{"id":30010,"date":"2025-04-07T14:37:13","date_gmt":"2025-04-07T06:37:13","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=30010"},"modified":"2025-04-07T14:37:13","modified_gmt":"2025-04-07T06:37:13","slug":"llama-4-xiliedengchang","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/llama-4-xiliedengchang\/","title":{"rendered":"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f"},"content":{"rendered":"<p>Meta \u516c\u53f8\u4e8e 2025 \u5e74 4 \u6708 5 \u65e5\u53d1\u5e03\u4e86\u5176 Llama \u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u5217\u7684\u6700\u65b0\u6210\u5458\u2014\u2014 Llama 4\uff0c\u6807\u5fd7\u7740\u5176\u5728 AI \u9886\u57df\uff0c\u7279\u522b\u662f\u5728\u539f\u751f\u591a\u6a21\u6001\u548c\u6a21\u578b\u67b6\u6784\u65b9\u9762\u7684\u91cd\u5927\u8fdb\u5c55\u3002\u6b64\u6b21\u53d1\u5e03\u7684\u6838\u5fc3\u662f Llama 4 Scout \u548c Llama 4 Maverick \u4e24\u6b3e\u6a21\u578b\uff0c\u4ee5\u53ca\u4f5c\u4e3a\u6280\u672f\u652f\u6491\u7684\u5de8\u578b\u201c\u6559\u5e08\u201d\u6a21\u578b Llama 4 Behemoth \u7684\u9884\u89c8\u3002\u6b64\u4e3e\u4e0d\u4ec5\u5c55\u793a\u4e86 Meta \u5728\u8ffd\u8d76\u5e76\u8bd5\u56fe\u8d85\u8d8a\u4e1a\u754c\u9876\u5c16\u6a21\u578b\u65b9\u9762\u7684\u51b3\u5fc3\uff0c\u4e5f\u5ef6\u7eed\u4e86\u5176\u63a8\u52a8\u5f00\u6e90 AI \u751f\u6001\u7684\u7b56\u7565\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30014\" title=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/a4765372b984aa1.png\" alt=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-1\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/a4765372b984aa1.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/a4765372b984aa1-768x432.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/a4765372b984aa1-1536x864.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/a4765372b984aa1-18x10.png 18w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>Llama 4 \u7cfb\u5217\u6838\u5fc3\u6a21\u578b\u6982\u89c8<\/h2>\n<p>Meta \u672c\u6b21\u63a8\u51fa\u4e86 Llama 4 \u7cfb\u5217\u4e2d\u7684\u4e24\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u548c\u5e94\u7528\u7684\u6a21\u578b\uff1a<\/p>\n<ul>\n<li><strong>Llama 4 Scout<\/strong>: \u8fd9\u6b3e\u6a21\u578b\u62e5\u6709 170 \u4ebf\u6d3b\u8dc3\u53c2\u6570\u548c 16 \u4e2a\u4e13\u5bb6\uff08Experts\uff09\uff0c\u603b\u53c2\u6570\u91cf 1090 \u4ebf\u3002\u5176\u4eae\u70b9\u5728\u4e8e\u53f7\u79f0\u540c\u7ea7\u522b\u6700\u4f73\u7684\u591a\u6a21\u6001\u80fd\u529b\uff0c\u8d85\u8d8a\u4e86\u6240\u6709\u524d\u4ee3 Llama \u6a21\u578b\u3002\u66f4\u5f15\u4eba\u6ce8\u76ee\u7684\u662f\uff0c\u5b83\u652f\u6301\u9ad8\u8fbe 1000 \u4e07 <a href=\"https:\/\/www.kdjingpai.com\/pt\/tokenization\/\">token<\/a> \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u8fdc\u8d85 Llama 3 \u7684 128K\u3002Meta \u58f0\u79f0\uff0c\u8be5\u6a21\u578b\u6027\u80fd\u4f18\u4e8e Google \u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/gemma-3-jishubaogao\/\">Gemma 3<\/a> \u3001 <a href=\"https:\/\/www.kdjingpai.com\/pt\/geminibardgubu\/\">Gemini<\/a> 2.0 Flash-Lite \u548c <a href=\"https:\/\/www.kdjingpai.com\/pt\/le-chat-mistral\/\">Mistral AI<\/a> \u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/le-chat-mistral\/\">Mistral<\/a> 3.1\uff0c\u5e76\u4e14\u7ecf\u8fc7 Int4 \u91cf\u5316\u540e\u53ef\u90e8\u7f72\u5728\u5355\u5757 NVIDIA H100 GPU \u4e0a\uff0c\u663e\u793a\u51fa\u5bf9\u6548\u7387\u7684\u91cd\u89c6\u3002<\/li>\n<li><strong>Llama 4 Maverick<\/strong>: \u540c\u6837\u62e5\u6709 170 \u4ebf\u6d3b\u8dc3\u53c2\u6570\uff0c\u4f46\u914d\u5907\u4e86 128 \u4e2a\u4e13\u5bb6\uff0c\u603b\u53c2\u6570\u91cf\u8fbe\u5230 