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\"\u5c06DSA\u6ce8\u610f\u529b\u5f15\u5165\u591a\u6a21\u6001\uff0c\u5feb\u624bKeye2.0\u5f00\u542f\u5f3a\u5316\u63a8\u7406\u65b0\u8303\u5f0f\"\/<\/div><\/figure>\n
\"\u5c06DSA\u6ce8\u610f\u529b\u5f15\u5165\u591a\u6a21\u6001\uff0c\u5feb\u624bKeye2.0\u5f00\u542f\u5f3a\u5316\u63a8\u7406\u65b0\u8303\u5f0f\"\/<\/div><\/figure>\n
\"\u5c06DSA\u6ce8\u610f\u529b\u5f15\u5165\u591a\u6a21\u6001\uff0c\u5feb\u624bKeye2.0\u5f00\u542f\u5f3a\u5316\u63a8\u7406\u65b0\u8303\u5f0f\"\/<\/div><\/figure>\n

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Keye-VL-2.0-30B-A3B\u5728\u5e95\u5c42\u67b6\u6784\u4e0a\u5b8c\u6210\u4e86\u5173\u952e\u8de8\u8d8a\u2014\u2014\u9996\u6b21\u5728\u591a\u6a21\u6001\u7406\u89e3\u573a\u666f\u4e2d\u6210\u529f\u5e94\u7528\u4e86DSA\uff08DeepSeek Sparse Attention\uff09\u3002<\/p>\n

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\u4f5c\u4e3a30B\u7ea7\u522b\u7684\u57fa\u5ea7\uff0cKeye-VL-2.0-30B-A3B\u4e0d\u4ec5\u5728\u65f6\u5e8f\u7406\u89e3\u4e0a\u663e\u8457\u4f18\u4e8e\u8d85\u4e24\u5343\u4ebf\u53c2\u6570\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u66f4\u5728\u5e95\u5c42\u7b97\u529b\u6548\u80fd\u4e0a\u5b9e\u73b0\u4e86\u98de\u8dc3\u3002<\/p>\n

\u4e00\u65b9\u9762\u662f\u63a8\u7406\u6210\u672c\u5927\u5e45\u644a\u8584\uff0c\u5f15\u5165DSA\u67b6\u6784\u4e0e\u7cfb\u7edf\u7ea7\u5de5\u7a0b\u4f18\u5316\u540e\uff0c\u6a21\u578b\u957f\u5e8f\u5217Prefill\uff08\u9884\u586b\u5145\uff09\u9636\u6bb5\u6210\u672c\u964d\u4f4e\u4e8650%\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0c\u968f\u7740\u8f93\u5165\u89c6\u9891\u4e0a\u4e0b\u6587\u7684\u62c9\u957f\uff0c\u4f20\u7edfFull Attention\u7684Decode\u8ba1\u7b97\u91cf\u4f1a\u5448\u6307\u6570\u7ea7\u66b4\u589e\uff0c\u800c\u5feb\u624b\u56e2\u961f\u57fa\u4e8eDSA\u7684Decode\u6210\u672c\u66f2\u7ebf\u5c55\u73b0\u51fa\u4e86\u6781\u5176\u5e73\u7f13\u7684\u589e\u957f\u6001\u52bf\uff0c\u4e3a\u8d85\u957f\u89c6\u9891\u7684\u5927\u89c4\u6a21\u843d\u5730\u63d0\u4f9b\u4e86\u6781\u5177\u7ade\u4e89\u529b\u7684\u4f4e\u6210\u672c\u65b9\u6848\u3002<\/p>\n

\u53e6\u4e00\u65b9\u9762\u662f\u7834\u89e3\u957f\u89c6\u9891\u8bad\u7ec3\u74f6\u9888\uff0c\u5feb\u624b\u6253\u9020\u4e86\u4e13\u4e3a\u957f\u89c6\u9891\u3001\u53d8\u957f\u5e8f\u5217\u670d\u52a1\u7684\u8bad\u7ec3Infra\uff1a<\/p>\n

\u57fa\u4e8e\u5f3a\u5927\u7684\u5e95\u5c42\u57fa\u7840\u67b6\u6784\uff0c\u5feb\u624b\u56e2\u961f\u5728\u201c\u65f6\u7a7a\u7edf\u4e00\u7f16\u7801\u201d\u4e0e\u201c\u957f\u65f6\u5e8f\u7279\u5f81\u805a\u5408\u201d\u4e0a\u8fdb\u884c\u4e86\u6df1\u5ea6\u4f18\u5316\u3002<\/p>\n

