{"id":57923,"date":"2025-03-30T20:20:06","date_gmt":"2025-03-30T12:20:06","guid":{"rendered":"https:\/\/swarma.org\/?p=57923"},"modified":"2025-03-30T20:20:06","modified_gmt":"2025-03-30T12:20:06","slug":"rwkv-7%ef%bc%9a%e4%bb%8e%e7%ac%ac%e4%b8%80%e6%80%a7%e5%8e%9f%e7%90%86%e5%87%ba%e5%8f%91%e7%9a%84%e5%ba%8f%e5%88%97%e5%bb%ba%e6%a8%a1%e6%9e%b6%e6%9e%84","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=57923","title":{"rendered":"RWKV-7\uff1a\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u51fa\u53d1\u7684\u5e8f\u5217\u5efa\u6a21\u67b6\u6784"},"content":{"rendered":"
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\u5728Transformer\u4e3b\u5bfc\u7684\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u4e8c\u6b21\u590d\u6742\u5ea6\u4e0e\u957f\u4e0a\u4e0b\u6587\u6210\u672c\u95ee\u9898\u65e5\u76ca\u51f8\u663e\u3002\u800cRWKV-7\u4f5c\u4e3a\u65b0\u4e00\u4ee3RNN\u67b6\u6784\uff0c\u4ee5\u201c\u5185\u4e16\u754c\u6301\u7eed\u62df\u5408\u5916\u4e16\u754c\u201d\u7684\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u5b9e\u73b0\u4e86\u8bad\u7ec3\u9ad8\u6548\u3001\u63a8\u7406\u4f4e\u8017\u4e14\u8868\u8fbe\u529b\u8d85\u8d8aTransformer\u7684\u7a81\u7834\u3002\u672c\u6587\u65e8\u5728\u89e3\u6790\u5176\u6838\u5fc3\u601d\u60f3\u3001\u6027\u80fd\u4f18\u52bf\u53ca\u5bf9\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u6f5c\u5728\u5f71\u54cd\uff0c\u63a2\u8ba8\u5b83\u5982\u4f55\u4e3a\u9ad8\u6548\u3001\u5f3a\u5927\u7684\u5e8f\u5217\u5efa\u6a21\u63d0\u4f9b\u5168\u65b0\u53ef\u80fd\u3002<\/span><\/span><\/strong><\/span><\/strong><\/p>\n


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\u7814\u7a76\u9886\u57df\uff1a<\/span>\u5927\u6a21\u578b\u67b6\u6784\u3001\u5168\u6ce8\u610f\u529b\u67b6\u6784\u3001\u7ebf\u6027\u590d\u6742\u5ea6\u3001\u5e8f\u5217\u5efa\u6a21\u3001\u9884\u8bad\u7ec3\u3001RWKV<\/span>
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RWKV-7 \u662f\u7cbe\u786e\u7684\u6784\u9020\uff0c\u6765\u81ea\u4e8e\u7b2c\u4e00\u6027\u539f\u7406\uff1a\u6a21\u578b\u7684\u5185\u90e8\u4e16\u754c\u5fc5\u987b\u6301\u7eed\u62df\u5408\u5916\u90e8\u4e16\u754c\u3002<\/span><\/span><\/p>\n

\u4ece\u8fd9\u4e2a\u7b2c\u4e00\u6027\u539f\u7406\u5c31\u53ef\u4ee5\u76f4\u63a5\u5199\u51fa RWKV-7 \u7684\u7cbe\u786e\u516c\u5f0f\u3002<\/span><\/span><\/p>\n<\/blockquote>\n

\u2014\u2014RWKV\u67b6\u6784\u63d0\u51fa\u8005\uff0c\u5f6d\u535a\uff0c<\/span><\/span>RWKV-7 as a meta-in-context learner\uff1a\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u771f\u6b63\u7406\u89e3<\/span><\/span><\/span><\/p>\n


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\u8bba\u6587\u6807\u9898\uff1aRWKV-7 “Goose” with Expressive Dynamic State Evolution<\/span><\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2503.14456<\/span><\/p>\n

\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/BlinkDL\/RWKV-LM <\/span><\/p>\n<\/blockquote>\n


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\u6a21\u578b\u5185\u4e16\u754c\u6301\u7eed\u62df\u5408\u5916\u4e16\u754c\u7684\u60f3\u6cd5\u5e76\u4e0d\u7f55\u89c1\uff0c\u5b9e\u9645\u4e0aLSTM\u6a21\u578b\u63d0\u51fa\u8005\u4e8e\u5c14\u6839\u00b7\u65bd\u5bc6\u5fb7\u80e1\u4f2f<\/span>\uff08Juergen Schmidhuber\uff09<\/span>\u5728\u5f88\u591a\u5e74\u524d\u5c31\u63d0\u51fa\u8fc7\uff0c\u4ed6\u79f0\u4e3a fast weights\u3002\u5b66\u8005\u4eec\u57fa\u4e8e\u8be5\u601d\u60f3\u505a\u51fa\u4e86\u8bf8\u591a\u8111\u79d1\u5b66\u3001\u4eba\u5de5\u667a\u80fd\u9886\u57df\u4f18\u79c0\u7814\u7a76\u3002\u90a3\u4e48\uff0c\u80fd\u5426\u57fa\u4e8e\u8be5\u60f3\u6cd5\uff0c\u6784\u5efa\u4e00\u4e2a\u6027\u80fd\u8d85\u7fa4\u7684\u5e8f\u5217\u5efa\u6a21\u57fa\u7840\u67b6\u6784\u5462\uff1f\u8fd9\u5c31\u662fRWKV-7\uff0c\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u51fa\u53d1\u7684\u5e8f\u5217\u5efa\u6a21\u67b6\u6784\u3002<\/span><\/span><\/p>\n


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\u5f88\u591a\u4efb\u52a1\u5747\u53ef\u4ee5\u88ab\u89c6\u4e3a\u5e8f\u5217\u5efa\u6a21\uff0c\u867d\u7136\u76ee\u524d\u7eaf\u89e3\u7801\u5f0fTransformer\u67b6\u6784<\/span>\uff08\u672c\u6587\u4e2d\uff0cTransformer\u5373\u4e00\u822c\u610f\u4e49\u4e0a\u7684\u5168\u6ce8\u610f\u529bfull attention\u67b6\u6784\uff09<\/span>\u5728\u5e8f\u5217\u5efa\u6a21\u4efb\u52a1\u4e0a\u5360\u636e\u4e86\u7edf\u6cbb\u5730\u4f4d\uff0c\u4f46\u5176\u81ea\u56de\u5f52\u63a8\u7406\u65f6\uff0c\u5355\u4e2a\u7b26\u5143<\/span>\uff08token\uff09<\/span>\u6240\u9700\u7684\u5185\u5b58\u548c\u8ba1\u7b97\u65f6\u95f4\u968f\u5e8f\u5217\u957f\u5ea6\u589e\u52a0\u800c\u589e\u52a0\uff0c<\/span><\/span>\u5e8f\u5217\u8d8a\u957f\uff0cTransformer\u8ba1\u7b97\u8d8a\u6602\u8d35<\/span><\/span><\/strong>\u3002<\/span><\/span><\/p>\n