4000 \u4ebf\u3002\u5b9a\u4f4d\u4e3a\u540c\u7ea7\u522b\u4e2d\u7684\u9876\u7ea7\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5176\u76ee\u6807\u662f\u6311\u6218 OpenAI \u7684 GPT-4o \u548c Google \u7684 Gemini 2.0 Flash \u3002\u636e Meta \u516c\u5e03\u7684\u6570\u636e\uff0c Maverick \u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u5e76\u5728\u63a8\u7406\u548c\u7f16\u7801\u80fd\u529b\u4e0a\u63a5\u8fd1\u53c2\u6570\u91cf\u4e24\u500d\u4e8e\u5176\u6d3b\u8dc3\u53c2\u6570\u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/deepseek-chatshena\/\">DeepSeek<\/a> v3 \u3002\u4e00\u4e2a\u5b9e\u9a8c\u6027\u7684\u804a\u5929\u7248\u672c\u5728 <a href=\"https:\/\/www.kdjingpai.com\/pt\/lmsys-org\/\">LMArena<\/a> \u6392\u884c\u699c\u4e0a\u83b7\u5f97\u4e86 1417 \u7684 ELO \u8bc4\u5206\uff0c\u663e\u793a\u51fa\u5176\u5728\u5bf9\u8bdd\u80fd\u529b\u4e0a\u7684\u6f5c\u529b\u3002\u8be5\u6a21\u578b\u53ef\u5728\u5355\u4e2a NVIDIA H100 DGX \u4e3b\u673a\u4e0a\u8fd0\u884c\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0cMeta \u8fd8\u9884\u544a\u4e86\u00a0<strong>Llama 4 Behemoth<\/strong>\u00a0\u6a21\u578b\u3002\u8fd9\u662f\u4e00\u4e2a\u62e5\u6709 2880 \u4ebf\u6d3b\u8dc3\u53c2\u6570\u300116 \u4e2a\u4e13\u5bb6\u3001\u603b\u53c2\u6570\u91cf\u8fd1 2 \u4e07\u4ebf\u7684\u5e9e\u7136\u5927\u7269\u3002\u867d\u7136\u4ecd\u5728\u8bad\u7ec3\u4e2d\u4e14\u6682\u672a\u53d1\u5e03\uff0c\u4f46\u5b83\u4f5c\u4e3a Scout \u548c Maverick \u7684\u201c\u6559\u5e08\u201d\u6a21\u578b\uff0c\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u6280\u672f\u63d0\u5347\u4e86\u540e\u4e24\u8005\u7684\u6027\u80fd\u3002 Behemoth \u5728\u6570\u5b66\u3001\u591a\u8bed\u8a00\u548c\u56fe\u50cf\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u7a81\u51fa\uff0cMeta \u79f0\u5176\u5728\u90e8\u5206 STEM \u57fa\u51c6\uff08\u5982 MATH-500 \u548c GPQA Diamond\uff09\u4e0a\u8d85\u8d8a\u4e86 GPT-4.5 \u3001 <a href=\"https:\/\/www.kdjingpai.com\/pt\/claudeanquanfubai\/\">Anthropic<\/a> \u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/claudeanquanfubai\/\">Claude<\/a> Sonnet 3.7 \u548c Google \u7684 Gemini 2.0 Pro \u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5173\u952e\u6280\u672f\u521b\u65b0\uff1aMoE\u3001\u591a\u6a21\u6001\u4e0e\u957f\u4e0a\u4e0b\u6587<\/h2>\n<p>Llama 4 \u7cfb\u5217\u5f15\u5165\u4e86\u591a\u9879\u5173\u952e\u6280\u672f\u9769\u65b0\uff0c\u8fd9\u4e9b\u662f\u5176\u6027\u80fd\u63d0\u5347\u7684\u57fa\u7840\u3002<\/p>\n<p><strong>\u6df7\u5408\u4e13\u5bb6\u6a21\u578b (MoE) \u67b6\u6784<\/strong><\/p>\n<p>Llama 4 \u662f Meta \u9996\u4e2a\u91c7\u7528\u6df7\u5408\u4e13\u5bb6 (MoE) \u67b6\u6784\u7684\u6a21\u578b\u7cfb\u5217\u3002MoE \u67b6\u6784\u8fd1\u5e74\u6765\u5907\u53d7\u5173\u6ce8\uff0c\u56e0\u4e3a\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u62e5\u6709\u5de8\u5927\u603b\u53c2\u6570\u91cf\u7684\u540c\u65f6\uff0c\u6bcf\u6b21\u63a8\u7406\u53ea\u6fc0\u6d3b\u4e00\u5c0f\u90e8\u5206\u53c2\u6570\uff08\u5373\u201c\u4e13\u5bb6\u201d\uff09\u3002\u8fd9\u79cd\u8bbe\u8ba1\u80fd\u591f\u5728\u7ed9\u5b9a\u7684\u8bad\u7ec3\u8ba1\u7b97\u9884\u7b97\u4e0b\uff0c\u5b9e\u73b0\u6bd4\u4f20\u7edf\u5bc6\u96c6\u578b\uff08Dense\uff09\u6a21\u578b\u66f4\u9ad8\u7684\u6027\u80fd\uff0c\u5e76\u63d0\u9ad8\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30011\" title=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/bdda3592e62432d.png\" alt=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-2\" width=\"1920\" height=\"1308\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/bdda3592e62432d.