{"id":39990,"date":"2025-04-09T01:02:45","date_gmt":"2025-04-08T17:02:45","guid":{"rendered":"https:\/\/17aitech.com\/?p=39990"},"modified":"2025-04-09T01:02:45","modified_gmt":"2025-04-08T17:02:45","slug":"llama-4%e5%9c%a8%e6%b5%8b%e8%af%95%e9%9b%86%e4%b8%8a%e8%ae%ad%e7%bb%83%ef%bc%9f%e5%86%85%e9%83%a8%e5%91%98%e5%b7%a5%e3%80%81%e5%ae%98%e6%96%b9%e4%b8%8b%e5%9c%ba%e6%be%84%e6%b8%85%ef%bc%8clecun","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39990","title":{"rendered":"Llama 4\u5728\u6d4b\u8bd5\u96c6\u4e0a\u8bad\u7ec3\uff1f\u5185\u90e8\u5458\u5de5\u3001\u5b98\u65b9\u4e0b\u573a\u6f84\u6e05\uff0cLeCun\u8f6c\u53d1"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Llama 4\u5728\u6d4b\u8bd5\u96c6\u4e0a\u8bad\u7ec3\uff1f\u5185\u90e8\u5458\u5de5\u3001\u5b98\u65b9\u4e0b\u573a\u6f84\u6e05\uff0cLeCun\u8f6c\u53d1<\/a><\/p>\n

\n

\u5927\u5bb6\u7fd8\u9996\u4ee5\u76fc\u7684 Llama 4\uff0c\u7528\u8d77\u6765\u4e3a\u4ec0\u4e48\u90a3\u4e48\u62c9\u8de8\uff1f<\/p>\n<\/blockquote>\n

Llama 4 \u8fd9\u4e48\u5927\u7684\u8282\u594f\uff0cMeta \u7ec8\u4e8e\u7ef7\u4e0d\u4f4f\u4e86\u3002<\/p>\n

\u672c\u5468\u4e8c\u51cc\u6668\uff0cMeta Gen AI \u56e2\u961f\u8d1f\u8d23\u4eba\u53d1\u8868\u4e86\u4e00\u4efd\u6f84\u6e05\u8bf4\u660e\uff08\u9488\u5bf9\u5916\u754c\u8d28\u7591\u300c\u5728\u6d4b\u8bd5\u96c6\u4e0a\u8bad\u7ec3\u300d\u7b49\u95ee\u9898\uff09\uff0c\u5927\u4f6c Yann LeCun \u4e5f\u8fdb\u884c\u4e86\u8f6c\u53d1\u3002<\/p>\n

<\/a><\/section>\n
\n

\u5f88\u9ad8\u5174\u80fd\u8ba9\u5927\u5bb6\u7528\u4e0a Llama 4\uff0c\u6211\u4eec\u5df2\u7ecf\u542c\u8bf4\u4eba\u4eec\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\u53d6\u5f97\u4e86\u5f88\u591a\u51fa\u8272\u7684\u6210\u679c\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u6211\u4eec\u4e5f\u542c\u5230\u4e00\u4e9b\u5173\u4e8e\u4e0d\u540c\u670d\u52a1\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\u7684\u62a5\u544a\u3002\u7531\u4e8e\u6211\u4eec\u5728\u6a21\u578b\u51c6\u5907\u5c31\u7eea\u540e\u5c31\u63a8\u51fa\u4e86\u5b83\u4eec\uff0c\u56e0\u6b64\u6211\u4eec\u9884\u8ba1\u6240\u6709\u516c\u5f00\u90e8\u7f72\u90fd\u9700\u8981\u51e0\u5929\u65f6\u95f4\u624d\u80fd\u5b8c\u6210\u3002\u6211\u4eec\u5c06\u7ee7\u7eed\u52aa\u529b\u4fee\u590d\u9519\u8bef\u5e76\u5438\u5f15\u5408\u4f5c\u4f19\u4f34\u3002<\/p>\n