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\u4eba\u4eec\u5728\u5982\u4f55\u6539\u5584\u8fd9\u79cd\u6240\u8c13\u7684\u201c\u4e8c\u6b21\u590d\u6742\u5ea6\u201d\u95ee\u9898\u4e0a\uff0c\u8fdb\u884c\u4e86\u8bf8\u591a\u7814\u7a76\u3002\u67d0\u79cd\u610f\u4e49\u4e0a\u8bf4\uff0c\u8fd9\u4e9b\u7814\u7a76\u7684\u76ee\u7684\u5c31\u662f\u538b\u7f29\u72b6\u6001<\/span>\uff08Transformer\u4e2d\u7684kv\u7f13\u5b58\uff09<\/span>\uff0c\u538b\u7f29\u5230\u6781\u81f4\uff0c\u5c31\u662f\u6052\u5b9a\u5927\u5c0f\u7684\u72b6\u6001\uff0c\u8fd9\u81ea\u7136\u662f\u4e00\u79cd\u4e00\u822c\u610f\u4e49\u4e0a\u7684RNN\uff0c\u6216\u79f0\u7ebf\u6027\u6ce8\u610f\u529b<\/span>\uff08Linear Attention\uff09<\/span>\u6a21\u578b\u3002\u4f20\u7edf\u7684RNN\u6a21\u578b\u95ee\u9898\u6709\u4e8c\uff1a\u65e0\u6cd5\u5e76\u884c\u8bad\u7ec3\u3001\u96be\u4ee5\u6355\u6349\u957f\u8ddd\u79bb\u4f9d\u8d56\u3002\u7ecf\u8fc7\u4e00\u7cfb\u5217\u53d1\u5c55\uff0c\u73b0\u4ee3\u7684RNN\u6a21\u578b\u8fd9\u4e24\u4e2a\u95ee\u9898\u53ef\u4ee5\u8bf4\u5747\u5df2\u89e3\u51b3\uff0c\u4f46<\/span><\/span>\u5728RWKV-7\u63d0\u51fa\u524d\uff0c\u4eba\u4eec\u4e00\u76f4\u5bf9RNN\u6a21\u578b\u80fd\u529b\u8868\u793a\u6000\u7591\uff0c\u867d\u7136\u5728\u8bf8\u591a\u6307\u6807\u4e0aRNN\u6a21\u578b\u6709\u4e0d\u9519\u8868\u73b0\uff0c\u4f46\u5728\u540c\u6570\u636e\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0cMMLU (Massive Multitask Language Understanding)\u8fd9\u4e2a\u91cd\u8981\u6307\u6807\u4e0a\uff0cRNN\u6a21\u578b\u8868\u73b0\u4f9d\u7136\u4e0d\u597d\u3002<\/span><\/span><\/strong>\u867d\u7136\u6709\u4eba\u6307\u51faMMLU\u8303\u5f0f\u66f4\u63a5\u8fd1Bert\u7b49\u63a9\u7801\u6a21\u578b\uff0c\u5bf9\u81ea\u56de\u5f52\u6a21\u578b\u800c\u8a00\u53ef\u80fd\u672c\u8eab\u9898\u76ee\u8bbe\u7f6e\u4e0d\u5408\u7406\uff0c\u66f4\u591a\u8003\u9a8c\u7684\u662f\u6a21\u578b\u8bb0\u5fc6\u9009\u9879\u7684\u80fd\u529b\u800c\u975e\u672c\u8eab\u80fd\u529b\uff0c\u4f46\u5728\u8fd9\u4e2a\u91cd\u8981\u6307\u6807\u4e0aRNN\u6a21\u578b\u4e0d\u5982Transformer\uff0c\u65e0\u7591\u8ba9\u5f88\u591a\u4eba\u5bf9RNN\u6a21\u578b\u80fd\u529b\u5fc3\u5b58\u7591\u8651\uff0c\u6000\u7591\u5728\u5f88\u5927\u6295\u5165\u540e\u80fd\u529b\u4f1a\u201c\u649e\u5899\u201d\uff0c\u65e0\u6cd5\u8fbe\u5230\u73b0\u6709\u9876\u5c16\u6a21\u578b\u6c34\u5e73\u3002<\/span><\/span><\/p>\n


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\u53e6\u5916\uff0cWilliam Merrill\u7b49\u4eba\u7684\u4e00\u7cfb\u5217\u7814\u7a76\u8868\u660e\uff0c<\/span><\/span>\u56fa\u5b9a\u6df1\u5ea6\u7684Transformer\u5728\u4e0d\u4f9d\u8d56\u601d\u7ef4\u94fe\u7684\u60c5\u51b5\u4e0b\u53ea\u80fd\u89e3\u51b3\u590d\u6742\u6027\u7c7b<\/span><\/span><\/strong>TC<\/span><\/span>0<\/span><\/sup><\/span><\/span><\/span>\u4e2d\u7684\u95ee\u9898<\/span><\/span><\/strong>\uff0c\u8fd9\u662f\u4e00\u7ec4\u53ef\u4ee5\u88ab\u7b49\u6df1\u5ea6\u3001\u591a\u9879\u5f0f\u5927\u5c0f\u7684\u9608\u503c\u7535\u8def\u65cf\u8bc6\u522b\u7684\u95ee\u9898\u3002\u5b9e\u9645\u4e0a\u5f88\u591a\u6211\u4eec\u76f4\u89c2\u4e0a\u89c9\u5f97\u5e76\u4e0d\u590d\u6742\u7684\u95ee\u9898\u90fd\u5728\u6b64\u4e4b\u5916\uff0c\u4f8b\u5982\u7b80\u5355\u7684\u72b6\u6001\u8ffd\u8e2a<\/span>\uff08State Tracking\uff09<\/span>\u95ee\u9898<\/span>\uff08\u7ed9\u51fa\u8bf8\u5982x=[1,0,0,0];x[2],x[3]=x[3],x[2]\u8fd9\u6837\u7684\u5e8f\u5217\uff0c\u8981\u6c42\u7ed9\u51fa\u6700\u7ec8x\u7684\u72b6\u6001\uff0c\u5728\u6b64\u4ec5\u8fdb\u884c\u4e86\u4e00\u6b21\u4ea4\u6362\uff0c\u5b9e\u9645\u53ef\u4ee5\u4efb\u610f\u591a\u6b21\uff09<\/span>\uff0c\u786e\u5b9a\u6027\u6709\u9650\u81ea\u52a8\u673a<\/span>\uff08Deterministic Finite Automata, DFA\uff09<\/span>\u6a21\u62df\u7b49\u3002<\/span><\/span>\u8fd9\u8868\u660e\u56fa\u5b9a\u6df1\u5ea6\u7684Transformer\u5728\u4e0d\u4f9d\u8d56\u601d\u7ef4\u94fe\u60c5\u51b5\u4e0b\u7684\u8868\u8fbe\u80fd\u529b\u5341\u5206\u6709\u9650\uff0c\u4f46\u82e5\u7528\u601d\u7ef4\u94fe\uff0c\u8003\u8651\u4e8c\u6b21\u590d\u6742\u5ea6\u95ee\u9898\uff0c\u53c8\u4f1a\u5bfc\u81f4\u4e0a\u4e0b\u6587\u66f4\u957f\uff0c\u6210\u672c\u4f1a\u5927\u5e45\u4e0a\u5347\u3002<\/span><\/span><\/strong><\/p>\n