\u76f8\u8f83\u4e8e\u5386\u53f2\u7248\u672c\uff0cKeye-VL-2.0-30B-A3B\u7684\u89c6\u9891\u7406\u89e3\u80fd\u529b\u5b9e\u73b0\u4e86\u5168\u65b9\u4f4d\u8dc3\u5347\uff0c\u4e0d\u4ec5\u5728\u5f53\u524d\u540c\u5c3a\u5bf8\u6a21\u578b\u4e2d\u767b\u9876SOTA\uff0c\u66f4\u5728\u591a\u9879\u6838\u5fc3\u65f6\u5e8f\u6307\u6807\u4e0a\u8de8\u8d8a\u4e86\u5c3a\u5bf8\u58c1\u5792\u3002<\/p>\n

\u6a21\u578b\u4e0d\u4ec5\u80fd\u201c\u770b\u61c2\u201d\u753b\u9762\u7684\u9759\u6001\u5207\u7247\uff0c\u66f4\u5177\u5907\u4e86\u5f3a\u5927\u7684\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

\u8fd9\u4e00\u8de8\u8d8a\u5f0f\u7684\u8fdb\u5316\uff0c\u5728\u591a\u9879\u6743\u5a01\u89c6\u9891\u7406\u89e3\u699c\u5355\u7684\u6700\u7ec8\u5b9a\u7248\u5b9e\u6d4b\u4e2d\u5f97\u5230\u4e86\u6781\u5176\u6709\u529b\u7684\u6570\u636e\u5370\u8bc1\u3002<\/p>\n

\u5b83\u6253\u7834\u4e86\u201c\u957f\u4e0a\u4e0b\u6587\u8870\u51cf\u201d\u9b54\u5492\uff08VideoMME V2\uff09\uff0c\u4e5f\u5c31\u662f\u4e1a\u754c\u666e\u904d\u9762\u4e34\u7740\u7684\u201c\u8f93\u5165\u5e27\u6570\u8d8a\u591a\uff0c\u6ce8\u610f\u529b\u8d8a\u7a00\u91ca\u3001\u51c6\u786e\u7387\u8d8a\u4f4e\u201d\u7684\u75db\u70b9\u3002<\/p>\n

Keye-VL-2.0-30B-A3B\u5f7b\u5e95\u626d\u8f6c\u4e86\u8fd9\u4e00\u8d8b\u52bf\u2014\u2014\u5f53\u8f93\u5165\u89c6\u9891\u4ece64\u5e27\u6781\u9650\u6269\u5c55\u81f3512\u5e27\u65f6\uff0c\u6a21\u578b\u7684\u5e73\u5747\u51c6\u786e\u7387\uff08ACC\uff09\u4e0d\u4ec5\u672a\u89c1\u8870\u51cf\uff0c\u53cd\u800c\u4ece35.34%\u9006\u52bf\u5927\u5e45\u98d9\u5347\u81f342.44%\u3002<\/p>\n

\u540c\u65f6\uff0c\u4ee3\u8868\u590d\u6742\u903b\u8f91\u6df1\u5ea6\u7684\u975e\u7ebf\u6027\u5f97\u5206\uff08Non-Liner Score\uff09\u4ea6\u4ece18.54\u7a33\u6b65\u8de8\u8d8a\u81f324.19\u3002<\/p>\n

\u8fd9\u79cd\u53cd\u76f4\u89c9\u8868\u73b0\uff0c\u5b8c\u7f8e\u9a8c\u8bc1\u4e86\u5176\u5728\u8d85\u957f\u5e8f\u5217\u4e0b\u7684\u7edd\u5bf9\u7edf\u6cbb\u529b\u3002<\/p>\n

\u8d85\u957f\u89c6\u9891\u7efc\u5408\u7406\u89e3\uff08LongVideoBench\uff09\u65b9\u9762\uff0c\u5f53\u6a21\u578b\u9762\u5bf9\u957f\u8fbe\u6570\u5341\u5206\u949f\u751a\u81f3\u5c0f\u65f6\u7ea7\u7684\u590d\u6742\u89c6\u9891\u7406\u89e3\u4efb\u52a1\u65f6\uff0c\u65a9\u83b7\u4e8674.10\u7684\u9ad8\u5206\uff0c\u5c06\u540c\u7ea7\u522b\u5f00\u6e90\u57fa\u5ea7\u8fdc\u8fdc\u7529\u5728\u8eab\u540e\uff0c\u8de8\u7ea7\u903c\u8fd1\u9876\u7ea7\u95ed\u6e90\u5de8\u5934\u3002<\/p>\n

\u771f\u6b63\u7684\u957f\u89c6\u9891\u7406\u89e3\uff0c\u662f\u5bf9\u590d\u6742\u5267\u60c5\u8dcc\u5b95\u3001\u7a7a\u95f4\u8df3\u8dc3\u4e0e\u60c5\u611f\u6697\u7ebf\u7684\u5168\u9762\u6d1e\u5bdf\u3002<\/p>\n

