0f\u3002<\/span><\/p>\n\u8bba\u6587\u9898\u76ee\uff1a<\/span>Scaling Laws with Vocabulary: Larger Models Deserve Larger Vocabularies<\/span><\/span><\/p>\n\u8bba\u6587\u94fe\u63a5\uff1a<\/span>https:\/\/arxiv.org\/abs\/2407.13623<\/span><\/span><\/p>\n\n
\n
\n\n\u7279\u522b\u8bf4\u660e\uff1a\u672c\u6587\u4ec5\u7528\u4e8e\u5b66\u672f\u4ea4\u6d41\uff0c\u5982\u6709\u4fb5\u6743\u8bf7\u540e\u53f0\u8054\u7cfb\u5c0f\u7f16\u5220\u9664\u3002<\/span><\/span><\/section>\n<\/section>\n<\/blockquote>\n\n\u00a0<\/span><\/strong><\/strong><\/span><\/p>\n\u8f6c\u8f7d\u6765\u6e90\uff1a\u5927\u6a21\u578b\u591a\u6a21\u6001\u8bba\u6587\u89e3\u8bfb<\/span><\/span><\/p>\n\u8f6c\u8f7d\u7f16\u8f91\uff1a\u5f20\u714a<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n <\/p>\n<\/section>\n","protected":false},"excerpt":{"rendered":"
\u8bd1\u5b66\u6587\u732e | \u8bcd\u6c47\u8868\u5927\u5c0f\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5f71\u54cd \u7ffb\u8bd1\u6280\u672f\u6559\u80b2\u4e0e\u7814\u7a76\u00a02024\u5e7407\u670827\u65e5 00:00\u00a0\u5317\u4eac \u4ee5\u4e0b […]<\/p>\n","protected":false},"author":1,"featured_media":32586,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[98],"tags":[],"class_list":["post-32585","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-98"],"_links":{"self":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/32585","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=32585"}],"version-history":[{"count":1,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/32585\/revisions"}],"predecessor-version":[{"id":32587,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/32585\/revisions\/32587"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/media\/32586"}],"wp:attachment":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=32585"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=32585"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=32585"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}