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\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u63d0\u524d\u514d\u8d39\uff01\u767e\u5ea6\u8fde\u53d1\u4e24\u6b3e\u6a21\u578b\uff0c\u6211\u4eec\u5b9e\u6d4b\uff1a\u80fd\u542c\u6b4c\u770b\u7535\u5f71\uff0c\u8fd8\u4f1a\u86d0\u86d0\u4eba<\/a><\/p>\n

AI \u7ade\u4e89\u8fdb\u5165\u767d\u70ed\u5316\u9636\u6bb5\u3002\u8fd9\u6b21\uff0c\u8f6e\u5230\u767e\u5ea6\u7ed9\u81ea\u5bb6\u5927\u6a21\u578b\u4e0a\u5f3a\u5ea6\u3002<\/p>\n

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\u6700\u5173\u952e\u7684\u662f\uff0c\u5b83\u4eec\u5168\u90fd\u514d\u8d39\uff01<\/p>\n

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

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\u540c\u65f6\uff0c\u8fd9\u4e24\u6b3e\u6a21\u578b\u7684 API \u4ef7\u683c\u4e5f\u5df2\u51fa\u7089\u3002<\/p>\n

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

\u767e\u5ea6\u4e4b\u6240\u4ee5\u80fd\u628a\u6587\u5fc3 X1 \u6a21\u578b\u7684 API \u4ef7\u683c\u6253\u4e0b\u6765\uff0c\u662f\u56e0\u4e3a\u4ed6\u4eec\u901a\u8fc7\u98de\u6868\u548c\u6587\u5fc3\u8054\u5408\u4f18\u5316\uff0c\u5b9e\u73b0\u4ece\u538b\u7f29\u3001\u63a8\u7406\u3001\u670d\u52a1\u90e8\u7f72\u7684\u5168\u94fe\u8def\u6781\u81f4\u8c03\u4f18\uff0c\u5927\u5e45\u964d\u4f4e\u6587\u5fc3 X1 \u63a8\u7406\u6210\u672c\u3002<\/p>\n

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\u4e00\u624b\u8bc4\u6d4b<\/strong><\/p>\n

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<\/a><\/p>\n

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<\/a><\/p>\n

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\u4e3e\u4e2a\u4f8b\u5b50\u3002<\/p>\n

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<\/a><\/p>\n

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<\/a><\/p>\n

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<\/a><\/p>\n

\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u6587\u5fc3 X1 \u7684\u5b8c\u6574\u56de\u7b54<\/sup><\/em><\/p>\n

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

\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u6587\u5fc3 X1\u00a0<\/sup><\/em>\u751f\u6210\u7684 PDF \u6587\u4ef6\u540d\u53ca\u5185\u5bb9<\/sup><\/em><\/p>\n

\u6587\u5fc3 4.5\uff1a\u5b66\u4f1a\u4e86\u542c\u6b4c\u3001\u770b\u7535\u5f71<\/strong><\/p>\n

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

\u6211\u4eec\u5c31\u5c06\u8fd9\u5f20\u6897\u56fe\u4e22\u7ed9\u6587\u5fc3 4.5\uff0c\u8f93\u5165 Prompt\uff1a\u8fd9\u5f20\u56fe\u7247\u6697\u542b\u7740\u4ec0\u4e48\u610f\u601d\uff1f<\/p>\n

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

\u5bf9\u4e8e\u5927\u6a21\u578b\u6765\u8bf4\uff0c\u8bc6\u522b\u6897\u56fe\u65e9\u5c31\u4e0d\u662f\u4ec0\u4e48\u65b0\u9c9c\u4e8b\u4e86\uff0c\u6587\u5fc3 4.5 \u6700\u62ff\u624b\u7684\u8fd8\u5f97\u662f\u97f3\u89c6\u9891\u7684\u7406\u89e3\u5206\u6790\u3002<\/p>\n

\u5f53\u6211\u4eec\u542c\u5230\u4e00\u9996\u559c\u6b22\u7684\u97f3\u4e50\uff0c\u4f46\u5c31\u662f\u6b7b\u6d3b\u60f3\u4e0d\u8d77\u6765\u6b4c\u540d\u65f6\uff0c\u6211\u4eec\u53ea\u9700\u5f55\u4e00\u5c0f\u6bb5\u97f3\u9891\uff0c\u6295\u5582\u7ed9\u6587\u5fc3 4.5\uff0c\u5b83\u5c31\u80fd\u7ed9\u51fa\u8fd9\u9996\u6b4c\u7684\u4e00\u5207\u3002<\/a><\/a><\/p>\n