\u6211\u4eec\u5411\u6a21\u578b\u8f93\u5165\u4e86\u4e00\u6bb5\u957f\u8fbe8\u5206\u949f\u3001\u8bb0\u5f55\u201c\u957f\u767d\u5c71\u4e91\u9876\u5929\u5bab\u96ea\u96d5\u91cd\u5efa\u201d\u7684\u7eaa\u5f55\u7247\uff0c\u8981\u6c42\u5176\u7ed9\u51fa\u8be6\u7ec6\u7684\u573a\u666f\u5212\u5206\u4e0e\u53d9\u4e8b\u603b\u7ed3\u3002<\/p>\n

\u3010\u89c6\u9891\u8bf7\u5230\u516c\u4f17\u53f7\u67e5\u770b\u3011<\/p>\n

\u9762\u5bf9\u8fd9\u90e8\u5145\u6ee1\u6ce2\u6298\u7684\u7fa4\u50cf\u77ed\u7247\uff0c\u6a21\u578b\u4e0d\u4ec5\u7cbe\u51c6\u5207\u5206\u4e868\u4e2a\u6838\u5fc3\u573a\u666f\uff0c\u66f4\u5c55\u73b0\u51fa\u4e86\u60ca\u4eba\u7684\u201c\u53d9\u4e8b\u89e3\u6784\u201d\u80fd\u529b\uff1a<\/p>\n

\u8fd9\u6837\u7684\u8868\u73b0\uff0c\u5df2\u7ecf\u8d85\u8d8a\u4e86\u89c6\u9891\u6253\u6807\u5458\uff0c\u6210\u4e3a\u4e86\u4e00\u4f4d\u5177\u5907\u6781\u9ad8\u4eba\u6587\u5171\u60c5\u80fd\u529b\u7684\u201c\u9605\u5377\u4eba\u201d\u3002<\/p>\n

\u6b64\u5916\u5728\u5168\u80fd\u89c6\u542c\u63a8\u7406\uff08MLVU & VideoMMMU\uff09\u4e0a\uff0c\u6a21\u578b\u9700\u8981\u4ece\u5fae\u89c2\u52a8\u4f5c\u8ffd\u8e2a\u5230\u5b8f\u89c2\u8de8\u5b66\u79d1\u89c6\u9891\u89e3\u6790\uff0c\u7ed3\u679c\u5728MLVU (82.80)\u4e0eVideoMMMU (79.98)\u7b49\u591a\u7ef4\u9ad8\u96be\u699c\u5355\u4e2d\u5747\u4ea4\u51fa\u4e86\u50b2\u89c6\u540c\u4faa\u7684\u7b54\u5377\u3002<\/p>\n

\u4f5c\u4e3aKeye\u5bb6\u65cf\u8fc8\u5411\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u7684\u5173\u952e\u4e00\u6b65\uff0cKeye-VL-2.0-30B-A3B\u9996\u6b21\u5728\u591a\u6a21\u6001\u57fa\u5ea7\u4e2d\u5185\u5efa\u4e86Agent\u534f\u4f5c\u673a\u5236\u3002<\/p>\n

\u9762\u5bf9\u590d\u6742\u7684\u591a\u6b65\u4efb\u52a1\uff0c\u6a21\u578b\u8df3\u51fa\u4e86\u4f20\u7edf\u5355\u8f6e\u5bf9\u8bdd\u7684\u6846\u67b6\uff0c\u7740\u529b\u6784\u5efa\u4e86\u4e00\u5957\u76f8\u5bf9\u7a33\u5b9a\u3001\u53ef\u9760\u7684\u81ea\u52a8\u5316\u8c03\u5ea6\u57fa\u7ebf\u3002<\/p>\n

Code Agent\uff08\u4ee3\u7801\u5de5\u7a0b\u57fa\u7ebf\uff09\u65b9\u9762\uff0c\u5728\u4e1a\u5185\u5de8\u5934\u6797\u7acb\u7684\u4ee3\u7801\u8d5b\u9053\uff0c\u5feb\u624b\u9009\u62e9\u52a1\u5b9e\u5730\u6784\u5efa\u591a\u6a21\u6001\u4ee3\u7801\u80fd\u529b\u7684\u6709\u6548\u6c34\u4f4d\u3002<\/p>\n

\u6a21\u578b\u521d\u6b65\u6253\u901a\u4e86\u57fa\u7840\u9898\u7684\u903b\u8f91\u63a8\u6f14\uff0c\u5e76\u5728\u771f\u5b9e\u4ee3\u7801\u4ed3\u5e93\u7684\u89e3\u6790\u4e0a\u8fdb\u884c\u4e86\u63a2\u7d22\u3002<\/p>\n