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\u4ee5\u4e0a\u662f\u7406\u8bba\u4e0aTransformer\u6a21\u578b\u5b58\u5728\u7684\u95ee\u9898\uff0c\u800c\u5728\u76ee\u524d\u6700\u706b\u70ed\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5b9e\u8df5\u4e2d\uff0c\u4e5f\u786e\u5b9e\u53d1\u73b0\u8fd9\u4e9b\u95ee\u9898\u8d8a\u6765\u8d8a\u96be\u4ee5\u5ffd\u89c6\u3002\u4e3b\u8981\u95ee\u9898\u6709\u4e8c\uff1a<\/span><\/span>\u7b2c\u4e00\u3001\u88abGrok3\u548cGPT-4.5\u9a8c\u8bc1\u7684\u201c\u9884\u8bad\u7ec3\u649e\u5899\u201d\u8bf4\uff0c\u53ca\u4e0e\u4e4b\u5bf9\u5e94\u7684\u6d4b\u8bd5\u65f6\u89c4\u6a21\u6cd5\u5219\uff08Test Time Scaling Law\uff09<\/span><\/span><\/strong>\u3002<\/span><\/span>\u7b2c\u4e8c\uff0c\u667a\u80fd\u4f53\uff08Agent\uff09\u5e94\u7528\u4e0e\u63a8\u7406\u6a21\u578b\u7684\u5de8\u91cf\u4e0a\u4e0b\u6587\u4f7f\u7528\u95ee\u9898\uff1b<\/span><\/span><\/strong><\/p>\n


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\u81ea2024\u5e74\u4e2d\u5f00\u59cb\uff0c\u5c31\u6709\u6d88\u606f\u79f0GPT-5\u8bad\u7ec3\u4e0d\u987a\u5229\uff0cOpenAI\u7075\u9b42\u4eba\u7269Ilya\u4e5f\u79f0\u7531\u4e8e\u6570\u636e\u5df2\u5230\u4e0a\u9650\uff0c\u4ec5\u9760\u9884\u8bad\u7ec3\u5df2\u65e0\u6cd5\u8ba9\u6a21\u578b\u80fd\u529b\u8fdb\u4e00\u6b65\u63d0\u5347\uff0c\u672a\u6765\u9700\u8981\u5408\u6210\u6570\u636e\u3001\u540e\u8bad\u7ec3\u3002\u5355\u7eaf\u6a21\u578b\u3001\u6570\u636e\u89c4\u6a21\u7684\u89c4\u6a21\u6cd5\u5219<\/span>\uff08Scaling Law\uff09<\/span>\u5df2\u5931\u6548\uff0c\u672a\u6765\u662f\u6d4b\u8bd5\u65f6\u89c4\u6a21\u6cd5\u5219\uff0c\u5f53\u65f6\u5bf9\u6b64\u8fd8\u6709\u4e9b\u4e89\u8bae\uff0c\u540e\u6765o1\u53d1\u5e03\uff0c\u9a8c\u8bc1\u4e86\u8fd9\u4e2a\u8bf4\u6cd5\u7684\u4e00\u534a\uff0c\u4e5f\u5c31\u662f\u901a\u8fc7\u589e\u52a0\u5728\u4f7f\u7528\u65f6\u7684\u7b26\u5143\u6570\u786e\u5b9e\u80fd\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\uff0c\u4f46\u5bf9\u9884\u8bad\u7ec3\u662f\u5426\u649e\u5899\uff0c\u4f9d\u7136\u5b58\u5728\u4e89\u8bae\u3002<\/span><\/span>\u76f4\u5230Grok3\u548cGPT-4.5\u63a8\u51fa\uff0c\u5728\u59d7\u59d7\u6765\u8fdf\uff0c\u4f7f\u7528\u4e86\u8d85\u591a\u8ba1\u7b97\u8d44\u6e90\u7684\u60c5\u51b5\u4e0b\u5e76\u6ca1\u6709\u8fbe\u5230\u5982GPT-3.5\u5230GPT-4\u7684\u63d0\u5347\uff0c\u201c\u9884\u8bad\u7ec3\u649e\u5899\u201d\u8fd9\u4e00\u8bf4\u6cd5\u7ec8\u4e8e\u88ab\u5927\u5bb6\u6240\u8ba4\u53ef\u3002<\/span><\/span><\/strong>\u8fd9\u53ef\u80fd\u4e0eTransformer\u672c\u8eab\u8868\u8fbe\u80fd\u529b\u9650\u5236\u6709\u5173\u3002<\/span><\/span><\/p>\n


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\u65e2\u7136\u786e\u5b9e\u201c\u9884\u8bad\u7ec3\u649e\u5899\u201d\u4e86\uff0c\u90a3\u4e48\u89e3\u51b3\u65b9\u6848\u6709\u4e8c\uff1a\u7b2c\u4e00\u3001\u66f4\u9ad8\u6548\u67b6\u6784\uff0c\u5728\u4f7f\u7528\u540c\u7b49\u6570\u636e\u60c5\u51b5\u4e0b\u6027\u80fd\u66f4\u9ad8\uff1b\u7b2c\u4e8c\u3001\u5728\u63a8\u7406\u65f6\u66f4\u591a\u8ba1\u7b97\uff0c\u4f7f\u7528\u66f4\u591a\u7b26\u5143\u63d0\u9ad8\u6a21\u578b\u6548\u679c\uff0c\u5178\u578b\u4ee3\u8868\u5c31\u662fo1\u3002<\/span><\/span>\u8fd9\u8981\u6c42\u6a21\u578b\u5177\u66f4\u9ad8\u8bad\u7ec3\u6570\u636e\u6548\u7387\uff0c\u4e14\u80fd\u4ee5\u8f83\u4f4e\u7684\u6210\u672c\u4f7f\u7528\u957f\u4e0a\u4e0b\u6587\u3002<\/span><\/span><\/strong><\/p>\n