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

\u540c\u7406\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u4e0a\u4f20\u4e00\u6bb5\u4e0d\u8d85\u8fc7 20M \u7684\u89c6\u9891\u7247\u6bb5\uff0c\u8ba9\u5b83\u6316\u51fa\u80cc\u540e\u5404\u79cd\u516b\u5366\u3002<\/p>\n

\u6bd4\u5982\u7535\u5f71\u300a\u95fb\u9999\u8bc6\u5973\u4eba\u300b\u4e2d\u8fd9\u6bb5\u7ecf\u5178\u7684\u821e\u8e48\uff0c\u6587\u5fc3 4.5 \u4e0d\u4ec5\u8bc6\u522b\u51fa\u5f71\u7247\u540d\u5b57\u3001\u5973\u4e3b\u9970\u6f14\u8005\uff0c\u751a\u81f3\u8fde\u80cc\u666f\u97f3\u4e50\u90fd\u6252\u51fa\u6765\u4e86\u3002<\/p>\n

<\/a><\/p>\n

\u5f31\u667a\u5427\uff0c\u6c5f\u6e56\u4eba\u79f0\u300c\u9752\u9f99\u5c71\u7687\u5bb6\u7597\u517b\u9662\u300d\uff0c\u5927\u6a21\u578b\u667a\u5546\u9ad8\u4e0d\u9ad8\uff0c\u5c31\u770b\u80fd\u4e0d\u80fd hold \u5f97\u4f4f\u8fd9\u4e9b\u795e\u9898\u3002<\/p>\n

<\/a><\/p>\n

\u6bd4\u5982\uff1a\u4e3a\u4ec0\u4e48\u53ea\u6709\u7535\u4fe1\u8bc8\u9a97\uff0c\u6ca1\u6709\u8054\u901a\u8bc8\u9a97\u5462\uff1f<\/p>\n

\u6587\u5fc3 4.5 \u4ece\u672f\u8bed\u7684\u901a\u7528\u6027\u804a\u5230\u4e86\u5386\u53f2\u6e0a\u6e90\uff0c\u53c8\u4ece\u6cd5\u5f8b\u5b9a\u4e49\u804a\u5230\u4e86\u793e\u4f1a\u8ba4\u77e5\uff0c\u628a\u8fd9\u4e2a\u7565\u663e\u65e0\u5398\u5934\u7684\u95ee\u9898\u89e3\u91ca\u5f97\u6e05\u6e05\u695a\u695a\u3001\u660e\u660e\u767d\u767d\u3002<\/p>\n

<\/a><\/p>\n

\u6b64\u5916\uff0c\u6587\u5fc3 4.5 \u5728\u641c\u7d22\u65b9\u9762\u4e5f\u6709\u4e86\u66f4\u5927\u7684\u8fdb\u6b65\u3002<\/p>\n

\u5c31\u62ff\u6700\u8fd1\u5927\u706b\u7684\u7f51\u7edc\u70ed\u6897\u300c\u9995\u8a00\u6587\u300d\u6765\u8bf4\uff0c\u5b83\u627e\u5230\u4e86 8 \u6761\u53c2\u8003\u4fe1\u6e90\uff0c\u9664\u4e86\u767e\u5bb6\u53f7\u5916\uff0c\u8fd8\u5305\u62ec\u65b0\u4eac\u62a5\u7f51\u3001\u817e\u8baf\u7f51\u7b49\u5176\u4ed6\u6765\u6e90\u3002<\/p>\n

\u800c\u4e14\uff0c\u6587\u5fc3 4.5 \u7ecf\u8fc7\u5206\u6790\u603b\u7ed3\u7ed9\u51fa\u56de\u7b54\u540e\uff0c\u8fd8\u5728\u672b\u5c3e\u9644\u4e0a\u4e86\u76f8\u5173\u89c6\u9891\u4ee5\u4f9b\u53c2\u8003\u3002<\/p>\n

<\/a><\/p>\n

\u6838\u5fc3\u6280\u672f\u5927\u63ed\u79d8<\/strong><\/p>\n

\u7ecf\u8fc7\u5b9e\u6d4b\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\u767e\u5ea6\u6700\u65b0\u53d1\u5e03\u7684\u4e24\u4e2a\u6a21\u578b\u5df2\u7ecf\u51fa\u73b0\u4e86\u8d28\u7684\u98de\u8dc3\u3002<\/p>\n