\u5b9e\u6d4b\u6570\u636e\u663e\u793a\uff0c\u5b9a\u7248\u6a21\u578b\u5728LivecodeBench v6 (77.10)\u4e0eOJBench (39.20)\u7684\u7b97\u6cd5\u8bc4\u6d4b\u4e2d\uff0c\u4e0d\u4ec5\u9886\u5148\u4e8e\u540c\u7ea7\u522b\u53c2\u6570\u6a21\u578b\uff0c\u751a\u81f3\u5728\u57fa\u7840\u63a8\u6f14\u80fd\u529b\u4e0a\u8d85\u8d8a\u4e86\u90e8\u5206\u4e24\u5343\u4ebf\u53c2\u6570\u7684\u5f00\u6e90\u57fa\u5ea7\u3002<\/p>\n

\u5728\u66f4\u8d34\u8fd1\u771f\u5b9e\u4e1a\u52a1\u7ebf\u7684SWE-bench Verified\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u4e5f\u8dd1\u901a\u4e8662.00\u7684\u57fa\u7ebf\u6210\u7ee9\uff0c\u521d\u6b65\u5177\u5907\u4e86\u5b9a\u4f4d\u5e76\u4fee\u590d\u4ee3\u7801Issue\u7684\u80fd\u529b\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6a21\u578b\u5145\u5206\u53d1\u6325\u4e86\u57fa\u5ea7\u7684\u89c6\u89c9\u4f18\u52bf\uff0c\u5728HTML\u524d\u7aef\u751f\u6210\uff08\u5982\u89c6\u89c9\u624b\u7a3f\u76f4\u8f6c\u7f51\u9875\uff09\u7b49\u6781\u5177\u4e1a\u52a1\u4ef7\u503c\u7684\u7ec6\u5206\u573a\u666f\u4e0a\uff0c\u8dd1\u901a\u4e86\u7ed3\u5408\u6267\u884c\u53cd\u9988\u7684\u81ea\u6211\u7ea0\u9519\u95ed\u73af\u3002<\/p>\n

Tool Agent\uff08\u5de5\u5177\u8c03\u7528\u4e0e\u8c03\u5ea6\uff09\u65b9\u9762\uff0c\u6a21\u578b\u4e5f\u5c55\u73b0\u51fa\u4e86\u624e\u5b9e\u7684\u610f\u56fe\u7406\u89e3\u4e0e\u63a5\u53e3\u8c03\u5ea6\u80fd\u529b\u3002<\/p>\n

\u8fd9\u4e00\u80fd\u529b\u5728TAU2-Bench(82.58)\u3001BFCL-V4 (65.72)\u4ee5\u53ca\u591a\u6a21\u6001Agent\u6d4b\u8bd5\u96c6VITA-Bench (33.12)\u4e2d\u5f97\u5230\u4e86\u5370\u8bc1\uff0c\u5176\u4e2d\u5728\u4fa7\u91cd\u590d\u6742\u591a\u6b65\u8c03\u5ea6\u7684TAU2-Bench\u4e0a\uff0c\u6a21\u578b\u8de8\u5c3a\u5bf8\u5efa\u7acb\u4e86\u663e\u8457\u4f18\u52bf\u3002<\/p>\n

\u4e3a\u4e86\u9a8c\u8bc1\u5176\u5b9e\u9645\u4e1a\u52a1\u5bb9\u9519\u7387\uff0c\u6211\u4eec\u5411\u6a21\u578b\u8f93\u5165\u4e86\u4e00\u6bb5\u9ad8\u5ea6\u4ea4\u7ec7\u7684\u590d\u6742\u6307\u4ee4\uff0c\u8981\u6c42\u5176\u540c\u65f6\u5904\u7406\u201c\u67e5\u8be2\u6307\u5b9a\u6807\u7b7e\u95e8\u5e97\u3001\u6d4b\u7b97\u7ecf\u7eac\u5ea6\u914d\u9001\u8ddd\u79bb\u3001\u7b5b\u9009\u5546\u54c1\u5e76\u6700\u7ec8\u521b\u5efa\u9152\u5e97\u53ca\u914d\u9001\u8ba2\u5355\u201d\u3002<\/p>\n

\u9762\u5bf9\u8fd9\u79cd\u6781\u6613\u5bfc\u81f4\u6a21\u578b\u5d29\u6e83\u7684\u201c\u591a\u7ebf\u7a0b\u201d\u9700\u6c42\uff0cKeye-VL-2.0-30B-A3B\u5c55\u73b0\u51fa\u4e86\u6781\u4e3a\u51b7\u9759\u7684\u591a\u6b65\u4efb\u52a1\u5206\u89e3\uff08Task Planning\uff09\u80fd\u529b\u3002<\/p>\n

\u5b83\u81ea\u4e3b\u89c4\u5212\u5e76\u6309\u5e8f\u8c03\u7528\u4e86get_delivery_store_info\u3001longitude_latitude_to_distance\u3001create_hotel_order\u7b49\u5341\u4f59\u6b21API\u3002<\/p>\n