\u6211\u4eec\u8fd8\u542c\u8bf4\u6709\u4eba\u58f0\u79f0 Llama 4 \u5728\u6d4b\u8bd5\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u8fd9\u6839\u672c\u4e0d\u662f\u4e8b\u5b9e\uff0c\u6211\u4eec\u6c38\u8fdc\u4e0d\u4f1a\u8fd9\u6837\u505a\u3002\u6211\u4eec\u613f\u610f\u7406\u89e3\u4e3a\uff1a\u4eba\u4eec\u770b\u5230\u7684\u4e0d\u7a33\u5b9a\u662f\u7531\u4e8e\u9700\u8981\u7a33\u5b9a\u90e8\u7f72\u3002\u76f8\u4fe1 Llama 4 \u6a21\u578b\u662f\u4e00\u9879\u91cd\u5927\u8fdb\u6b65\uff0c\u671f\u5f85\u4e0e\u793e\u533a\u7684\u6301\u7eed\u5408\u4f5c\u4ee5\u91ca\u653e\u5b83\u4eec\u7684\u4ef7\u503c\u3002<\/p>\n<\/blockquote>\n

\u5f53\u524d Llama 4 \u6027\u80fd\u4e0d\u4f73\u662f\u88ab\u90e8\u7f72\u7b56\u7565\u7ed9\u62d6\u7d2f\u4e86\u5417\uff1f<\/p>\n

\u6743\u5a01\u7684\u5927\u6a21\u578b\u57fa\u51c6\u5e73\u53f0 LMArena \u4e5f\u7ad9\u51fa\u6765\u53d1\u5e03\u4e86\u4e00\u4e9b Llama 4 \u7684\u5bf9\u8bdd\u7ed3\u679c\uff0c\u5e0c\u671b\u90e8\u5206\u89e3\u7b54\u4eba\u4eec\u7684\u7591\u60d1\u3002<\/p>\n

<\/a><\/section>\n

\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/spaces\/lmarena-ai\/Llama-4-Maverick-03-26-Experimental_battles<\/p>\n

\u53ef\u4ee5\u770b\u5230\uff0c\u5176\u4e2d\u5f88\u591a\u540c\u95ee\u9898\u7684\u56de\u7b54\u4e0a\uff0c\u4e0d\u8bba\u662f\u8ddf\u54ea\u5bb6\u5927\u6a21\u578b\u6bd4\uff0cLlama 4 \u7684\u6548\u679c\u90fd\u662f\u66f4\u597d\u7684\u3002<\/p>\n

\u4f46\u8fd9\u7a76\u7adf\u662f\u6a21\u578b\u771f\u7684\u597d\uff0c\u8fd8\u662f Meta \u4e3a\u4e86\u62ef\u6551\u53e3\u7891\u800c\u8fdb\u884c\u7684\u4e00\u7cfb\u5217\u516c\u5173\u6d3b\u52a8\uff1f\u6211\u4eec\u9700\u8981\u4e00\u8d77\u6765\u68b3\u7406\u4e00\u4e0b\u8fd9\u4e00\u4e8b\u4ef6\u7684\u53d1\u5c55\u8109\u7edc\u3002<\/p>\n

Llama 4\uff1a\u4e70\u5bb6\u79c0 vs. \u5356\u5bb6\u79c0<\/strong><\/p>\n

Llama 4 \u662f Meta \u5728 4 \u6708 6 \u65e5\u53d1\u5e03\u7684\u6a21\u578b\uff0c\u5206\u4e3a Llama 4 Scout\u3001Llama 4 Maverick \u548c Llama 4 Behemoth \u8fd9\u51e0\u4e2a\u7248\u672c\u3002Meta \u5b98\u65b9\u5ba3\u79f0\u65b0\u6a21\u578b\u53ef\u4ee5\u5b9e\u73b0\u65e0\u4e0e\u4f26\u6bd4\u7684\u9ad8\u667a\u5546\u548c\u6548\u7387\u3002<\/p>\n