\u591a\u9879\u6280\u672f\u52a0\u6301\u7684\u6587\u5fc3 X1<\/strong><\/p>\n

\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\uff0cAI \u5708\u7126\u70b9\u65e0\u7591\u662f\u5173\u4e8e\u300cScaling Law \u662f\u5426\u649e\u5899\uff1f\u300d\u7684\u8ba8\u8bba\uff0c\u8fd9\u4e2a\u66fe\u7ecf\u88ab\u89c6\u4f5c\u5927\u6a21\u578b\u53d1\u5c55\u7684\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u5982\u4eca\u5374\u906d\u9047\u4e86\u5de8\u5927\u6311\u6218\u3002<\/p>\n

\u9762\u5bf9\u5927\u6a21\u578b\u6027\u80fd\u63d0\u5347\u7684\u8fb9\u9645\u6548\u76ca\u9012\u51cf\u95ee\u9898\uff0c\u6d4b\u8bd5\u65f6\u8ba1\u7b97\uff08Test-Time Compute\uff09\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u7b56\u7565\u6210\u4e3a\u4e00\u79cd\u6709\u6548\u7684\u5e94\u5bf9\u65b9\u5f0f\u3002<\/p>\n

\u767e\u5ea6\u5728\u5f3a\u5316\u5b66\u4e60\u65b9\u9762\u4e5f\u4e0b\u8db3\u4e86\u529f\u592b\uff0c\u53d1\u5e03\u7684\u63a8\u7406\u6a21\u578b\u6587\u5fc3 X1 \u521b\u65b0\u6027\u5730\u5e94\u7528\u4e86\u9012\u8fdb\u5f0f\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65b9\u6cd5<\/strong>\u3002\u91c7\u7528\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5168\u9762\u63d0\u5347\u6a21\u578b\u5728\u521b\u4f5c\u3001\u641c\u7d22\u3001\u5de5\u5177\u8c03\u7528\u3001\u63a8\u7406\u7b49\u573a\u666f\u7684\u7efc\u5408\u5e94\u7528\u80fd\u529b\u3002<\/p>\n

\u6bd4\u5982\u4e0a\u6587\u6211\u4eec\u4f53\u9a8c\u7684\u300c\u8f93\u5165\u4e00\u5f20\u56fe\u7247\uff0c\u8981\u6c42\u6587\u5fc3 X1 \u6839\u636e\u63d0\u793a\u8f93\u51fa PDF \u683c\u5f0f\u7684\u6587\u4ef6\u300d\uff0c\u5c31\u79bb\u4e0d\u5f00\u8fd9\u79cd\u8bad\u7ec3\u65b9\u5f0f\u3002<\/p>\n

\u73b0\u9636\u6bb5\uff0c\u63a8\u7406\u6a21\u578b\u51e0\u4e4e\u90fd\u91c7\u7528\u4e86\u4e00\u79cd\u79f0\u4e3a\u601d\u7ef4\u94fe\uff08Chain of Thought\uff0cCoT\uff09\u7684\u6280\u672f\uff0c\u4e0e\u4f20\u7edf\u7684\u76f4\u63a5\u4ece\u8f93\u5165\u5230\u8f93\u51fa\u7684\u6620\u5c04\u4e0d\u540c\uff0c\u601d\u7ef4\u94fe\u901a\u8fc7\u663e\u5f0f\u5c55\u793a\u4e2d\u95f4\u63a8\u7406\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u548c\u89e3\u51b3\u590d\u6742\u95ee\u9898\u3002<\/p>\n

\u66f4\u8fdb\u4e00\u6b65\u7684\uff0c\u6587\u5fc3 X1 \u5177\u5907 \u201c\u957f\u601d\u7ef4\u94fe\u201d\uff0c\u91c7\u7528\u4e86\u601d\u7ef4\u94fe\u548c\u884c\u52a8\u94fe\u8026\u5408\u7684\u7aef\u5230\u7aef\u8bad\u7ec3\u65b9\u5f0f<\/strong>\u3002\u601d\u7ef4\u94fe\u4f7f\u5f97\u6a21\u578b\u5728\u89e3\u51b3\u95ee\u9898\u65f6\uff0c\u4e00\u6b65\u4e00\u6b65\u5199\u4e0b\u601d\u8003\u8fc7\u7a0b\uff0c\u5c31\u50cf\u6211\u4eec\u505a\u6570\u5b66\u9898\u65f6\uff0c\u9700\u8981\u5199\u4e0b\u89e3\u9898\u6b65\u9aa4\u4e00\u6837\u3002\u800c\u884c\u52a8\u94fe\u662f\u6a21\u578b\u5728\u601d\u8003\u8fc7\u7a0b\u4e2d\u51b3\u5b9a\u91c7\u53d6\u7684\u884c\u52a8\uff0c\u6bd4\u5982\u641c\u7d22\u4fe1\u606f\u3001\u8c03\u7528\u5de5\u5177\u7b49\u3002<\/p>\n