\u5728\u957f\u8fbe\u6570\u5341\u8f6e\u7684\u6267\u884c\u6d41\u4e2d\uff0c\u6a21\u578b\u4e0d\u4ec5\u51c6\u786e\u63d0\u53d6\u4e86\u4e0a\u4e0b\u6587\u53c2\u6570\u4f5c\u4e3a\u540e\u7eedAPI\u7684\u8f93\u5165\u53c2\u6570\uff0c\u66f4\u5728\u5e95\u5c42\u8dd1\u901a\u4e86\u5bb9\u9519\u903b\u8f91\u2014\u2014<\/p>\n

\u4f9d\u9760\u5f3a\u5927\u7684\u81ea\u6211\u63a8\u7406\u5b8c\u6210\u72b6\u6001\u81ea\u68c0\u4e0e\u7b56\u7565\u8c03\u6574\uff0c\u6700\u7ec8\u5411\u7528\u6237\u8f93\u51fa\u4e86\u6392\u7248\u6e05\u6670\u3001\u72b6\u6001\u660e\u786e\u7684\u6267\u884c\u7ed3\u679c\u3002\u5b8c\u7f8e\u9002\u5e94\u4e86\u9ad8\u5ea6\u81ea\u52a8\u5316\u7684\u6587\u672c\u5de5\u4f5c\u6d41\u3002<\/p>\n

\u5728\u5782\u57df\u80fd\u529b\u62d3\u5c55\u9636\u6bb5\uff0c\u4e3a\u89e3\u51b3\u591a\u4efb\u52a1\u5b66\u4e60\u7684\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\uff0c\u5feb\u624b\u56e2\u961f\u521b\u65b0\u6027\u5730\u5f15\u5165\u4e86\u8de8\u6a21\u6001MOPD\uff08\u591a\u4e13\u5bb6\u7b56\u7565\u84b8\u998f\/\u5408\u5e76\uff09\u6280\u672f\u3002<\/p>\n

\u901a\u8fc7\u5206\u6bb5re-tokenize\u65b9\u6cd5\uff0c\u56e2\u961f\u4fdd\u8bc1\u4e86\u591a\u6a21\u6001\u573a\u666f\u4e0b\u5e8f\u5217\u7684\u4e25\u683c\u5bf9\u9f50\u3002<\/p>\n

\u5728\u52a8\u6001\u8def\u7531\u4e0e\u53c2\u6570\u878d\u5408\u7684\u4f5c\u7528\u4e0b\uff0c\u8be5\u65b9\u6cd5\u6709\u6548\u6574\u5408\u4e86\u5404\u5782\u57df\u4e13\u5bb6\u6a21\u578b\u3002<\/p>\n

\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u4ed6\u4eec\u72ec\u521b\u4e86\u5206\u6876\u4f18\u52bf\u7f29\u653e\uff08Bucket Advantage Scaling\uff09\u65b9\u6cd5\uff0c\u4eceToken\u7ea7\u522b\u5bf9\u7ed3\u6784\u7ec4\u7ec7\u3001\u6559\u5e08\u8868\u8fbe\u3001\u611f\u77e5\u8868\u5f81\u4e0e\u63a8\u7406\u8fd0\u7b97\u8fdb\u884c\u7ec6\u7c92\u5ea6\u5efa\u6a21\uff0c\u5e76\u5728\u4f18\u52bf\u4f30\u8ba1\u9636\u6bb5\u65bd\u52a0\u5dee\u5f02\u5316\u7f29\u653e\u3002<\/p>\n

\u8fd9\u4e00\u673a\u5236\u6781\u5927\u5f3a\u5316\u4e86\u6838\u5fc3\u7684\u611f\u77e5\u4e0e\u63a8\u7406\u4fe1\u53f7\uff0c\u6291\u5236\u4e86\u683c\u5f0f\u6027\u3001\u6a21\u677f\u6027Token\u7684\u5e72\u6270\u3002<\/p>\n

\u540c\u65f6\uff0c\u4e3a\u91ca\u653eDense Reward\u7684\u4f18\u52bf\uff0c\u5feb\u624b\u56e2\u961f\u9996\u6b21\u5c06MOPD\u5f15\u5165\u91cd\u590d\u5d29\u6e83\u6cbb\u7406\uff0c\u901a\u8fc7\u591a\u7c92\u5ea6\u8bc6\u522b\u4e0e\u7cbe\u786e\u5b9a\u4f4d\uff0c\u5c06\u539f\u672c\u6a21\u7cca\u7684\u8d1f\u5411\u53cd\u9988\u8f6c\u5316\u4e3a\u53ef\u8ffd\u6eaf\u7684\u4f18\u5316\u4fe1\u53f7\uff0c\u663e\u8457\u63d0\u5347\u4e86\u957f\u5e8f\u5217\u751f\u6210\u7684\u9c81\u68d2\u6027\u3002<\/p>\n