\u81ea2024\u5e7410\u670822\u65e5\u4ee5\u6765\uff0c\u968fClaude Sonnet 3.5\u65b0\u7248\u672c\u53d1\u5e03\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u8fbe\u5230\u4e86\u65b0\u53f0\u9636\uff0c\u5982Windsurf\u3001Cline\u7b49\u8bf8\u591a\u57fa\u4e8e\u5176\u80fd\u529b\u7684\u667a\u80fd\u4f53\u5e94\u7528\u5982\u96e8\u540e\u6625\u7b0b\u822c\u6d8c\u73b0\u3002<\/span><\/span>\u667a\u80fd\u4f53\u5e94\u7528\u7684\u7279\u70b9\u5c31\u662f\u4e0a\u4e0b\u6587\u4f7f\u7528\u91cf\u5de8\u5927\u3002<\/span><\/span><\/strong>\u4e0e\u95ee\u7b54\u3001\u804a\u5929\u5e94\u7528\u4f7f\u7528\u4e0a\u4e0b\u6587\u957f\u5ea6\u8f83\u5c11\u4e0d\u540c\uff0c\u8fd9\u79cd\u53ef\u4ee5\u611f\u77e5\u5e76\u64cd\u4f5c\u5916\u90e8\u4e16\u754c<\/span>\uff08\u6d4f\u89c8\u5668\u3001\u7528\u6237\u5de5\u4f5c\u76ee\u5f55\u53ca\u6587\u4ef6\u4e5f\u662f\u5916\u90e8\u4e16\u754c\uff09<\/span>\u7684\u667a\u80fd\u4f53\u7531\u4e8e\u9700\u8981\u5927\u91cf\u4e0a\u4e0b\u6587\u8f93\u5165\u5916\u90e8\u4e16\u754c\u60c5\u51b5\uff0c\u8f93\u51fa\u6a21\u578b\u672c\u8eab\u601d\u8003\u3001\u52a8\u4f5c\uff0c\u5e76\u5728\u9700\u8981\u65f6\u5b58\u5728\u53cd\u9988\u8fc7\u7a0b\uff0c\u5f88\u5bb9\u6613\u4f7f\u7528\u5de8\u91cf\u4e0a\u4e0b\u6587\u3002\u5178\u578b\u4f8b\u5b50\u5c31\u662f\u590d\u6742\u7a0b\u5e8f\u8c03\u8bd5\uff0c\u667a\u80fd\u4f53\u5b8c\u6210\u7a0b\u5e8f-\u8fd0\u884c-\u62a5\u9519-\u4fee\u6539-\u8fd0\u884c-\u62a5\u9519…\u53ef\u80fd\u8981\u7ecf\u8fc7\u591a\u8f6e\u4e0a\u8ff0\u5faa\u73af\u624d\u80fd\u5b8c\u6210\u8c03\u8bd5\uff0c\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u8fd8\u9700\u67e5\u9605\u6587\u6863\uff0c\u6574\u4e2a\u8fc7\u7a0b\u9700\u8981\u8d85\u591a\u4e0a\u4e0b\u6587\u624d\u80fd\u5b8c\u6210\u3002<\/span><\/span><\/p>\n


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\u7efc\u4e0a\uff0c\u73b0\u5728\u6211\u4eec\u786e\u5b9e\u9700\u8981\u4e00\u4e2a\u4f7f\u7528\u8bad\u7ec3\u6570\u636e\u6548\u7387\u66f4\u9ad8\uff0c\u4e14\u80fd\u4ee5\u8f83\u4f4e\u6210\u672c\u4f7f\u7528\u957f\u4e0a\u4e0b\u6587\u7684\u6a21\u578b\u3002<\/span><\/span><\/strong><\/p>\n


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RWKV-7\u80fd\u8fbe\u5230\u4ec0\u4e48\u6548\u679c\uff1f<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

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<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


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\u603b\u4f53\u4e0a\uff0cRWKV-7\u8bad\u7ec3\u6570\u636e\u3001\u8ba1\u7b97\u6548\u7387\u9ad8\u4e8e\u73b0\u6709\u9876\u5c16\u6a21\u578b<\/span>\uff08\u5982Qwen2.5\uff09<\/span>\uff0c\u7531\u4e8e\u5176\u7ebf\u6027\u6a21\u578b\u6027\u8d28\uff0c\u63a8\u7406\u65f6\u5185\u5b58\u5360\u7528\u6052\u5b9a\uff0c\u5355\u7b26\u5143\u6240\u9700\u8ba1\u7b97\u6052\u5b9a\uff0c\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u6210\u672c\u4f18\u52bf\u8d8a\u9ad8\uff0c\u4e14\u8868\u8fbe\u529b\u4e25\u683c\u5f3a\u4e8e\u6807\u51c6Transformer\u6a21\u578b\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0cRWKV-7\u76ee\u524d\u63a8\u51fa\u4e86\u7ea61.9\u4ebf\u30014\u4ebf\u300115\u4ebf\u300129\u4ebf\u53c2\u6570\u6a21\u578b\uff0c\u5728\u8bad\u7ec3\u6570\u636e\u3001\u8ba1\u7b97\u91cf\u8fdc\u5c11\u4e8e\u5176\u4ed6\u9876\u7ea7\u6a21\u578b<\/span>\uff08\u5982Qwen-2.5\uff0cLlama-3.2\uff09<\/span>\u7684\u60c5\u51b5\u4e0b\uff0c\u8fbe\u5230\u4e86\u591a\u8bed\u8a00\u6027\u80fd\u8fbe\u5230\u540c\u89c4\u6a21\u4e16\u754c\u6700\u5f3a\u3001\u82f1\u8bed\u6027\u80fd\u4e0e\u540c\u89c4\u6a21\u6700\u9876\u7ea7\u6a21\u578b\u76f8\u5f53\u7684\u8868\u73b0\u3002\u5e76\u4e14\u53ef\u4ee5\u5728\u56fa\u5b9a\u6df1\u5ea6\u4e0b\u5b8c\u6210\u7ecf\u5178Transformer\u5728\u5b9a\u6df1\u60c5\u51b5\u4e0b\u65e0\u6cd5\u5b8c\u6210\u7684\u72b6\u6001\u8ffd\u8e2a\u4e0e\u786e\u5b9a\u6027\u6709\u9650\u81ea\u52a8\u673a\u6a21\u62df\u4efb\u52a1\uff0c\u80fd\u89e3\u51b3\u8d85\u51fa\u590d\u6742\u6027\u7c7b<\/span><\/span>TC<\/span><\/span>0<\/span><\/sup><\/span><\/span><\/span>\u7684\u4efb\u52a1\uff0c\u4e5f\u5c31\u662f\u8bf4\u8868\u8fbe\u80fd\u529b\u8d85\u8fc7\u7ecf\u5178Transformer\u3002<\/span><\/span><\/p>\n


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<\/section>\n

\u56fe1 RWKV-7\u4e0e\u5178\u578b\u9876\u5c16\u6a21\u578b\u591a\u8bed\u8a00\u6027\u80fd\u6bd4\u8f83\uff0c\u5de6\u56fe\uff1a\u8bad\u7ec3FLOPs vs \u5e73\u5747\u7cbe\u5ea6\uff1b\u53f3\u56fe\uff1a\u63a8\u7406\u6fc0\u6d3b\u53c2\u6570 vs \u5e73\u5747\u7cbe\u5ea6<\/span><\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