\u5728\u7aef\u5230\u7aef\u8bad\u7ec3\u4e2d\uff0c\u6587\u5fc3 X1 \u4e0d\u662f\u53ea\u5b66\u4e60\u601d\u8003\u6216\u8005\u53ea\u5b66\u4e60\u884c\u52a8\uff0c\u800c\u662f\u628a\u601d\u8003\u548c\u884c\u52a8\u7ed3\u5408\u8d77\u6765\uff0c\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u6bcf\u6b21\u884c\u52a8\u7684\u7ed3\u679c\u53cd\u9988\uff0c\u8c03\u6574\u81ea\u5df1\u7684\u601d\u8003\u548c\u884c\u52a8\u7b56\u7565\uff0c\u6700\u7ec8\u663e\u8457\u63d0\u5347\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n

\u6700\u540e\uff0c\u6587\u5fc3 X1 \u8fd8\u91c7\u7528\u4e86\u591a\u5143\u7edf\u4e00\u7684\u5956\u52b1\u7cfb\u7edf<\/strong>\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u5c31\u50cf\u4e00\u4e2a\u300c\u8d85\u7ea7\u88c1\u5224\u300d\uff0c\u7528\u6765\u8bc4\u4ef7\u6a21\u578b\u505a\u5f97\u597d\u4e0d\u597d\u3002\u8fd9\u4e2a\u300c\u88c1\u5224\u300d\u5728\u8bc4\u4f30\u8fc7\u7a0b\u4e2d\u7ed3\u5408\u4e86\u591a\u79cd\u4e0d\u540c\u7684\u5956\u52b1\u673a\u5236\uff0c\u80fd\u591f\u4ece\u591a\u4e2a\u89d2\u5ea6\u7ed9\u6a21\u578b\u53cd\u9988\u3002\u8fd9\u6837\u7684\u8bdd\uff0c\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5c31\u80fd\u5f97\u5230\u66f4\u51c6\u786e\u3001\u66f4\u53ef\u9760\u7684\u6307\u5bfc\uff0c\u4e3a\u6a21\u578b\u8bad\u7ec3\u63d0\u4f9b\u66f4\u52a0\u9c81\u68d2\u7684\u53cd\u9988\u3002<\/p>\n

\u6587\u5fc3 4.5 \u7528\u5230\u7684\u300c\u6cd5\u5b9d\u300d<\/strong><\/p>\n

\u81f3\u4e8e\u6587\u5fc3 4.5\uff0c\u80cc\u540e\u7684\u6280\u672f\u4e5f\u4e0d\u5bb9\u5c0f\u89d1\u3002<\/p>\n

\u9996\u5148\u662f\u00a0FlashMask \u52a8\u6001\u6ce8\u610f\u529b\u63a9\u7801<\/strong>\u3002FlashMask \u662f\u7531\u767e\u5ea6\u98de\u6868\u56e2\u961f\u5728\u8bba\u6587\u300aFlashMask: Efficient and Rich Mask Extension of FlashAttention\u300b\u4e2d\u63d0\u51fa\u7684\u4e00\u79cd\u521b\u65b0\u7684\u6ce8\u610f\u529b\u63a9\u7801\u4f18\u5316\u6280\u672f\uff0c\u65e8\u5728\u89e3\u51b3 Transformer \u7c7b\u5927\u6a21\u578b\u4e2d\u6ce8\u610f\u529b\u63a9\u7801\u8ba1\u7b97\u7684\u5197\u4f59\u548c\u5b58\u50a8\u5f00\u9500\u95ee\u9898\u3002FlashMask \u901a\u8fc7\u5217\u5f0f\u7a00\u758f\u63a9\u7801\u8868\u793a\u65b9\u6cd5\uff0c\u5c06\u4f20\u7edf\u7684\u4e8c\u7ef4\u7a20\u5bc6\u63a9\u7801\u77e9\u9635\u8f6c\u6362\u4e3a\u4e00\u7ef4\u7684\u884c\u7d22\u5f15\u533a\u95f4\u8868\u793a\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u4e86\u5b58\u50a8\u590d\u6742\u5ea6\uff0c\u4ece O (N^2) \u964d\u4f4e\u5230 O (N)\u3002\u6781\u81f4\u7684\u52a0\u901f\u4e86\u5927\u6a21\u578b\u8bad\u7ec3\u6548\u7387\uff0c\u5c24\u5176\u662f\u957f\u5e8f\u5217\u573a\u666f\u4e0b\u7684\u8bad\u7ec3\u6548\u7387\u3002<\/p>\n