<\/a><\/section>\n

\u5728\u5927\u6a21\u578b\u7ade\u6280\u573a\uff08Arena\uff09\uff0cLlama 4 Maverick \u7684\u603b\u6392\u540d\u7b2c\u4e8c\uff0c\u6210\u4e3a\u7b2c\u56db\u4e2a\u7a81\u7834 1400 \u5206\u7684\u5927\u6a21\u578b\u3002\u5176\u4e2d\u5f00\u653e\u6a21\u578b\u6392\u540d\u7b2c\u4e00\uff0c\u8d85\u8d8a\u4e86 DeepSeek\uff1b\u5728\u56f0\u96be\u63d0\u793a\u8bcd\u3001\u7f16\u7a0b\u3001\u6570\u5b66\u3001\u521b\u610f\u5199\u4f5c\u7b49\u4efb\u52a1\u4e2d\u6392\u540d\u5747\u4e3a\u7b2c\u4e00\uff1b\u5927\u5e45\u8d85\u8d8a\u4e86\u81ea\u5bb6 Llama 3 405B\uff0c\u5f97\u5206\u4ece 1268 \u63d0\u5347\u5230\u4e86 1417\uff1b\u98ce\u683c\u63a7\u5236\u6392\u540d\u7b2c\u4e94\u3002<\/p>\n

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<\/a><\/section>\n

\u8fd9\u6837\u7684\u6210\u7ee9\u8ba9\u5f00\u6e90\u793e\u533a\u4ee5\u4e3a\u53c8\u8fce\u6765\u4e00\u4e2a\u65b0\u738b\uff0c\u4e8e\u662f\u7eb7\u7eb7\u4e0b\u8f7d\u5c1d\u8bd5\u3002\u4f46\u6ca1\u60f3\u5230\u7684\u662f\uff0c\u8fd9\u4e2a\u6a21\u578b\u5e76\u6ca1\u6709\u60f3\u8c61\u4e2d\u597d\u7528\u3002\u6bd4\u5982\u7f51\u53cb @deedydas \u53d1\u5e16\u79f0\uff0cLlama 4 Scout\uff08109B\uff09\u548c Maverick\uff08402B\uff09\u5728 Kscores \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4e0d\u4f73\uff0c\u4e0d\u5982 GPT-4o\u3001Gemini Flash\u3001Grok 3\u3001DeepSeek V3 \u4ee5\u53ca Sonnet 3.5\/7 \u7b49\u6a21\u578b\u3002\u800c Kscores \u57fa\u51c6\u6d4b\u8bd5\u4e13\u6ce8\u4e8e\u7f16\u7a0b\u4efb\u52a1\uff0c\u4f8b\u5982\u4ee3\u7801\u751f\u6210\u548c\u4ee3\u7801\u8865\u5168\u3002<\/p>\n

\u53e6\u5916\u8fd8\u6709\u7f51\u53cb\u6307\u51fa\uff0cLlama 4 \u7684 OCR\u3001\u524d\u7aef\u5f00\u53d1\u3001\u62bd\u8c61\u63a8\u7406\u3001\u521b\u610f\u5199\u4f5c\u7b49\u95ee\u9898\u4e0a\u7684\u8868\u73b0\u80fd\u529b\u4e5f\u4ee4\u4eba\u5931\u671b\u3002\uff08\u53c2\u89c1\u300aMeta Llama 4 \u88ab\u7591\u8003\u8bd5\u300c\u4f5c\u5f0a\u300d\uff1a\u5728\u7ade\u6280\u573a\u5237\u9ad8\u5206\uff0c\u4f46\u5b9e\u6218\u4e2d\u9891\u9891\u7ffb\u8f66<\/a>\u300b\uff09<\/p>\n

\u4e8e\u662f\u5c31\u6709\u4eba\u8d28\u7591\uff0c\u6a21\u578b\u80fd\u529b\u8fd9\u4e48\u62c9\u8de8\uff0c\u53d1\u5e03\u65f6\u6652\u7684\u90a3\u4e9b\u8bc4\u5206\u662f\u600e\u4e48\u6765\u7684\uff1f<\/p>\n

\u5185\u90e8\u5458\u5de5\u7206\u6599 \u00a0Meta \u5de5\u7a0b\u5e08\u539f\u8d34\u5bf9\u7ebf<\/strong><\/p>\n

\u5728\u5173\u4e8e\u8be5\u6a21\u578b\u8868\u73b0\u53cd\u5dee\u7684\u731c\u6d4b\u4e2d\uff0c\u300c\u628a\u6d4b\u8bd5\u96c6\u6df7\u5165\u8bad\u7ec3\u6570\u636e\u300d\u662f\u6700\u53d7\u5173\u6ce8\u7684\u4e00\u4e2a\u65b9\u5411\u3002<\/p>\n