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/bdda3592e62432d-220x150.png 220w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/bdda3592e62432d-768x523.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/bdda3592e62432d-1536x1046.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/bdda3592e62432d-18x12.png 18w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>\u4ee5 Llama 4 Maverick \u4e3a\u4f8b\uff0c\u5176 4000 \u4ebf\u603b\u53c2\u6570\u5206\u5e03\u5728 128 \u4e2a\u8def\u7531\u4e13\u5bb6\u548c\u4e00\u4e2a\u5171\u4eab\u4e13\u5bb6\u4e2d\u3002\u63a8\u7406\u65f6\uff0c\u6bcf\u4e2a token \u4f1a\u88ab\u53d1\u9001\u5230\u5171\u4eab\u4e13\u5bb6\u548c\u5176\u4e2d\u4e00\u4e2a\u8def\u7531\u4e13\u5bb6\u3002\u6a21\u578b\u91c7\u7528\u4ea4\u66ff\u7684\u5bc6\u96c6\u5c42\u548c MoE \u5c42\u6765\u5e73\u8861\u6027\u80fd\u548c\u6548\u7387\u3002\u8fd9\u79cd\u67b6\u6784\u4f7f\u5f97 Maverick \u53ef\u4ee5\u5728\u5355\u4e2a H100 DGX \u4e3b\u673a\u4e0a\u90e8\u7f72\uff0c\u6216\u901a\u8fc7\u5206\u5e03\u5f0f\u63a8\u7406\u5b9e\u73b0\u6700\u5927\u6548\u7387\uff0c\u4ece\u800c\u964d\u4f4e\u4e86\u6a21\u578b\u670d\u52a1\u7684\u6210\u672c\u548c\u5ef6\u8fdf\u3002<\/p>\n<p><strong>\u539f\u751f\u591a\u6a21\u6001\u4e0e\u65e9\u671f\u878d\u5408<\/strong><\/p>\n<p>\u4e0e\u4ee5\u5f80\u5148\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u518d\u9002\u914d\u89c6\u89c9\u80fd\u529b\u4e0d\u540c\uff0c Llama 4 \u88ab\u8bbe\u8ba1\u4e3a\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\u3002\u5b83\u91c7\u7528\u4e86\u201c\u65e9\u671f\u878d\u5408\u201d\uff08Early Fusion\uff09\u7b56\u7565\uff0c\u5728\u6a21\u578b\u9aa8\u5e72\u7f51\u7edc\u4e2d\u5c06\u6587\u672c\u548c\u89c6\u89c9 token \u65e0\u7f1d\u96c6\u6210\u3002\u8fd9\u610f\u5473\u7740\u6a21\u578b\u53ef\u4ee5\u5229\u7528\u5927\u91cf\u7684\u65e0\u6807\u7b7e\u6587\u672c\u3001\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\u8fdb\u884c\u8054\u5408\u9884\u8bad\u7ec3\u3002 Llama 4 \u8fd8\u6539\u8fdb\u4e86\u5176\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u8be5\u7f16\u7801\u5668\u57fa\u4e8e MetaCLIP \uff0c\u4f46\u4e0e\u4e00\u4e2a\u51bb\u7ed3\u7684 Llama \u6a21\u578b\u534f\u540c\u8bad\u7ec3\uff0c\u4ee5\u66f4\u597d\u5730\u9002\u5e94\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9700\u6c42\u3002\u6a21\u578b\u9884\u8bad\u7ec3\u6700\u591a\u53ef\u5904\u7406 48 \u5f20\u56fe\u50cf\u8f93\u5165\uff0c\u540e\u8bad\u7ec3\u6d4b\u8bd5\u4e2d\u5728\u6700\u591a 8 \u5f20\u56fe\u50cf\u8f93\u5165\u4e0b\u8868\u73b0\u826f\u597d\uff0c\u80fd\u591f\u5904\u7406\u591a\u56fe\u50cf\u8f93\u5165\u548c\u6587\u672c\u63d0\u793a\uff0c\u8fdb\u884c\u89c6\u89c9\u63a8\u7406\u548c\u7406\u89e3\u3002<\/p>\n<p><strong>\u7a81\u7834\u6027\u7684 1000 \u4e07 Token \u4e0a\u4e0b\u6587\u7a97\u53e3<\/strong><\/p>\n<p>Llama 4 Scout \u7684\u53e6\u4e00\u4e2a\u663e\u8457\u7279\u70b9\u662f\u5176\u9ad8\u8fbe 1000 \u4e07 token \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u8fd9\u5728\u4e1a\u754c\u5904\u4e8e\u9886\u5148\u5730\u4f4d\u3002\u5982\u6b64\u5de8\u5927\u7684\u4e0a\u4e0b\u6587\u5bb9\u91cf\uff0c\u4e3a\u5904\u7406\u8d85\u957f\u6587\u6863\u3001\u5206\u6790\u5927\u89c4\u6a21\u6570\u636e\u96c6\u6216\u8fdb\u884c\u9700\u8981\u957f\u671f\u8bb0\u5fc6\u7684\u5bf9\u8bdd\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u5bf9\u591a\u4efd\u5197\u957f\u62a5\u544a\u6216\u4e66\u7c4d\u8fdb\u884c\u6458\u8981\u548c\u95ee\u7b54\u3002<\/li>\n<li>\u5206\u6790\u5b8c\u6574\u7684\u4ee3\u7801\u5e93\u4ee5\u7406\u89e3\u4f9d\u8d56\u5173\u7cfb\u6216\u67e5\u627e\u9519\u8bef\u3002<\/li>\n<li>\u57fa\u4e8e\u7528\u6237\u6570\u5468\u751a\u81f3\u6570\u6708\u7684\u6d3b\u52a8\u8bb0\u5f55\u63