\u771f\u6b63\u7684\u591a\u4efb\u52a1\u878d\u5408\uff0c\u4e0d\u80fd\u4ee5\u727a\u7272\u901a\u7528\u5e95\u5ea7\u80fd\u529b\u4e3a\u4ee3\u4ef7\u3002\u4e0b\u56fe\u662fKeye-VL-2.0-30B-A3B\u6700\u7ec8\u5b9a\u7248\u5728\u5168\u7ef4\u5ea6\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u201c\u5168\u666f\u6210\u7ee9\u5355\u201d\uff1a<\/p>\n

\u5f97\u76ca\u4e8eMOPD\u6280\u672f\u7684\u6709\u673a\u878d\u5408\uff0c\u6a21\u578b\u4e0d\u4ec5\u5728Video\u548cAgent\u7b49\u6838\u5fc3\u9635\u5730\u767b\u9876\uff0c\u66f4\u5728\u6781\u5ea6\u8003\u9a8c\u903b\u8f91\u7684\u6570\u5b66\u63a8\u7406\uff08Math & Reasoning\uff09\u3001STEM\u4ee5\u53ca\u6307\u4ee4\u9075\u5faa\uff08Instruction Following\uff09\u7b49\u901a\u7528\u80fd\u529b\u4e0a\u8fce\u6765\u4e86\u5168\u9762\u7206\u53d1\u3002<\/p>\n

\u4e3a\u4e86\u8ba9\u6a21\u578b\u8715\u53d8\u4e3a\u201c\u4e25\u5bc6\u4e14\u5b9e\u4e8b\u6c42\u662f\u7684\u903b\u8f91\u5f15\u64ce\u201d\uff0c\u5feb\u624b\u56e2\u961f\u5728\u540e\u8bad\u7ec3\uff08Post-Training\uff09\u9636\u6bb5\uff0c\u91cf\u8eab\u5b9a\u5236\u4e86\u4e00\u5957\u6781\u5177\u6df1\u5ea6\u7684\u591a\u6a21\u6001\u5f3a\u5316\u5b66\u4e60\u4f53\u7cfb\uff0c\u6838\u5fc3\u5efa\u7acb\u5728\u4e24\u5927\u57fa\u77f3\u4e4b\u4e0a\u3002<\/p>\n

\u4e00\u662f\u521b\u65b0\u5956\u52b1\u4fe1\u53f7\uff0c\u5b9e\u73b0\u8d85\u51e0\u4f55\u5206\u5e03\u7ea7\u522b\u7684\u4e8b\u5b9e\u6027\u76d1\u7763\u3002<\/p>\n

\u5728\u89c6\u89c9\u611f\u77e5\u4e0e\u591a\u6a21\u6001\u63a8\u7406\u4e2d\uff0c\u4e3a\u4e86\u89e3\u51b3\u201c\u53ef\u9760\u6027\u96be\u4ee5\u8bc4\u4f30\u201d\u7684\u75db\u70b9\uff0c\u5728\u5e38\u89c4\u89c4\u5219\u5916\uff0c\u6a21\u578b\u5f00\u521b\u6027\u5f15\u5165\u4e86Context-RL\u5956\u52b1\u673a\u5236\u3002<\/p>\n

\u8be5\u673a\u5236\u5229\u7528\u6df7\u5408\u6a21\u6001\u7684\u53c2\u8003\u4fe1\u606f\uff0c\u6784\u5efa\u4e86\u6781\u5176\u7a20\u5bc6\u7684\u7ec6\u7c92\u5ea6\u5956\u52b1\u4fe1\u53f7\uff0c\u5b9e\u73b0\u4e86\u8d85\u51e0\u4f55\u5206\u5e03\u7ea7\u522b\u7684\u4e8b\u5b9e\u6027\u76d1\u7763\u3002<\/p>\n

\u5b83\u5f3a\u529b\u538b\u5236\u4e86\u591a\u6b65\u63a8\u7406\u3001\u590d\u6742\u5b66\u79d1\uff08\u6570\u5b66\/\u533b\u7597\/\u4ee3\u7801\uff09\u573a\u666f\u4e0b\u7684\u5e7b\u89c9\u503e\u5411\uff0c\u8feb\u4f7f\u6a21\u578b\u4e25\u683c\u951a\u5b9a\u8f93\u5165\u4fe1\u606f\u8fdb\u884c\u6beb\u65e0\u53d1\u6563\u7684\u53ef\u9760\u957f\u7a0b\u63a8\u6f14\u3002<\/p>\n

\u4e8c\u662f\u4e25\u82db\u7684\u6570\u636e\u5f15\u64ce\uff0c\u8fd9\u91cc\u5feb\u624b\u56e2\u961f\u91c7\u53d6\u4e86\u6781\u81f4\u7684\u7b5b\u9009\u4e0e\u51c6\u786e\u7387\u8fc7\u6ee4\u624b\u6bb5\u3002<\/p>\n