\u76f8\u5173\u8bba\u6587\u5df2\u5165\u9009\u9876\u4f1a ICLR 2025 \u3002<\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2410.01359<\/p>\n

\u5176\u6b21\u5c31\u662f\u591a\u6a21\u6001\u5f02\u6784\u4e13\u5bb6\u6269\u5c55\u6280\u672f<\/strong>\u3002\u8be5\u6280\u672f\u662f\u4e00\u79cd\u7ed3\u5408\u591a\u6a21\u6001\u6570\u636e\u5904\u7406\u4e0e\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09\u7684\u521b\u65b0\u67b6\u6784\uff0c\u65e8\u5728\u901a\u8fc7\u9488\u5bf9\u4e0d\u540c\u6a21\u6001\u7279\u70b9\u6784\u5efa\u7684\u5f02\u6784\u4e13\u5bb6\u6a21\u5757\uff0c\u89e3\u51b3\u591a\u6a21\u6001\u878d\u5408\u4e2d\u7684\u68af\u5ea6\u4e0d\u5747\u8861\u95ee\u9898\uff0c\u63d0\u5347\u6a21\u578b\u7684\u591a\u6a21\u6001\u878d\u5408\u80fd\u529b\u3002\u591a\u6a21\u6001\u5f02\u6784\u4e13\u5bb6\u6269\u5c55\u6280\u672f\u5728\u591a\u4e2a\u5e94\u7528\u573a\u666f\u4e2d\u5c55\u73b0\u4e86\u663e\u8457\u4f18\u52bf\uff0c\u4f8b\u5982\u591a\u6a21\u6001\u95ee\u7b54\u4efb\u52a1\uff0c\u8fd9\u79cd\u6280\u672f\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5904\u7406\u590d\u6742\u7684\u591a\u6a21\u6001\u6570\u636e\u3002<\/p>\n

\u6587\u5fc3 4.5 \u8fd8\u91c7\u7528\u4e86\u65f6\u7a7a\u7ef4\u5ea6\u8868\u5f81\u538b\u7f29\u6280\u672f<\/strong>\uff0c\u8fd9\u662f\u4e00\u79cd\u628a\u56fe\u7247\u548c\u89c6\u9891\u91cc\u7684\u5173\u952e\u4fe1\u606f\u8fdb\u884c\u6d53\u7f29\u7684\u65b9\u6cd5\u3002\u5728\u4e0d\u4e22\u5931\u91cd\u8981\u7ec6\u8282\u7684\u60c5\u51b5\u4e0b\uff0c\u5728\u65f6\u7a7a\u7ef4\u5ea6\u5bf9\u56fe\u7247\u548c\u89c6\u9891\u7684\u8bed\u4e49\u8868\u5f81\u8fdb\u884c\u9ad8\u6548\u538b\u7f29\uff0c\u8ba9\u8fd9\u4e9b\u6570\u636e\u53d8\u5f97\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u8bad\u7ec3\u591a\u6a21\u6001\u6a21\u578b\uff08\u4e5f\u5c31\u662f\u540c\u65f6\u5904\u7406\u6587\u5b57\u3001\u56fe\u7247\u3001\u89c6\u9891\u7b49\u591a\u79cd\u6570\u636e\u7684\u6a21\u578b\uff09\u65f6\u5c31\u80fd\u66f4\u5feb\u3001\u66f4\u7701\u8d44\u6e90\u3002<\/p>\n

\u524d\u6587\u6211\u4eec\u5df2\u7ecf\u63d0\u5230\uff0c\u6587\u5fc3 4.5 \u5e7b\u89c9\u95ee\u9898\u5f97\u5230\u4e86\u6781\u5927\u7684\u63d0\u5347\uff0c\u800c\u8fd9\u79bb\u4e0d\u5f00\u767e\u5ea6\u91c7\u7528\u7684\u57fa\u4e8e\u77e5\u8bc6\u70b9\u7684\u5927\u89c4\u6a21\u6570\u636e\u6784\u5efa\u6280\u672f<\/strong>\u3002\u77e5\u8bc6\u5206\u7ea7\u91c7\u6837\u4f18\u5148\u628a\u91cd\u8981\u7684\u3001\u6838\u5fc3\u7684\u77e5\u8bc6\u6311\u51fa\u6765\uff0c\u63a5\u7740\u628a\u6311\u51fa\u6765\u7684\u77e5\u8bc6\u70b9\u8fdb\u884c\u538b\u7f29\uff0c\u53bb\u6389\u591a\u4f59\u7684\u90e8\u5206\uff0c\u628a\u76f8\u5173\u7684\u77e5\u8bc6\u878d\u5408\u5728\u4e00\u8d77\u3002\u5bf9\u4e8e\u90a3\u4e9b\u6bd4\u8f83\u5c11\u89c1\u3001\u4e0d\u592a\u597d\u627e\u7684\u77e5\u8bc6\u70b9\uff0c\u4e13\u95e8\u5408\u6210\u4e00\u4e9b\u76f8\u5173\u5185\u5bb9\uff0c\u786e\u4fdd\u8fd9\u4e9b\u91cd\u8981\u7684\u5c0f\u4f17\u77e5\u8bc6\u4e5f\u4e0d\u4f1a\u88ab\u9057\u6f0f\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u6a21\u578b\u5e7b\u89c9\u5927\u5927\u964d\u4f4e\u3002<\/p>\n