d0\u4f9b\u6df1\u5ea6\u4e2a\u6027\u5316\u670d\u52a1\u3002<\/li>\n<li>\u5728\u6cd5\u5f8b\u6216\u533b\u5b66\u7b49\u9700\u8981\u5904\u7406\u5927\u91cf\u6587\u672c\u7684\u9886\u57df\u8fdb\u884c\u4fe1\u606f\u63d0\u53d6\u548c\u5206\u6790\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30012\" title=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/aebc96dfea1bfab.png\" alt=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-3\" width=\"2096\" height=\"929\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/aebc96dfea1bfab.png 2096w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/aebc96dfea1bfab-768x340.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/aebc96dfea1bfab-1536x681.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/aebc96dfea1bfab-2048x908.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/aebc96dfea1bfab-18x8.png 18w\" sizes=\"auto, (max-width: 2096px) 100vw, 2096px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30013\" title=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3c5f69986bca33b.png\" alt=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-4\" width=\"1920\" height=\"1137\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3c5f69986bca33b.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3c5f69986bca33b-768x455.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3c5f69986bca33b-1536x910.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3c5f69986bca33b-18x12.png 18w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" \/><\/p>\n<p>Meta \u5c06 Scout \u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u5f52\u529f\u4e8e\u5176\u521b\u65b0\u7684\u00a0<strong>iRoPE<\/strong>\u00a0\u67b6\u6784\u3002\u8be5\u67b6\u6784\u5728\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\u4e2d\u5747\u4f7f\u7528\u4e86 256K \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u5e76\u7ed3\u5408\u4e86\u4ea4\u9519\u6ce8\u610f\u529b\u5c42\uff08interleaved attention layers\uff0c\u4e0d\u542b\u4f4d\u7f6e\u5d4c\u5165\uff09\u548c\u63a8\u7406\u65f6\u6ce8\u610f\u529b\u6e29\u5ea6\u7f29\u653e\uff08inference time temperature scaling\uff09\u6280\u672f\u6765\u589e\u5f3a\u957f\u5ea6\u6cdb\u5316\u80fd\u529b\u3002\u201ci\u201d\u4ee3\u8868\u4ea4\u9519\uff08interleaved\uff09\uff0c\u201cRoPE\u201d\u6307\u65cb\u8f6c\u4f4d\u7f6e\u5d4c\u5165\uff08Rotary Position Embeddings\uff09\uff0c\u6697\u793a\u4e86\u5176\u652f\u6301\u201c\u65e0\u9650\u201d\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u957f\u8fdc\u76ee\u6807\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u8bad\u7ec3\u65b9\u6cd5\u4e0e\u6027\u80fd\u8868\u73b0<\/h2>\n<p>Llama 4 \u7684\u5f00\u53d1\u6d89\u53ca\u4e86\u8bad\u7ec3\u6d41\u7a0b\u7684\u8bf8\u591a\u6539\u8fdb\u3002<\/p>\n<p><strong>\u9884\u8bad\u7ec3\u9636\u6bb5\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u6570\u636e\u4e0e\u89c4\u6a21<\/strong>: \u8bad\u7ec3\u6570\u636e\u603b\u91cf\u8d85\u8fc7 30 \u4e07\u4ebf token\uff0c\u662f Llama 3 \u7684\u4e24\u500d\u591a\uff0c\u5305\u542b\u591a\u6837\u5316\u7684\u6587\u672c\u3001\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\u96c6\u3002\u652f\u6301 200 \u79cd\u8bed\u8a00\uff0c\u5176\u4e2d\u8d85\u8fc7 100 \u79cd\u8bed\u8a00\u7684\u8bad\u7ec3\u6570\u636e\u91cf\u8d85\u8fc7 10 \u4ebf token\u3002<\/li>\n<li><strong>\u6548\u7387\u4e0e\u7cbe\u5ea6<\/strong>: \u91c7\u7528 FP8 \u7cbe\u5ea6\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\uff08\u5728 32K GPU \u4e0a\u8bad\u7ec3 Behemoth \u65f6\u8fbe\u5230 390 TFLOPs\/GPU\uff09\uff0c\u540c\u65f6\u58f0\u79f0\u672a\u727a\u7272\u8d28\u91cf\u3002<\/li>\n<li><strong>\u8d85\u53c2\u6570\u4f18\u5316<\/strong>: \u5f00\u53d1\u4e86\u540d\u4e3a MetaP \u7684\u65b0\u6280\u672f\uff0c\u7528\u4e8e\u53ef\u9760\u5730\u8bbe\u7f6e\u5173\u952e\u8d85\u53c2\u6570\uff08\u5982\u6bcf\u5c42\u5b66\u4e60\u7387\u3001\u521d\u59cb\u5316\u5c3a\u5ea6\uff09\uff0c\u5e76\u53d1\u73b0\u8fd9\u4e9b\u53c2\u6570\u5728\u4e0d\u540c\u6279\u6b21\u5927\u5c0f\u3001\u6a21\u578b\u5bbd\u5ea6\u3001\u6df1\u5ea6\u548c\u8bad\u7ec3 token \u6570\u4e0b\u5177\u6709\u826f\u597d\u7684\u8fc1\u79fb\u6027\u3002<\/li>\n<li><strong>\u4e2d\u6bb5\u8bad\u7ec3 (Mid-training)<\/strong>: \u5728\u9884\u8bad\u7ec3\u540e\u5f15\u5165\u7279\u5b9a\u8bad\u7ec3\u65b9\u6cd5\u548c\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u6269\u5c55\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u548c\u63d0\u5347\u6838\u5fc3\u6027\u80fd\u3002<\/li>\n<\/ul>\n<p><strong>\u540e\u8bad\u7ec3\u9636\u6bb5\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u65b0\u6d41\u7a0b<\/strong>: \u91c7\u7528\u4e86\u8f7b\u91cf\u7ea7\u76d1\u7763\u5fae\u8c03 (SFT) -&gt; \u5728\u7ebf\u5f3a\u5316\u5b66\u4e60 (RL) -&gt; \u8f7b\u91cf\u7ea7\u76f4\u63a5\u504f\u597d\u4f18\u5316 (DPO) \u7684\u65b0\u6d41\u7a0b\u3002Meta \u53d1\u73b0\uff0c\u4f20\u7edf\u7684 SFT \u548c DPO \u53ef\u80fd\u4f1a\u8fc7\u5ea6\u7ea6\u675f\u6a21\u578b\uff0c\u9650\u5236 RL \u9636\u6bb5\u7684\u63a2\u7d22\uff0c\u5f71\u54cd\u63a8\u7406\u3001\u7f16\u7801\u548c\u6570\u5b66\u80fd\u529b\u3002<\/li>\n<li><strong>\u6570\u636e\u7b5b\u9009<\/strong>: \u901a\u8fc7\u4f7f\u7528 Llama \u6a21\u578b\u4f5c\u4e3a\u5224\u65ad\u5668\uff0c\u79fb\u9664\u4e86\u8d85\u8fc7 50% \u88ab\u6807\u8bb0\u4e3a\u201c\u7b80\u5355\u201d\u7684 SFT \u6570\u636e\uff0c\u4e13\u6ce8\u4e8e\u5728\u66f4\u96be\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8f7b\u91cf\u7ea7 SFT\u3002<\/li>\n<li><strong>\u5728\u7ebf\u5f3a\u5316\u5b66\u4e60<\/strong>: \u5728\u591a\u6a21\u6001\u5728\u7ebf RL \u9636\u6bb5\uff0c\u901a\u8fc7\u7cbe\u5fc3\u9009\u62e9\u66f4\u96be\u7684\u63d0\u793a\uff08prompts\uff09\uff0c\u5b9e\u73b0\u4e86\u6027\u80fd\u7684\u663e\u8457\u63d0\u5347\u3002\u91c7\u7528\u4e86\u6301\u7eed\u5728\u7ebf RL \u7b56\u7565\uff0c\u4ea4\u66ff\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u548c\u4f7f\u7528\u6a21\u578b\u8fc7\u6ee4\u6570\u636e\uff0c\u53ea\u4fdd\u7559\u4e2d\u7b49\u5230\u56f0\u96be\u7684\u63d0\u793a\uff0c\u4ece\u800c\u5728\u8ba1\u7b97\u548c\u51c6\u786e\u6027\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/li>\n<li><strong>\u8f7b\u91cf\u7ea7 DPO<\/strong>: \u6700\u540e\u8fdb\u884c\u8f7b\u91cf\u7ea7 DPO\uff0c\u5904\u7406\u4e0e\u6a21\u578b\u54cd\u5e94\u8d28\u91cf\u76f8\u5173\u7684\u8fb9\u754c\u60c5\u51b5\uff0c\u5e73\u8861\u6a21\u578b\u7684\u667a\u80fd\u548c\u5bf9\u8bdd\u80fd\u529b\u3002<\/li>\n<\/ul>\n<p><strong>\u6027\u80fd\u5bf9\u6bd4\uff1a<\/strong><br \/>\nMeta \u516c\u5e03\u7684\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff1a<\/p>\n<ul>\n<li><strong>Llama 4 Maverick<\/strong>: \u5728\u7f16\u7801\u3001\u63a8\u7406\u3001\u591a\u8bed\u8a00\u3001\u957f\u4e0a\u4e0b\u6587\u548c\u56fe\u50cf\u57fa\u51c6\u4e0a\u4f18\u4e8e GPT-4o \u548c Gemini 2.0 \u3002\u5728\u7f16\u7801\u548c\u63a8\u7406\u65b9\u9762\u4e0e\u53c2\u6570\u89c4\u6a21\u66f4\u5927\u7684 DeepSeek v3.1 \u76f8\u5f53\u3002<\/li>\n<li><strong>Llama 4 Scout<\/strong>: \u5728\u540c\u7c7b\u6a21\u578b\u4e2d\u8868\u73b0\u6700\u4f73\uff0c\u6027\u80fd\u5f3a\u4e8e Gemma 3, Gemini 2.0 Flash-Lite, Mistral 3.1 \uff0c\u4e14\u4f18\u4e8e\u6240\u6709\u524d\u4ee3 Llama \u6a21\u578b\u3002\u5728\u56fe\u50cf\u5b9a\u4f4d\uff08image grounding\uff09\u80fd\u529b\u4e0a\u8868\u73b0\u7a81\u51fa\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30015\" title=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/1681894a574dc6c.png\" alt=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-5\" width=\"1920\" height=\"1638\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/1681894a574dc6c.