\u56fe2 RWKV-7\u4e0e\u5178\u578b\u9876\u5c16\u6a21\u578b\u82f1\u8bed\u6027\u80fd\u6bd4\u8f83\uff0c\u5de6\u56fe\uff1a\u8bad\u7ec3FLOPs vs \u5e73\u5747\u7cbe\u5ea6\uff1b\u53f3\u56fe\uff1a\u63a8\u7406\u6fc0\u6d3b\u53c2\u6570 vs \u5e73\u5747\u7cbe\u5ea6<\/span><\/span><\/p>\n


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<\/section>\n

\u56fe3 RWKV-7\u4e0eSmollM2\u3001Qwen2.5\u3001Llama3.2\u7b49\u6a21\u578b\u5728\u82f1\u8bed\u8bc4\u6d4b\u4e0a\u7684\u8868\u73b0<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u4ece\u56fe1\u3001\u56fe2\u548c\u56fe3\u53ef\u4ee5\u660e\u663e\u770b\u51fa\uff0cRWKV-7\u5728\u591a\u8bed\u8a00\u6027\u80fd\u4e0a\u540c\u89c4\u6a21\u8868\u73b0\u6700\u597d\uff0c\u5728\u82f1\u8bed\u6027\u80fd\u4e0a\u4e0e\u540c\u89c4\u6a21\u9876\u5c16\u6a21\u578b\u8868\u73b0\u76f8\u5f53\uff0c\u540c\u65f6\u8bad\u7ec3\u6240\u9700\u7b97\u529b\u548c\u6570\u636e\u8981\u5c11\u5f97\u591a\u3002\u56fe\u4e2d\uff0cRWKV7-World3\u662f\u4f7f\u7528RWKV\u7684World3\u6570\u636e\u96c6\u8bad\u7ec3\u51fa\u7684\u6a21\u578b\uff0c\u800cRWKV7-Pile\u5219\u662f\u4f7f\u7528Pile\u6570\u636e\u96c6\u8bad\u7ec3\u51fa\u7684\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u56fe3\u4e2d\u9664RWKV\u7cfb\u5217\u6a21\u578b\uff0c\u5176\u4ed6\u5747\u4e3a\u5168\u6ce8\u610f\u529b\u6a21\u578b\uff0c<\/span><\/span>\u53ef\u4ee5\u770b\u5230\uff0c\u5728MMLU\u8fd9\u4e00\u6307\u6807\u4e0a\uff0cRWKV-7\u5e76\u4e0d\u900a\u4e8eSmolLM2\u3001Llama3.2\u8fd9\u4e24\u4e2a\u975e\u5e38\u4f18\u79c0\u7684\u6a21\u578b\u3002<\/span><\/span><\/strong>\u8003\u8651\u5230\u8bad\u7ec3RWKV-7\u4f7f\u7528\u7684\u6570\u636e\u91cf\u8fdc\u5c11\u4e8e\u5176\u4ed6\u6a21\u578b\uff0c\u53ef\u4ee5\u8ba4\u4e3aRWKV-7\u8fd9\u4e00RNN\u6a21\u578b\u5728MMLU\u8fd9\u4e00\u4e4b\u524dRNN\u4e00\u76f4\u52a3\u4e8eTransformer\u7684\u6307\u6807\u4e0a\u4e0d\u518d\u6709\u52a3\u52bf\uff0c\u6839\u636e\u56fe\u4e2d\u4e0d\u540c\u6a21\u578b\u8bad\u7ec3\u7b26\u5143\u91cf\u4e0emmlu\u6307\u6807\u8868\u73b0\u7684\u5bf9\u6bd4\uff0c\u5408\u7406\u63a8\u6d4b\u5728\u540c\u7b49\u6570\u636e\u4e0b\uff0c\u540c\u89c4\u6a21RWKV-7\u7684MMLU\u4f1a\u4f18\u4e8eTransformer\u6a21\u578b\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

\u56fe4 \u4e0d\u540c\u53c2\u6570\u91cfRWKV-7\u7684\u201c\u5927\u6d77\u635e\u9488\u201d\u6d4b\u8bd5\u7ed3\u679c\uff0c\u56fe(a)(b)\u6a21\u578b\u5206\u522b\u4e3aRWKV7-World3-1.5B\u548cRWKV7-World3-3B\uff0c\u5747\u662f\u57284096\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0b\u8bad\u7ec3\u7684\uff0c\u800c\u56fe(c)(d)\u4e2d\u5219\u662f\u5728128K\u4e0a\u4e0b\u6587\u6570\u636e\u96c6\u5fae\u8c03\u540e\u6a21\u578b\u6d4b\u8bd5\u7684\u7ed3\u679c<\/span><\/span><\/p>\n


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\u7ebf\u6027\u6a21\u578b\u7684\u957f\u6587\u672c\u80fd\u529b\u7ecf\u5e38\u88ab\u4eba\u6000\u7591\uff0c\u5176\u4e2d\u4e00\u4e2a\u7ecf\u5178\u6d4b\u8bd5\u5c31\u662f\u6240\u8c13\u7684\u201c\u5927\u6d77\u635e\u9488\u201d\uff0c\u4ec5\u57284096\u4e0a\u4e0b\u6587\u957f\u5ea6\u8bad\u7ec3\u8fc7\u7684RWKV7-World3-1.5B\u6a21\u578b\u572819600\u7b26\u5143\u957f\u5ea6\u7684\u5927\u6d77\u635e\u9488\u5b9e\u9a8c\u4e2d\u5b9e\u73b0\u4e86\u5b8c\u7f8e\u68c0\u7d22\uff0c\u5728\u8d85\u8fc720600\u7b26\u5143\u65f6\u6027\u80fd\u51fa\u73b0\u5927\u89c4\u6a21\u4e0b\u964d\uff0c\u800cRWKV7-World3-2.9B\u6a21\u578b\u5219\u5b8c\u7f8e\u901a\u8fc7\u4e86\u7ea635000\u7b26\u5143\u7684\u5927\u6d77\u635e\u9488\u5b9e\u9a8c\uff0c\u4f46\u5728\u8d85\u8fc7\u4e4b\u540e\u6027\u80fd\u5c31\u5f00\u59cb\u4e0b\u964d\u3002\u5bf9RWKV7-World3-1.5B\u548cRWKV7-World3-2.9B\u5728\u957f\u5ea6\u4e3a128k\u7b26\u5143\u7684\u8bad\u7ec3\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u53d1\u73b0RWKV-7-1.5B\u53ef\u4ee5\u53ef\u9760\u68c0\u7d22\u591a\u8fbe\u7ea6\u4e24\u4e07\u4e5d\u5343\u4e2a\u7b26\u5143\uff0c\u4ec5\u5728\u7ea6\u56db\u4e07\u5de6\u53f3\u7b26\u5143\u957f\u5ea6\u4e0b\u89c2\u5bdf\u5230\u6027\u80fd\u51fa\u73b0\u8f83\u5927\u9000\u5316\u3002\u800c\u5fae\u8c03\u540e\u7684RWKV-7-2.9B\u5219\u80fd\u53ef\u9760\u68c0\u7d22\u4e09\u4e07\u4e2a\u7b26\u5143\uff0c\u5728\u4e94\u4e07\u7b26\u5143\u957f\u5ea6\u5904\u6027\u80fd\u51fa\u73b0\u8f83\u5927\u9000\u5316\uff0c\u89c1\u56fe4\u3002<\/span><\/span><\/p>\n