\u5728\u7559\u5b66\u8bba\u575b\u300c\u4e00\u4ea9\u4e09\u5206\u5730\u300d\u4e0a\uff0c\u4e00\u4f4d\u804c\u573a\u4eba\u58eb\u53d1\u5e16\u79f0\uff0c\u7531\u4e8e Llama 4 \u6a21\u578b\u59cb\u7ec8\u672a\u8fbe\u9884\u671f\uff0c\u300c\u516c\u53f8\u9886\u5bfc\u5c42\u5efa\u8bae\u5c06\u5404\u4e2a benchmark \u7684\u6d4b\u8bd5\u96c6\u6df7\u5408\u5728 post-training \u8fc7\u7a0b\u4e2d\u300d\uff0cta \u56e0\u65e0\u6cd5\u63a5\u53d7\u8fd9\u79cd\u505a\u6cd5\u800c\u8f9e\u804c\uff0c\u5e76\u6307\u51fa\u300cMeta \u7684 VP of AI \u4e5f\u662f\u56e0\u4e3a\u8fd9\u4e2a\u539f\u56e0\u8f9e\u804c\u7684\u300d\uff08\u6307\u7684\u662f\u5728\u4e0a\u5468\u5ba3\u5e03\u79bb\u804c\u7684 Meta AI \u7814\u7a76\u526f\u603b\u88c1 Joelle Pineau\uff09\u3002<\/p>\n

<\/a><\/section>\n

\u7531\u4e8e\u53d1\u5e16\u8005\u6ca1\u6709\u5b9e\u540d\u8ba4\u8bc1\u4fe1\u606f\uff0c\u6211\u4eec\u65e0\u6cd5\u786e\u8ba4\u8fd9\u4e00\u5e16\u5b50\u7684\u53ef\u9760\u6027\uff0c\u76f8\u5173\u4fe1\u606f\u4e5f\u7f3a\u4e4f\u5b98\u65b9\u8bc1\u5b9e\u548c\u5177\u4f53\u8bc1\u636e\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u5728\u8be5\u8d34\u7684\u8bc4\u8bba\u533a\uff0c\u6709\u51e0\u4f4d Meta \u5458\u5de5\u53cd\u9a73\u4e86\u697c\u4e3b\u7684\u8bf4\u6cd5\uff0c\u79f0\u300c\u5e76\u6ca1\u6709\u8fd9\u79cd\u60c5\u51b5\u300d\uff0c\u300c\u4e3a\u4e86\u5237\u70b9\u800c overfit \u6d4b\u8bd5\u96c6\u6211\u4eec\u4ece\u6765\u6ca1\u6709\u505a\u8fc7\u300d\u3002<\/p>\n

<\/a><\/section>\n
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\u5176\u4e2d\u4e00\u4f4d\u8fd8\u8d34\u51fa\u4e86\u81ea\u5df1\u7684\u771f\u540d \u2014\u2014\u300cLicheng Yu\u300d\u3002\u9886\u82f1\u8d44\u6599\u663e\u793a\uff0cLicheng Yu \u662f Facebook AI \u7684\u7814\u7a76\u79d1\u5b66\u5bb6\u4e3b\u7ba1\uff0c\u5df2\u7ecf\u5728 Meta \u5168\u804c\u5de5\u4f5c\u4e86\u4e94\u5e74\u591a\uff0c\u5176\u5de5\u4f5c\u5185\u5bb9\u5305\u62ec\u652f\u6301 Llama 4 \u7684\u540e\u8bad\u7ec3 RL\u3002<\/p>\n