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/1681894a574dc6c-768x655.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/1681894a574dc6c-1536x1310.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/1681894a574dc6c-14x12.png 14w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30016\" title=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/ca85b6e1dcf8556.png\" alt=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-6\" width=\"1920\" height=\"1359\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/ca85b6e1dcf8556.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/ca85b6e1dcf8556-768x544.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/ca85b6e1dcf8556-1536x1087.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/ca85b6e1dcf8556-18x12.png 18w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u901a\u5e38\u5728\u7279\u5b9a\u6761\u4ef6\u4e0b\u83b7\u5f97\uff0c\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u8868\u73b0\u53ef\u80fd\u6709\u6240\u4e0d\u540c\u3002\u4f46\u8fd9\u4e9b\u6570\u636e\u81f3\u5c11\u8868\u660e Llama 4 \u5728\u591a\u4e2a\u7ef4\u5ea6\u4e0a\u5177\u5907\u4e86\u4e0e\u4e1a\u754c\u9886\u5148\u6a21\u578b\u7ade\u4e89\u7684\u6f5c\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>Behemoth\uff1a2 \u4e07\u4ebf\u53c2\u6570\u7684\u201c\u6559\u5e08\u201d\u4e0e\u8bad\u7ec3\u6311\u6218<\/h2>\n<p>Llama 4 Behemoth \u7684\u5b58\u5728\uff0c\u4e0d\u4ec5\u662f\u4e3a\u4e86\u5c55\u793a Meta \u8bad\u7ec3\u8d85\u5927\u89c4\u6a21\u6a21\u578b\u7684\u80fd\u529b\uff0c\u66f4\u5173\u952e\u7684\u662f\u5b83\u5728 Llama 4 \u5f00\u53d1\u4e2d\u626e\u6f14\u4e86\u201c\u6559\u5e08\u201d\u7684\u89d2\u8272\u3002\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\uff08codistillation\uff09\uff0c Behemoth \u5c06\u5176\u5728\u6570\u5b66\u3001\u591a\u8bed\u8a00\u548c\u56fe\u50cf\u7406\u89e3\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\u8fc1\u79fb\u5230\u89c4\u6a21\u66f4\u5c0f\u7684 Maverick \u6a21\u578b\u4e0a\u3002Meta \u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u7684\u84b8\u998f\u635f\u5931\u51fd\u6570\uff0c\u53ef\u4ee5\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u52a8\u6001\u8c03\u6574\u8f6f\u76ee\u6807\uff08\u6765\u81ea\u6559\u5e08\u6a21\u578b\u7684\u6982\u7387\u5206\u5e03\uff09\u548c\u786c\u76ee\u6807\uff08\u771f\u5b9e\u6807\u7b7e\uff09\u7684\u6743\u91cd\u3002\u8fd9\u79cd\u5728\u9884\u8bad\u7ec3\u671f\u95f4\u8fdb\u884c\u7684\u534f\u540c\u84b8\u998f\uff0c\u644a\u9500\u4e86\u4e3a\u5b66\u751f\u6a21\u578b\u8ba1\u7b97\u84b8\u998f\u76ee\u6807\u6240\u9700\u7684\u5927\u91cf\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30017\" title=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/8955eb688a006b6.png\" alt=\"Llama 4 \u7cfb\u5217\u767b\u573a\uff1a\u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u65b0\u8d77\u70b9\uff1f-7\" width=\"1920\" height=\"1016\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/8955eb688a006b6.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/8955eb688a006b6-768x406.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/8955eb688a006b6-1536x813.