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\u56fe5 \u4e0d\u540c\u67b6\u6784\u5728\u4e0d\u540c\u7fa4\u72b6\u6001\u8ffd\u8e2a\u95ee\u9898\u5728\u9a8c\u8bc1\u96c6\u4e0a\u8fbe\u523095%\u6b63\u786e\u7387\u6240\u9700\u8981\u7684\u6700\u5c0f\u5c42\u6570<\/span><\/span><\/p>\n


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\u56fe5\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e24\u5c42\u7684RWKV-7\u5373\u53ef\u5b8c\u6210A5\u7fa4\u7684\u72b6\u6001\u8ffd\u8e2a\u4efb\u52a1\uff0c\u8fd9\u9a8c\u8bc1\u4e86RWKV-7\u9644\u5f55\u4e2d\u7684\u8bc1\u660e\u3002\u53e6\u5916\uff0c\u8bba\u6587\u4e2d\u8fd8\u8bc1\u660e\u4e86\u56db\u5c42\u7684RWKV-7\u53ef\u4ee5\u6a21\u62df\u4efb\u4f55\u786e\u5b9a\u6027\u6709\u9650\u81ea\u52a8\u673a\u3002\u800c\u8fd9\u4e24\u4e2a\u4efb\u52a1<\/span>\uff08\u72b6\u6001\u8ffd\u8e2a\uff0c\u6a21\u62df\u786e\u5b9a\u6027\u6709\u9650\u81ea\u52a8\u673a\uff09<\/span>\u5747\u65e0\u6cd5\u901a\u8fc7\u56fa\u5b9a\u6df1\u5ea6\u7684Transformer\u5b8c\u6210\u3002\u4ee5\u4e0a\u7ed3\u679c\u8868\u660e\uff0cRWKV-7\u786e\u5b9e\u5728\u4fdd\u6301\u53ef\u4ee5\u5e76\u884c\u8bad\u7ec3\u63a8\u7406\u7684\u524d\u63d0\u4e0b\uff0c\u8868\u8fbe\u529b\u8d85\u8fc7\u4e86\u7ecf\u5178\u7684Transformer\u6a21\u578b\u3002<\/span><\/span><\/p>\n


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\u56fe6 \u63a8\u7406\u65f6\u95f4\u968f\u5e8f\u5217\u957f\u5ea6\u589e\u957f\u53d8\u5316\u56fe<\/span><\/span><\/p>\n


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\u4ece\u56fe6\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u5e8f\u5217\u957f\u5ea6\u8d85\u8fc7\u7ea64000\u65f6\uff0cRWKV-7\u7684\u63a8\u7406\u6548\u7387\u8981\u8d85\u8fc7\u76ee\u524d\u6700\u5feb\u7684Flash Attention v3\uff0c\u800c\u5e8f\u5217\u8d8a\u957f\uff0c\u63a8\u7406\u901f\u5ea6\u4f18\u52bf\u8d8a\u5927\u3002\u540c\u65f6\uff0cRWKV\u7cfb\u5217\u8fd8\u5177\u6709\u63a8\u7406\u6240\u9700\u5185\u5b58\u4e0d\u968f\u5e8f\u5217\u957f\u5ea6\u589e\u52a0\u800c\u589e\u52a0\u7684\u6027\u8d28\u3002<\/span><\/span><\/p>\n


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RWKV-7\u5982\u4f55\u505a\u5230\u7684\uff1f<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


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\uff08\u672c\u90e8\u5206\u53c2\u8003\u4e86RWKV-7\u67b6\u6784\u63d0\u51fa\u8005\u5f6d\u535a\u7684\u77e5\u4e4e\u6587\u7ae0https:\/\/zhuanlan.zhihu.com\/p\/9397296254\uff0c\u6309\u6211\u7684\u7406\u89e3\u63d0\u9ad8\u4e86\u53ef\u8bfb\u6027\uff09<\/span><\/span><\/p>\n


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RWKV-7\u80fd\u505a\u5230\u8fd9\u4e9b\u7684\u6838\u5fc3\u6b63\u662f\u524d\u6587\u6240\u8bf4\u7684\u7b2c\u4e00\u6027\u539f\u7406\uff1a\u6a21\u578b\u7684\u5185\u90e8\u4e16\u754c\u6301\u7eed\u62df\u5408\u5916\u90e8\u4e16\u754c\u3002<\/span><\/span><\/p>\n


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\u9996\u5148\u56de\u987e\u7ecf\u5178\u7684Transformer\u6240\u4f7f\u7528\u7684QKV-softmax-attention\uff0c\u5176\u6570\u5b66\u5f62\u5f0f\u5982\u4e0b\uff0c\u5728\u672c\u6587\u4e2d\uff0c\u5982\u65e0\u7279\u6b8a\u8bf4\u660e\uff0c\u5411\u91cf\u9ed8\u8ba4\u4e3a\u884c\u5411\u91cf\uff1a<\/span><\/span><\/p>\n


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\u5bf9\u7ef4\u5ea6\u4e3aD<\/span><\/span>\u7684\u8f93\u5165\u5411\u91cf<\/span><\/span>\"image.png\"<\/span>\u5206\u522b\u4e3a<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\"image.png\"<\/span><\/sub>\uff0c\u5176\u4e2d\uff0c<\/span><\/span><\/span><\/span>\"image.png\"<\/span><\/sub><\/span><\/span>\u4e3a<\/span><\/span>D<\/span>\u00d7<\/span>D<\/span><\/span><\/span><\/span><\/span><\/span>\u77e9\u9635\u3002\u5c06<\/span><\/span>\"image.png\"<\/span> <\/span><\/span><\/span><\/span><\/span><\/span>\u6392\u5217\u5f97\u5230\u77e9\u9635<\/span><\/span>Q,K,V<\/span><\/span><\/span><\/span>\uff0c\u5373<\/span><\/span>Q,K,V<\/span><\/span><\/span><\/span>\u77e9\u9635\u4e2d\u7b2c<\/span><\/span>i<\/span><\/span><\/span><\/span>\u884c\u5206\u522b\u4e3a<\/span><\/span>\"image.png\"<\/span><\/span><\/span><\/span><\/span><\/span>\uff0c\u5219\u8f93\u51fa\u4e3a<\/span><\/span>\"image.png\"<\/span><\/sub>\u3002<\/span><\/span><\/span><\/span><\/p>\n