\u6b64\u5916\uff0c\u6587\u5fc3 4.5 \u8fd8\u7528\u5230\u4e86\u57fa\u4e8e\u81ea\u53cd\u9988\u7684 Post-training \u6280\u672f<\/strong>\u3002\u8fd9\u662f\u4e00\u79cd\u901a\u8fc7\u591a\u79cd\u8bc4\u4f30\u65b9\u5f0f\u4e0d\u65ad\u4f18\u5316\u6a21\u578b\u7684\u540e\u8bad\u7ec3\u65b9\u6cd5\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u8ba9\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u53cd\u601d\u81ea\u5df1\u7684\u8868\u73b0\uff0c\u6839\u636e\u4e0d\u540c\u7684\u8bc4\u4ef7\u6807\u51c6\u8c03\u6574\u81ea\u5df1\uff0c\u4ece\u800c\u8ba9\u6a21\u578b\u53d8\u5f97\u66f4\u7a33\u5b9a\u3001\u66f4\u53ef\u9760\u3002\u8fd9\u79cd\u6280\u672f\u8fd8\u80fd\u663e\u8457\u63d0\u5347\u9884\u8bad\u7ec3\u6a21\u578b\u7406\u89e3\u4eba\u7c7b\u610f\u56fe\u7684\u80fd\u529b\uff0c\u8ba9\u6a21\u578b\u7684\u56de\u7b54\u66f4\u7b26\u5408\u4eba\u7c7b\u7684\u671f\u671b\u3002<\/p>\n

\u90a3\u4e48\u6587\u5fc3 4.5 \u4e0e\u5176\u4ed6\u6a21\u578b\u5bf9\u6bd4\u7ed3\u679c\u5982\u4f55\u5462\uff1f<\/p>\n

\u4e0b\u56fe\u5c55\u793a\u4e86\u6587\u5fc3 4.5 \u4e0e GPT-4o \u5728\u591a\u6a21\u6001\u6027\u80fd\u4e0a\u7684\u5bf9\u6bd4\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u6587\u5fc3 4.5 \u5728\u5927\u591a\u6570\u6d4b\u8bd5\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e GPT-4o\uff0c\u5c24\u5176\u662f\u5728 OCRBench\u3001MathVista\u3001DocVQA \u548c MVBench \u4e0a\uff0c\u4e24\u8005\u5dee\u8ddd\u8f83\u4e3a\u660e\u663e\u3002GPT-4o \u4ec5\u5728 MMMU \u4e0a\u7684\u8868\u73b0\u76f8\u5bf9\u8f83\u597d\uff0c\u4f46\u5728\u5176\u4ed6\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u4e0d\u5982\u6587\u5fc3 4.5\u3002\u5728\u5e73\u5747\u503c\u4e0a\uff0c\u6587\u5fc3 4.5 \u7684\u5f97\u5206\u7565\u9ad8\u4e8e GPT-4o\uff0c\u663e\u793a\u51fa\u6587\u5fc3 4.5 \u5728\u6574\u4f53\u6027\u80fd\u4e0a\u7684\u4f18\u52bf\u3002<\/p>\n

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

\u4e0b\u56fe\u6bd4\u8f83\u4e86\u56db\u4e2a\u4e0d\u540c\u6a21\u578b\uff08\u6587\u5fc3 4.5\u3001DeepSeek-V3-Chat\u3001GPT-4o \u548c GPT-4.5\uff09\u5728\u6587\u672c\u6d4b\u8bd5\u57fa\u51c6\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\u3002\u7ed3\u679c\u663e\u793a\u6587\u5fc3 4.5 \u5728\u5927\u591a\u6570\u6d4b\u8bd5\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\uff0c\u5c24\u5176\u662f\u5728 C-Eval\u3001CMMLU\u3001CMath \u548c CLUEWSC \u7b49\u57fa\u51c6\u4e0a\u3002<\/p>\n