\u9ad8\u8d28\u91cf\u5956\u52b1\u5fc5\u987b\u4f9d\u6258\u7eaf\u51c0\u7684\u6570\u636e\u5f15\u64ce\u3002<\/p>\n

\u4e3a\u6b64\uff0c\u4ed6\u4eec\u8bbe\u8ba1\u4e86\u6781\u4e3a\u4e25\u683c\u7684\u6570\u636e\u7b5b\u9009\u914d\u6bd4\u6d41\u7a0b\uff0c\u5e76\u5f15\u5165\u9ad8\u6548\u7684\u51c6\u786e\u7387\u8fc7\u6ee4\u673a\u5236\uff08Accuracy Filtering\uff09\uff0c\u5b9e\u65f6\u5254\u9664\u4f4e\u8d28\u91cf\u3001\u903b\u8f91\u65ad\u5c42\u7684\u6837\u672c\u8f68\u8ff9\u3002<\/p>\n

\u8fd9\u79cd\u201c\u9ad8\u4fe1\u566a\u6bd4\u6570\u636e\u201d\u4e0e\u201c\u9ad8\u7cbe\u5ea6\u5956\u52b1\u201d\u7684\u5b8c\u7f8e\u7ed3\u5408\uff0c\u5f7b\u5e95\u6253\u7834\u4e86RL\u8bad\u7ec3\u4e2d\u7684\u4f5c\u5f0a\u4e0e\u574d\u584c\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u957f\u4e0a\u4e0b\u6587\u63a8\u6f14\u4e2d\u7684\u51b3\u7b56\u7a33\u5b9a\u6027\u5b9e\u73b0\u4e86\u8d28\u7684\u98de\u8dc3\u3002<\/p>\n

\u8bc4\u6d4b\u699c\u5355\u4e0a\u7684\u7a81\u7834\uff0c\u4ece\u6765\u4e0d\u662fKeye\u8fed\u4ee3\u7684\u7ec8\u70b9\u3002<\/p>\n

\u591a\u6a21\u6001\u7406\u89e3\u5927\u6a21\u578b\u4e0eAgent\u80fd\u529b\u5728\u5404\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\u7684\u6df1\u5ea6\u843d\u5730\uff0c\u624d\u662f\u5feb\u624b\u57282026\u5e74\u4e43\u81f3\u672a\u6765\u6280\u672f\u6295\u5165\u7684\u91cd\u4e2d\u4e4b\u91cd\u3002<\/p>\n

\u544a\u522b\u7a7a\u6cdb\u7684\u884c\u4e1a\u70ed\u8bcd\u5806\u780c\uff0c\u5feb\u624b\u7684\u5168\u666f\u5e03\u5c40\u65e2\u951a\u5b9a\u884c\u4e1a\u901a\u7528\u80fd\u529b\u7684\u624e\u5b9e\u57fa\u5ea7\uff0c\u66f4\u805a\u7126\u6700\u575a\u5b9e\u7684\u4e1a\u52a1\u843d\u5730\u4e0e\u771f\u5b9e\u6536\u76ca\uff0cKeye-VL\u6b63\u5728\u4ece\u4e0b\u9762\u7684\u4e09\u4e2a\u7ef4\u5ea6\uff0c\u5168\u9762\u91cd\u5851\u771f\u5b9e\u4e1a\u52a1\u6d41\u3002<\/p>\n

\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\uff0c\u662f\u5feb\u624b\u5e9e\u5927\u5185\u5bb9\u4e0e\u5546\u4e1a\u751f\u6001\u8fc8\u5411\u5168\u9762\u667a\u80fd\u5316\u7684\u57fa\u77f3\u3002<\/p>\n

Keye-VL-2.0-30B-A3B\u6b63\u5728\u5c06\u6781\u5177\u7ec6\u7c92\u5ea6\u7684\u957f\u89c6\u9891\u611f\u77e5\u4e0e\u56fe\u6587\u89e3\u6790\u80fd\u529b\uff0c\u65e0\u7f1d\u878d\u5165\u5230\u751f\u6210\u5f0f\u63a8\u8350\u3001\u5185\u5bb9\u751f\u6001\u6cbb\u7406\u4ee5\u53ca\u5546\u4e1a\u5316\u5b9a\u5411\u6295\u653e\u7b49\u6838\u5fc3\u94fe\u8def\u4e2d\u3002<\/p>\n

\u76ee\u524d\uff0c\u6a21\u578b\u5df2\u5728\u591a\u4e2a\u5185\u90e8\u9ad8\u4f18\u5e94\u7528\u573a\u666f\u7387\u5148\u843d\u5730\u3002<\/p>\n