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\u8fd9\u4e2a\u5f0f\u5b50\u5b9e\u9645\u4e0a\u7684\u76ee\u7684\u662f\uff0c\u5bf9\u8bb8\u591a\u7ec4<\/span><\/span>(k<\/span><\/span>1<\/span><\/sub>, v<\/span><\/span>1<\/span><\/sub>), (k<\/span><\/span>2<\/span><\/sub>, v<\/span><\/span>2<\/span><\/sub>), \u2026<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\uff0c\u7ed9\u51fa\u4e00\u4e2aq<\/span><\/span>\uff0c\u4f7f\u82e5<\/span><\/span>q<\/span>\u2248k<\/span><\/span>i<\/span><\/sub><\/span><\/span><\/span>\uff0c\u5219\u8f93\u51fa<\/span><\/span>\u2248v<\/span>i<\/span><\/sub><\/span><\/span><\/span>\uff0c\u82e5<\/span><\/span>q<\/span><\/span>\u2248<\/span>(k<\/span><\/span>i<\/span><\/sub>+k<\/span><\/span>j<\/span><\/sub>)\/2<\/span><\/span><\/span><\/span><\/span><\/span>\uff0c\u5219\u8f93\u51fa<\/span><\/span>\u2248<\/span>(v<\/span><\/span>i<\/span><\/sub>+v<\/span><\/span>j<\/span><\/sub>)\/2<\/span><\/span><\/span><\/span><\/span><\/span>\uff08\u5f53\u7136\uff0cattention\u673a\u5236\u5e76\u4e0d\u8ffd\u6c42\u7cbe\u786e\u5bfb\u627e\u7528<\/span><\/span>k<\/span><\/span><\/span><\/span>\u7684\u7ebf\u6027\u7ec4\u5408\u8868\u793aq<\/span><\/span>\uff0c\u5728\u6b64\u4ec5\u4e3a\u65b9\u4fbf\u7406\u89e3\uff09<\/span>\u3002<\/span><\/span><\/p>\n


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\u4e00\u4e2a\u5f88\u81ea\u7136\u7684\u60f3\u6cd5\u662f\uff0c\u5982\u679c\u5b66\u5230\u4e86<\/span><\/span>k<\/span><\/span>i<\/span><\/sub><\/span><\/span><\/span>\u5230<\/span><\/span>v<\/span><\/span>i<\/span><\/sub><\/span><\/span><\/span>\u7684\u53d8\u6362\uff0c\u5c31\u80fd\u5728\u7ed9\u51faq<\/span><\/span>\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u8fd9\u4e00\u53d8\u6362\u5f97\u5230\u8f93\u51fa\u4e86\uff0c\u8fd9\u4e5f\u6ee1\u8db3QKV-softmax-attention\u4e2d\u82e5<\/span><\/span><\/span><\/span>q<\/span><\/span>\u2248k<\/span><\/span>i<\/span><\/sub><\/span><\/span><\/span><\/span><\/span>\uff0c\u5219\u8f93\u51fa<\/span><\/span>\u2248v<\/span>i<\/span><\/sub><\/span><\/span><\/span>\uff0c\u82e5<\/span><\/span>q<\/span><\/span>\u2248(k<\/span><\/span>i<\/span><\/sub>+k<\/span><\/span>j<\/span><\/sub>)\/2<\/span><\/span><\/span><\/span><\/span><\/span>\uff0c\u5219\u8f93\u51fa<\/span><\/span>\u2248(v<\/span><\/span>i<\/span><\/sub>+v<\/span><\/span><\/span>j<\/span><\/sub>)\/2<\/span><\/span><\/span><\/span><\/span><\/span>\u7684\u6027\u8d28\u3002\u8fd9\u4e00\u53d8\u6362\u53ef\u6839\u636e<\/span><\/span>(k<\/span><\/span>1<\/span><\/sub>, v<\/span><\/span>1<\/span><\/sub>), (k<\/span><\/span>2<\/span><\/sub>, v<\/span><\/span>2<\/span><\/sub>), \u2026<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\uff0c\u52a8\u6001\u8fdb\u884c\u5b66\u4e60\u3002\u5728\u8fd9\u4e00\u89c6\u89d2\u4e0b\uff0c\u8fd9\u4e2a\u53d8\u6362\u5c31\u53ef\u4ee5\u8ba4\u4e3a\u662f\u6a21\u578b\u7684\u5185\u90e8\u6a21\u578b\uff0c\u6301\u7eed\u62df\u5408\u5916\u90e8\u4e16\u754c\u3002<\/span><\/span><\/p>\n


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\u5219\u72b6\u6001<\/span>\uff08\u5185\u6a21\u578bS<\/span><\/span>\uff09<\/span>\u7684\u66f4\u65b0\u516c\u5f0f\u4e3a\uff1a<\/span><\/span><\/p>\n


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\u52a0\u5165\u6bcf\u7ef4\u5ea6\u6743\u91cd\u8870\u51cf\u7387<\/span><\/span>w<\/span><\/span>t<\/span><\/sub><\/span><\/span><\/span>\u53ca\u5b66\u4e60\u7387<\/span><\/span>\u03b7<\/span><\/span>t<\/span><\/sub><\/span><\/span>\uff08\u5747\u4e3a\u5411\u91cf\uff09<\/span>\uff0c\u5b8c\u6574\u7684\u5185\u6a21\u578b\u66f4\u65b0\u516c\u5f0f\u4e3a\uff1a<\/span><\/span><\/p>\n


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\u901a\u8fc7\u4e0a\u5f0f\u8fd9\u79cd\u68af\u5ea6\u4e0b\u964d\u7684\u65b9\u5f0f\uff0c\u5185\u6a21\u578b<\/span><\/span>S<\/span><\/span><\/span><\/span>\u53ef\u4ee5\u6301\u7eed\u51cf\u5c0fv<\/span><\/span>\u4e0e<\/span><\/span>kS<\/span><\/span>T<\/span><\/sup><\/span><\/span><\/span>\u95f4\u7684\u8bef\u5dee\uff0c\u5373\u53ef\u7406\u89e3\u4e3a\u6301\u7eed\u62df\u5408\u5e76\u9002\u5e94\u5916\u90e8\u4e16\u754c\u7684\u53d8\u5316\u3002<\/span><\/span><\/p>\n


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\u4ee5\u4e0a\u662fRWKV-7\u7684\u6838\u5fc3\u601d\u60f3\uff0c\u4e5f\u5c31\u662f\u4ece\u6a21\u578b\u7684\u5185\u90e8\u4e16\u754c\u5fc5\u987b\u6301\u7eed\u62df\u5408\u5916\u90e8\u4e16\u754c\u8fd9\u4e00\u60f3\u6cd5\u51fa\u53d1\u5f97\u5230\u7684\u6a21\u578b\uff0c\u5f53\u7136\u8fd8\u6709\u8bb8\u591a\u91cd\u8981\u7684\u989d\u5916\u5904\u7406\u548c\u5468\u8fb9\u7ec4\u4ef6\uff0c\u5bf9\u6b64\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u9605\u8bfb\u8bba\u6587\uff0c\u5728\u6b64\u4e0d\u518d\u8d58\u8ff0\u3002<\/span><\/span><\/p>\n