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

RAG \u76f8\u5173\u6280\u672f<\/strong><\/p>\n

RAG \u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval Augmented Generation\uff09\uff0c\u5df2\u7ecf\u6210\u4e3a\u5f53\u524d\u6700\u706b\u70ed\u7684 LLM \u5e94\u7528\u65b9\u6848\uff0c \u662f\u8861\u91cf\u5927\u6a21\u578b\u4f18\u52a3\u7684\u91cd\u8981\u7ef4\u5ea6\u3002<\/p>\n

\u73b0\u5728\u5927\u6a21\u578b\u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u867d\u7136\u5f88\u5f3a\u5927\uff0c\u4f46\u4e5f\u6709\u7f3a\u70b9\uff0c\u6bd4\u5982\uff1a\u5e7b\u89c9\u73b0\u8c61\u5bfc\u81f4 LLM \u6709\u65f6\u4f1a\u300c\u778e\u7f16\u300d\u4e00\u4e9b\u4e0d\u5b58\u5728\u7684\u4fe1\u606f\uff1b\u8fd8\u6709\u5927\u6a21\u578b\u638c\u63e1\u7684\u4fe1\u606f\u5e76\u4e0d\u662f\u6700\u65b0\u77e5\u8bc6\uff0c\u77e5\u8bc6\u7cfb\u7edf\u66f4\u65b0\u5f88\u6162\uff1b\u6b64\u5916\uff0c\u751f\u6210\u7684\u5185\u5bb9\u7f3a\u4e4f\u900f\u660e\u5ea6\u7b49\u4e00\u7cfb\u5217\u95ee\u9898\uff0c\u5bfc\u81f4\u5927\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5e76\u4e0d\u662f\u5f88\u7406\u60f3\u3002<\/p>\n

RAG \u901a\u8fc7\u68c0\u7d22\u6700\u65b0\u7684\u3001\u76f8\u5173\u7684\u77e5\u8bc6\uff0c\u89e3\u51b3\u4e86\u4e0a\u8ff0\u95ee\u9898\uff0c\u8ba9\u751f\u6210\u7684\u5185\u5bb9\u66f4\u53ef\u9760\u3001\u66f4\u51c6\u786e\u3002<\/p>\n

\u767e\u5ea6\u7814\u53d1\u7684\u300c\u7406\u89e3 – \u68c0\u7d22 – \u751f\u6210\u300d\u534f\u540c\u4f18\u5316\u68c0\u7d22\u589e\u5f3a\u6280\u672f\uff0c\u63d0\u5347\u4e86\u5927\u6a21\u578b\u6280\u672f\u53ca\u5e94\u7528\u7684\u6548\u679c\uff0c\u80fd\u591f\u751f\u6210\u51c6\u786e\u7387\u66f4\u9ad8\u3001\u65f6\u6548\u6027\u66f4\u597d\u7684\u7b54\u6848\u3002\u800c\u4e14\uff0c\u767e\u5ea6\u5728 RAG \u6280\u672f\u4e0a\u5177\u5907\u4e2d\u6587\u6df1\u5ea6\u7406\u89e3\u3001\u591a\u6a21\u6001\u68c0\u7d22\u3001\u5782\u76f4\u9886\u57df\u5b9a\u5236\u5316\u4ee5\u53ca\u5b9e\u65f6\u6570\u636e\u6574\u5408\u80fd\u529b\u7b49\u4f18\u52bf\uff0c\u5728\u4e2d\u6587\u4e92\u8054\u7f51\u3001\u4f01\u4e1a\u670d\u52a1\u3001\u653f\u52a1\u533b\u7597\u7b49\u573a\u666f\u4e2d\u66f4\u5177\u5b9e\u7528\u6027\u548c\u7ade\u4e89\u529b\u3002<\/p>\n

\u6b64\u5916\uff0c\u5728\u56fd\u5185\u5916\u4e3b\u6d41\u5927\u6a21\u578b\u7684 RAG \u80fd\u529b\u5b9e\u6d4b\u4e2d\uff0c\u767e\u5ea6\u6587\u5fc3\u4e00\u8a00\u7efc\u5408\u8868\u73b0\u6700\u4f73\u3002<\/p>\n