\u5982\u524d\u6587\u6240\u8bc9\uff0cMeta Gen AI \u56e2\u961f\u8d1f\u8d23\u4eba\u4e5f\u53d1\u63a8\u53cd\u9a73\u4e86\u7528\u6d4b\u8bd5\u6570\u636e\u8bad\u7ec3\u6a21\u578b\u7684\u8bf4\u6cd5\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u6709\u4e9b\u6d4b\u8bd5\u8005\u53d1\u73b0\u4e86\u4e00\u4e9b\u6709\u610f\u601d\u7684\u73b0\u8c61\u3002\u6bd4\u5982\u666e\u6797\u65af\u987f\u5927\u5b66\u535a\u58eb\u751f\u9ec4\u51ef\u65cb\u6307\u51fa\uff0cLlama 4 Scout \u5728 MATH-Perturb \u4e0a\u7684\u5f97\u5206\u300c\u72ec\u6811\u4e00\u5e1c\u300d\uff0cOriginal \u548c MATH-P-Simple \u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u5dee\u8ddd\u975e\u5e38\u5927\uff08\u4e24\u4e2a\u6570\u636e\u96c6\u672c\u8eab\u975e\u5e38\u76f8\u4f3c\uff0c\u540e\u8005\u53ea\u5728\u524d\u8005\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u4e86\u8f7b\u5fae\u6270\u52a8\uff09\uff0c\u8fd9\u70b9\u5f88\u4ee4\u4eba\u60ca\u8bb6\u3002<\/p>\n

<\/a><\/section>\n

\u8fd9\u662f\u6ca1\u6709\u505a\u597d\u6570\u636e\u589e\u5f3a\u7684\u95ee\u9898\u5417\uff1f\u6216\u8bb8\u4e5f\u53ef\u4ee5\u8ba4\u4e3a\u4ed6\u4eec\u7684\u6a21\u578b\u4e3a\u4e86\u6807\u51c6\u6d4b\u8bd5\u505a\u4e86\u300c\u8fc7\u5ea6\u300d\u4f18\u5316\uff1f<\/p>\n

\u867d\u7136\u5728\u6570\u5b66\u65b9\u9762\uff0c\u8fd9\u4e2a\u95ee\u9898\u8fd8\u6ca1\u6709\u7b54\u6848\u3002\u4e0d\u8fc7\uff0c\u5728\u5bf9\u8bdd\u65b9\u9762\uff0cMeta \u7684\u786e\u6307\u51fa\u4ed6\u4eec\u9488\u5bf9\u5bf9\u8bdd\u505a\u4e86\u4f18\u5316\u3002\u4ed6\u4eec\u5728\u516c\u544a\u4e2d\u63d0\u5230\uff0c\u5927\u6a21\u578b\u7ade\u6280\u573a\u4e0a\u7684 Maverick \u662f\u300c\u5b9e\u9a8c\u6027\u804a\u5929\u7248\u672c\u300d\uff0c\u4e0e\u6b64\u540c\u65f6\u5b98\u65b9 Llama \u7f51\u7ad9\u4e0a\u7684\u56fe\u8868\u4e5f\u900f\u9732\uff0c\u8be5\u6d4b\u8bd5\u4f7f\u7528\u4e86\u300c\u9488\u5bf9\u5bf9\u8bdd\u4f18\u5316\u7684 Llama 4 Maverick\u300d\u3002<\/p>\n

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\u9488\u5bf9\u8fd9\u4e2a\u7248\u672c\u95ee\u9898\uff0c\u5927\u6a21\u578b\u7ade\u6280\u573a\u5b98\u65b9\u8d26\u53f7\u4e5f\u7ed9\u51fa\u4e86\u56de\u5e94\uff0c\u79f0 Meta \u7684\u505a\u6cd5\u662f\u5bf9\u5e73\u53f0\u653f\u7b56\u7684\u8bef\u8bfb\uff0c\u5e94\u8be5\u66f4\u6e05\u695a\u5730\u8bf4\u660e\u4ed6\u4eec\u7684\u6a21\u578b\u662f\u5b9a\u5236\u6a21\u578b\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u5c06 Meta \u5728 HuggingFace \u4e0a\u53d1\u5e03\u7684\u7248\u672c\u6dfb\u52a0\u5230\u4e86\u7ade\u6280\u573a\u8fdb\u884c\u91cd\u65b0\u6d4b\u8bd5\uff0c\u7ed3\u679c\u6709\u5f85\u516c\u5e03\u3002<\/p>\n

\u5927\u6a21\u578b\u7ade\u6280\u573a\u516c\u5e03\u5bf9\u6218\u6570\u636e<\/strong><\/p>\n

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<\/a><\/section>\n

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