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RWKV-7\u8fd9\u79cd”7\u4ee3”\u67b6\u6784\u8fd8\u5305\u62ecDeltaNet\u3001Titans\u3001TTT\u7b49\u7b49\u3002\u5f6d\u535a\u4ecb\u7ecd\uff0c\u4e0e\u8fd9\u4e9b\u67b6\u6784\u76f8\u6bd4\uff0cRWKV-7\u7684\u4f18\u52bf\u662f\u7ec6\u8282\u6743\u8861\u66f4\u4f18\uff0c\u56e0\u6b64\u6027\u80fd\u66f4\u597d\u3002\u540e\u7eed\u8fd8\u4f1a\u6709RWKV-8\u7b49\u6027\u80fd\u66f4\u5f3a\u7684\u65b0\u67b6\u6784\u3002<\/span><\/span><\/p>\n


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\u8c37\u6b4c\u3001OpenAI\u7684\u95ed\u6e90\u6a21\u578b\u5e76\u672a\u900f\u9732\u76f8\u5173\u4fe1\u606f\uff0c\u4f46\u8c37\u6b4c\u5bf9\u65b0\u67b6\u6784\u63a2\u7d22\u975e\u5e38\u79ef\u6781\uff0c\u63d0\u51fa\u4e86Titans\u7b49\u5168\u65b0\u67b6\u6784\uff0c\u4e0d\u6392\u9664\u5176Gemini\u7684\u65b0\u6a21\u578b\u662f\u91c7\u7528\u6df7\u5408\u67b6\u6784\u7684\u53ef\u80fd\uff1b\u800cOpenAI\u7684GPT-4o\u6709\u62a5\u9053\u79f0\u5176\u54cd\u5e94\u5ef6\u8fdf\u662f\u4e9a\u4e8c\u6b21\u7684\uff0c\u5f88\u53ef\u80fd\u662f\u4e00\u79cd\u6df7\u5408\u6a21\u578b\u3002<\/span><\/span><\/p>\n


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\u5b9e\u9645\u4e0a\u76ee\u524dAider\u3001Cursor\u3001Windsurf\u3001Cline\u3001auto-coder\u7b49AI\u7f16\u7a0b\u5de5\u5177\u7684Agent<\/span>\uff08\u667a\u80fd\u4f53\uff09<\/span>\u6a21\u5f0f\u5df2\u7ecf\u5f88\u63a5\u8fd1\u8fd9\u79cd\u5f62\u6001\u4e86\uff0c\u4f46\u6a21\u578b\u8bad\u7ec3\u8fd8\u6ca1\u5145\u5206\u52a0\u5f3a\u8fd9\u65b9\u9762\u80fd\u529b\u3002<\/span><\/span>\u968f\u667a\u80fd\u4f53\u5f62\u6001\u5e94\u7528\u7684\u8fdb\u4e00\u6b65\u666e\u53ca\uff0c\u663e\u7136\u4e1a\u754c\u5728\u8bad\u7ec3\u4e0a\u4f1a\u66f4\u52a0\u91cd\u89c6\u6a21\u578b\u8c03\u7528\u5916\u754c\u8d44\u6e90\u7684\u80fd\u529b\uff0c\u4e5f\u4f1a\u4f7f\u5f97\u7eafRNN\/\u7ebf\u6027\u6a21\u578b\u66f4\u80fd\u5145\u5206\u53d1\u6325\u5176\u4f18\u52bf\u3002<\/span><\/span><\/strong><\/p>\n


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\u4f5c\u8005\u7b80\u4ecb\uff1a<\/span><\/span><\/p>\n

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AI+Science \u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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AI+Science \u662f\u8fd1\u5e74\u5174\u8d77\u7684\u5c06\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u76f8\u7ed3\u5408\u7684\u4e00\u79cd\u8d8b\u52bf\u3002<\/span><\/span>\u4e00\u65b9\u9762\u662f AI for Science\uff0c\u673a\u5668\u5b66\u4e60\u548c\u5176\u4ed6 AI \u6280\u672f\u53ef\u4ee5\u7528\u6765\u89e3\u51b3\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u95ee\u9898\uff0c\u4ece\u9884\u6d4b\u5929\u6c14\u548c\u86cb\u767d\u8d28\u7ed3\u6784\uff0c\u5230\u6a21\u62df\u661f\u7cfb\u78b0\u649e\u3001\u8bbe\u8ba1\u4f18\u5316\u6838\u805a\u53d8\u53cd\u5e94\u5806\uff0c\u751a\u81f3\u50cf\u79d1\u5b66\u5bb6\u4e00\u6837\u8fdb\u884c\u79d1\u5b66\u53d1\u73b0\uff0c\u88ab\u79f0\u4e3a\u79d1\u5b66\u53d1\u73b0\u7684\u201c\u7b2c\u4e94\u8303\u5f0f\u201d\u3002<\/span><\/span>\u53e6\u4e00\u65b9\u9762\u662f Science for AI\uff0c\u79d1\u5b66\u5c24\u5176\u662f\u7269\u7406\u5b66\u4e2d\u7684\u89c4\u5f8b\u548c\u601d\u60f3\u542f\u53d1\u673a\u5668\u5b66\u4e60\u7406\u8bba\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u63d0\u4f9b\u5168\u65b0\u7684\u89c6\u89d2\u548c\u65b9\u6cd5\u3002<\/span><\/span><\/section>\n
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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/span><\/section>\n
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\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
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1. <\/span><\/strong>2024\u5e74\u8bfa\u5956\u89e3\u8bfb\uff1a\u7edf\u8ba1\u7269\u7406\u3001\u4eba\u5de5\u667a\u80fd\u4e0e\u590d\u6742\u79d1\u5b66<\/a><\/span><\/strong><\/span><\/section>\n
2. <\/span><\/strong>2024\u5e74\u7269\u7406\u8bfa\u5956\u6388\u4e88\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff1a\u7edf\u8ba1\u7269\u7406\u5f15\u53d1\u7684\u673a\u5668\u5b66\u4e60\u9769\u547d<\/a><\/span><\/strong><\/span><\/strong><\/section>\n
3. <\/span><\/strong>\u8bfa\u5956\u59d4\u5458\u4f1a\u4e07\u5b57\u8bc4\u8ff0\uff1a\u4e3a\u4ec0\u4e48\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u53d7\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u9752\u7750\uff1f<\/a><\/span><\/strong><\/span><\/strong><\/section>\n
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4. <\/span><\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/span><\/strong>\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/span><\/strong><\/section>\n

6. <\/span><\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/a><\/span><\/strong><\/span><\/p>\n


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\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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