\u867d\u7136\u4f20\u7edf\u7684 RAG \u5df2\u7ecf\u57fa\u672c\u89e3\u51b3\u4e86\u5927\u6a21\u578b\u5728\u6587\u672c\u751f\u6210\u5c42\u9762\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u4f46\u5728\u591a\u6a21\u6001\u9886\u57df\uff0c\u5c24\u5176\u662f\u56fe\u7247\u751f\u6210\u9886\u57df\uff0c\u4f20\u7edf RAG \u5df2\u7ecf\u8fdc\u8fdc\u4e0d\u591f\u7528\u4e86\u3002<\/p>\n

\u6bd4\u5982\uff0c\u6211\u4eec\u7ecf\u5e38\u770b\u5230\u751f\u6210\u7684\u56fe\u7247\u51fa\u73b0\u660e\u663e\u7684\u903b\u8f91\u9519\u8bef\u7b49\u95ee\u9898\u3002\u5373\u4f7f\u7ed3\u679c\u7b26\u5408\u8981\u6c42\uff0c\u4f46\u770b\u4e0a\u53bb\u4e5f\u662f\u4e00\u80a1 AI \u5473\uff0c\u8fd9\u4e9b\u95ee\u9898\u4e25\u91cd\u5f71\u54cd\u4e86 AI \u751f\u6210\u56fe\u50cf\u7684\u5b9e\u7528\u6027\u548c\u53ef\u4fe1\u5ea6\u3002<\/p>\n

\u6b63\u5982\u767e\u5ea6\u521b\u59cb\u4eba\u3001\u8463\u4e8b\u957f\u517c\u9996\u5e2d\u6267\u884c\u5b98\u674e\u5f66\u5b8f\u5728\u767e\u5ea6\u4e16\u754c 2024 \u5927\u4f1a\u4e0a\u6240\u63d0\u51fa\u7684\uff1a\u300c\u6587\u5b57\u5c42\u9762\u7684 RAG \u5df2\u7ecf\u505a\u5f97\u5f88\u597d\uff0c\u57fa\u672c\u8ba9\u5927\u6a21\u578b\u6d88\u9664\u4e86\u5e7b\u89c9\uff1b\u4f46\u5728\u56fe\u50cf\u7b49\u591a\u6a21\u6001\u65b9\u9762\uff0c\u548c RAG \u7684\u7ed3\u5408\u8fd8\u4e0d\u591f\uff0c\u8fd9\u4e5f\u662f\u767e\u5ea6\u5e0c\u671b\u91cd\u70b9\u7a81\u7834\u7684\u65b9\u5411\u3002\u300d<\/p>\n

\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u767e\u5ea6\u81ea\u7814\u4e86\u4e00\u79cd\u68c0\u7d22\u589e\u5f3a\u7684\u6587\u751f\u56fe\u6280\u672f iRAG\uff08image based RAG\uff09\uff0c\u65e8\u5728\u89e3\u51b3\u4f20\u7edf\u6587\u751f\u56fe\u7cfb\u7edf\u4e2d\u5e38\u89c1\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u63d0\u5347\u751f\u6210\u56fe\u50cf\u7684\u51c6\u786e\u6027\u548c\u5b9e\u7528\u6027\u3002<\/p>\n

\u5728\u62e5\u6709\u4ebf\u7ea7\u7684\u56fe\u7247\u8d44\u6e90\u548c\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\u80fd\u529b\uff0c\u767e\u5ea6 iRAG \u5c06\u8fd9\u4e9b\u4f18\u52bf\u76f8\u7ed3\u5408\uff0c\u907f\u514d\u4e86\u4f20\u7edf\u6587\u751f\u56fe\u7cfb\u7edf\u4e2d\u4e00\u773c\u5047\u7684\u95ee\u9898\uff0c\u751f\u6210\u7684\u56fe\u50cf\u4e0d\u4ec5\u8d85\u771f\u5b9e\uff0c\u8fd8\u5177\u5907\u6781\u9ad8\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n

\u7ed3\u8bed<\/strong><\/p>\n

\u8fd9\u6b21\uff0c\u767e\u5ea6\u4e00\u53e3\u6c14\u4e0a\u7ebf\u4e86\u4e24\u6b3e\u5927\u6a21\u578b\uff0c\u603b\u7b97\u626c\u7709\u5410\u6c14\u4e86\u4e00\u56de\u3002<\/p>\n

\u8fd1\u5341\u5e74\u6765\uff0c\u767e\u5ea6\u4e00\u5411\u820d\u5f97\u5728\u7814\u53d1\u4e0a\u7838\u94b1\u3002\u622a\u81f3\u76ee\u524d\uff0c\u767e\u5ea6\u5df2\u7d2f\u8ba1\u6295\u5165\u8d85\u8fc7 1800 \u4ebf\u5143\u3002<\/p>\n

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