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/8955eb688a006b6-18x10.png 18w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>\u8bad\u7ec3\u4e00\u4e2a 2 \u4e07\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u672c\u8eab\u5c31\u662f\u4e00\u9879\u5de8\u5927\u7684\u5de5\u7a0b\u6311\u6218\u3002Meta \u62ab\u9732\u4e86\u4e00\u4e9b\u540e\u8bad\u7ec3\u9636\u6bb5\u7684\u7ecf\u9a8c\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u526a\u679d<\/strong>: \u4e3a\u4e86\u6700\u5927\u5316\u6027\u80fd\uff0c\u9700\u8981\u6bd4\u5c0f\u6a21\u578b\u66f4\u6fc0\u8fdb\u5730\u4fee\u526a SFT \u6570\u636e\uff0c\u6bd4\u4f8b\u9ad8\u8fbe 95%\uff0c\u4ee5\u4e13\u6ce8\u4e8e\u9ad8\u8d28\u91cf\u548c\u9ad8\u96be\u5ea6\u7684\u6570\u636e\u3002<\/li>\n<li><strong>\u5f3a\u5316\u5b66\u4e60<\/strong>: \u8f7b\u91cf\u7ea7 SFT \u540e\u8fdb\u884c\u5927\u89c4\u6a21 RL \u5bf9\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u548c\u7f16\u7801\u80fd\u529b\u5c24\u4e3a\u91cd\u8981\u3002RL \u7b56\u7565\u4fa7\u91cd\u4e8e\u901a\u8fc7 pass@k \u5206\u6790\u9009\u62e9\u56f0\u96be\u63d0\u793a\uff0c\u5e76\u6784\u5efa\u96be\u5ea6\u9012\u589e\u7684\u8bad\u7ec3\u8bfe\u7a0b\u3002\u52a8\u6001\u8fc7\u6ee4\u6389\u96f6\u4f18\u52bf\uff08zero advantage\uff09\u7684\u63d0\u793a\uff0c\u5e76\u5c06\u6765\u81ea\u4e0d\u540c\u80fd\u529b\u7ef4\u5ea6\u7684\u63d0\u793a\u6df7\u5408\u5230\u8bad\u7ec3\u6279\u6b21\u4e2d\uff0c\u5bf9\u63d0\u5347\u6570\u5b66\u3001\u63a8\u7406\u548c\u7f16\u7801\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li><strong>\u6307\u4ee4\u9075\u5faa<\/strong>: \u91c7\u6837\u591a\u6837\u5316\u7684\u7cfb\u7edf\u6307\u4ee4\uff08system instructions\uff09\u5bf9\u4e8e\u786e\u4fdd\u6a21\u578b\u5728\u63a8\u7406\u548c\u7f16\u7801\u4efb\u52a1\u4e2d\u4fdd\u6301\u826f\u597d\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li><strong>\u57fa\u7840\u8bbe\u65bd<\/strong>: \u9488\u5bf9 MoE \u67b6\u6784\u548c\u8d85\u5927\u89c4\u6a21\uff0cMeta \u4f18\u5316\u4e86\u5e76\u884c\u5316\u8bbe\u8ba1\uff0c\u5e76\u5f00\u53d1\u4e86\u4e00\u4e2a\u5b8c\u5168\u5f02\u6b65\u7684\u5728\u7ebf RL \u8bad\u7ec3\u6846\u67b6\u3002\u8be5\u6846\u67b6\u5141\u8bb8\u5c06\u4e0d\u540c\u6a21\u578b\u7075\u6d3b\u5206\u914d\u5230\u4e0d\u540c GPU \u4e0a\uff0c\u6839\u636e\u8ba1\u7b97\u901f\u5ea6\u5e73\u8861\u8d44\u6e90\uff0c\u636e\u79f0\u8bad\u7ec3\u6548\u7387\u6bd4\u4e0a\u4e00\u4ee3\u63d0\u5347\u4e86\u7ea6 10 \u500d\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5b89\u5168\u9632\u62a4\u4e0e\u504f\u89c1\u7f13\u89e3<\/h2>\n<p>\u4e0e\u6240\u6709\u5927\u578b\u6a21\u578b\u5f00\u53d1\u8005\u4e00\u6837\uff0cMeta \u5f3a\u8c03\u4e86\u5176\u5728 Llama 4 \u5f00\u53d1\u4e2d\u5bf9\u5b89\u5168\u548c\u8d1f\u8d23\u4efb AI \u7684\u91cd\u89c6\u3002\u5176\u65b9\u6cd5\u6db5\u76d6\u4e86\u6a21\u578b\u5f00\u53d1\u7684\u5168\u751f\u547d\u5468\u671f\uff1a<\/p>\n<ul>\n<li><strong>\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\u7f13\u89e3<\/strong>: \u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u6570\u636e\u8fc7\u6ee4\u7b49\u63aa\u65bd\uff1b\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\u5e94\u7528\u591a\u79cd\u6280\u672f\uff0c\u5305\u62ec\u5728\u5404\u9636\u6bb5\u6ce8\u5165\u9002\u91cf\u7684\u5b89\u5168\u6570\u636e\uff0c\u4f7f\u6a21\u578b\u7b26\u5408\u4f7f\u7528\u7b56\u7565\u3002<\/li>\n<li><strong>\u7cfb\u7edf\u7ea7\u5de5\u5177<\/strong>: Meta \u5f00\u6e90\u4e86\u4e00\u7cfb\u5217\u5b89\u5168\u5de5\u5177\uff0c\u4f9b\u5f00\u53d1\u8005\u96c6\u6210\uff1a\n<ul>\n<li><strong>Llama Guard<\/strong>: \u57fa\u4e8e MLCommons \u7684\u98ce\u9669\u5206\u7c7b\u6cd5\u5f00\u53d1\u7684\u8f93\u5165\/\u8f93\u51fa\u5b89\u5168\u68c0\u6d4b\u6a21\u578b\u3002<\/li>\n<li><strong>Prompt Guard<\/strong>: \u7528\u4e8e\u68c0\u6d4b\u6076\u610f\u63d0\u793a\uff08\u5982\u8d8a\u72f1\u653b\u51fb\uff09\u548c\u6ce8\u5165\u653b\u51fb\u7684\u5206\u7c7b\u5668\u6a21\u578b\u3002<\/li>\n<li><strong>CyberSecEval<\/strong>: \u7528\u4e8e\u8bc4\u4f30\u548c\u964d\u4f4e\u751f\u6210\u5f0f AI \u7f51\u7edc\u5b89\u5168\u98ce\u9669\u7684\u8bc4\u4f30\u5de5\u5177\u3002<br \/>\nMeta \u5f3a\u8c03\u8fd9\u4e9b\u5de5\u5177\u7684\u53ef\u5b9a\u5236\u6027\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u6839\u636e\u81ea\u8eab\u9700\u6c42\u8c03\u6574\u5b89\u5168\u7b56\u7565\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8bc4\u4f30\u4e0e\u7ea2\u961f\u6d4b\u8bd5<\/strong>: \u8fdb\u884c\u7cfb\u7edf\u7684\u6a21\u578b\u6d4b\u8bd5\uff0c\u5e76\u91c7\u7528\u81ea\u52a8\u5316\u548c\u624b\u52a8\u5bf9\u6297\u6027\u63a2\u6d4b\u3002\u5f00\u53d1\u4e86\u540d\u4e3a\u00a0<strong>GOAT (Generative Offensive Agent Testing)<\/strong>\u00a0\u7684\u65b0\u65b9\u6cd5\uff0c\u901a\u8fc7\u6a21\u62df\u4e2d\u7b49\u6280\u80fd\u653b\u51fb\u8005\u7684\u591a\u8f6e\u4ea4\u4e92\u6765\u63d0\u9ad8\u6d4b\u8bd5\u8986\u76d6\u7387\u548c\u6548\u7387\uff0c\u4f7f\u4eba\u7c7b\u7ea2\u961f\u4e13\u5bb6\u80fd\u4e13\u6ce8\u4e8e\u66f4\u524d\u6cbf\u7684\u98ce\u9669\u9886\u57df\u3002<\/li>\n<\/ul>\n<p><strong>\u89e3\u51b3\u504f\u89c1\u95ee\u9898<\/strong><\/p>\n<p>Meta \u627f\u8ba4\u5927\u578b\u8bed\u8a00\u6a21\u578b\u666e\u904d\u5b58\u5728\u7684\u504f\u89c1\u95ee\u9898\uff0c\u7279\u522b\u662f\u5386\u53f2\u4e0a\u5728\u6709\u4e89\u8bae\u7684\u653f\u6cbb\u548c\u793e\u4f1a\u8bae\u9898\u4e0a\u503e\u5411\u4e8e\u67d0\u4e9b\u7acb\u573a\uff0c\u8fd9\u90e8\u5206\u6e90\u4e8e\u4e92\u8054\u7f51\u8bad\u7ec3\u6570\u636e\u7684\u56fa\u6709\u504f\u89c1\u3002 Llama 4 \u7684\u76ee\u6807\u662f\u6d88\u9664\u6a21\u578b\u504f\u89c1\uff0c\u4f7f\u5176\u80fd\u591f\u7406\u89e3\u548c\u9610\u8ff0\u4e89\u8bae\u95ee\u9898\u7684\u4e0d\u540c\u4fa7\u9762\uff0c\u800c\u4e0d\u5e26\u504f\u89c1\u6216\u8bc4\u5224\u3002<\/p>\n<p>Meta \u58f0\u79f0 Llama 4 \u5728\u8fd9\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u6b65\uff0c\u8868\u73b0\u4f18\u4e8e Llama 3 \uff0c\u5e76\u4e0e <a href=\"https:\/\/www.kdjingpai.com\/pt\/grok\/\">Grok<\/a> \u76f8\u5f53\uff1a<\/p>\n<ul>\n<li>\u5728\u6709\u4e89\u8bae\u7684\u653f\u6cbb\u548c\u793e\u4f1a\u8bae\u9898\u4e0a\uff0c\u62d2\u7edd\u56de\u7b54\u7684\u6bd4\u4f8b\u4ece Llama 3.3 \u7684 7% \u964d\u81f3 2% \u4ee5\u4e0b\u3002<\/li>\n<li>\u5728\u62d2\u7edd\u56de\u7b54\u7684\u63d0\u793a\u4e2d\uff0c\u8868\u73b0\u51fa\u4e0d\u5e73\u7b49\uff08\u504f\u5411\u6027\uff09\u62d2\u7edd\u7684\u6bd4\u4f8b\u4f4e\u4e8e 1%\u3002<\/li>\n<li>\u5728\u4e00\u7ec4\u6709\u4e89\u8bae\u7684\u653f\u6cbb\u6216\u793e\u4f1a\u8bae\u9898\u4e0a\uff0c Llama 4 \u8868\u73b0\u51fa\u5f3a\u70c8\u653f\u6cbb\u503e\u5411\u7684\u56de\u5e94\u9891\u7387\u4e0e Grok \u76f8\u5f53\uff0c\u7ea6\u4e3a Llama 3.3 \u7684\u4e00\u534a\u3002<br \/>\nMeta \u8868\u793a\u5c06\u7ee7\u7eed\u52aa\u529b\u964d\u4f4e\u6a21\u578b\u7684\u504f\u89c1\u7387\u3002<\/li>\n<li><\/li>\n<\/ul>\n<h2>\u5f00\u653e\u6027\u3001\u53ef\u7528\u6027\u4e0e\u751f\u6001\u7cfb\u7edf<\/h2>\n<p>Llama 4 Scout \u548c Llama 4 Maverick \u73b0\u5df2\u5728\u00a0llama.com\u00a0\u548c\u00a0Hugging Face\u00a0\u4e0a\u63d0\u4f9b\u4e0b\u8f7d\uff0c\u5e76\u5c06\u9646\u7eed\u767b\u9646\u5404\u5927\u4e91\u5e73\u53f0\u3001\u6570\u636e\u5e73\u53f0\u548c\u8fb9\u7f18\u8ba1\u7b97\u5408\u4f5c\u4f19\u4f34\u3002\u7528\u6237\u4e5f\u53ef\u4ee5\u901a\u8fc7 WhatsApp, Messenger, Instagram Direct \u4ee5\u53ca\u00a0Meta.AI\u00a0\u7f51\u7ad9\u4f53\u9a8c\u7531 Llama 4 \u9a71\u52a8\u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/meta-ai\/\">Meta AI<\/a> \u3002<\/p>\n<p>Meta 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