\u5b83\u4e0d\u4ec5\u80fd\u50cf\u4eba\u7c7b\u4e00\u6837\u7cbe\u51c6\u6355\u6349\u89c6\u9891\u753b\u9762\u7684\u201c\u5f26\u5916\u4e4b\u97f3\u201d\u4e0e\u65f6\u5e8f\u903b\u8f91\uff0c\u6781\u5927\u63d0\u5347\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u5206\u53d1\u547d\u4e2d\u7387\uff0c\u66f4\u5728\u5e7f\u544a\u8425\u9500\u7684\u7cbe\u7ec6\u5316\u6807\u7b7e\u63d0\u53d6\u4e0a\uff0c\u5b9e\u6253\u5b9e\u5730\u53d6\u5f97\u4e86\u663e\u8457\u7684\u5546\u4e1a\u6536\u76ca\u8f6c\u5316\u3002<\/p>\n

\u901a\u8fc7Keye-VL\uff0c\u5feb\u624b\u6b63\u5728\u8ba9\u6700\u524d\u6cbf\u7684\u7b97\u529b\u4e0e\u7b97\u6cd5\uff0c\u771f\u6b63\u6210\u4e3a\u53cd\u54fa\u4e3b\u8425\u4e1a\u52a1\u7684\u589e\u957f\u5f15\u64ce\u3002<\/p>\n

\u9762\u5411\u672a\u6765\u7684\u667a\u80fd\u751f\u6001\u6f14\u8fdb\u65b9\u5411\uff0cKeye\u65b0\u89e3\u9501\u7684Agent\u534f\u4f5c\u673a\u5236\u6b63\u76f4\u63a5\u8d4b\u80fd\u5e9e\u5927\u7684\u521b\u4f5c\u8005\u7fa4\u4f53\u4e0e\u5546\u4e1a\u751f\u6001\u3002<\/p>\n

\u5feb\u624b\u4f1a\u5c06\u201c\u7cbe\u51c6\u591a\u6a21\u6001\u7406\u89e3\u201d\u4e0e\u201cAgent\u81ea\u52a8\u5316\u8c03\u5ea6\u201d\u6df1\u5ea6\u878d\u5408\uff0c\u6253\u9020\u7aef\u5230\u7aef\u7684\u5168\u81ea\u52a8\u95ed\u73af\u5de5\u4f5c\u6d41\u3002<\/p>\n

\u9762\u5bf9\u6d77\u91cf\u4e14\u9ad8\u9891\u7684\u77ed\u89c6\u9891\u4e1a\u52a1\u8bc9\u6c42\uff0c\u6a21\u578b\u4e0d\u518d\u4ec5\u4ec5\u662f\u770b\u61c2\u5185\u5bb9\u7684\u201c\u65c1\u89c2\u8005\u201d\uff0c\u5316\u8eab\u4e3a\u6df1\u5165\u751f\u4ea7\u4e00\u7ebf\u7684\u201c\u667a\u80fd\u8c03\u5ea6\u67a2\u7ebd\u201d\u3002<\/p>\n

\u4ece\u6d77\u91cf\u89c6\u9891\u5e93\u4e2d\u7684\u667a\u80fd\u68c0\u7d22\u3001\u5173\u952e\u9ad8\u5149\u5207\u7247\u63d0\u53d6\uff0c\u5230\u57fa\u4e8e\u903b\u8f91\u6f14\u8fdb\u7684\u81ea\u52a8\u5316\u526a\u8f91\u5305\u88c5\uff0c\u518d\u5230\u5951\u5408\u7206\u6b3e\u903b\u8f91\u7684\u8425\u9500\u6587\u6848\u751f\u6210\uff0cKeye-VL\u90fd\u6781\u5927\u964d\u4f4e\u4e86\u4f18\u8d28\u5185\u5bb9\u7684\u751f\u4ea7\u95e8\u69db\uff0c\u771f\u6b63\u62c9\u52a8\u751f\u6001\u751f\u4ea7\u529b\u3002<\/p>\n

Keye-VL-2.0-30B-A3B\u7684\u6210\u529f\u843d\u5730\uff0c\u662f\u5bf9\u5feb\u624b\u4ece\u5e95\u5c42DSA\u7b97\u529b\u4f18\u5316\u3001\u6d77\u91cf\u6570\u636e\u98de\u8f6e\u5230\u540e\u8bad\u7ec3Context-RL\u7b97\u6cd5\u94fe\u8def\u7684\u6709\u529b\u9a8c\u8bc1\u3002<\/p>\n

\u8fd9\u4e0d\u4ec5\u89e3\u51b3\u4e86\u5f53\u4e0b\u7684\u4e1a\u52a1\u75db\u70b9\uff0c\u66f4\u4e3a\u4e0b\u4e00\u9636\u6bb5\u7684\u7814\u53d1\u626b\u6e05\u4e86\u5de5\u7a0b\u969c\u788d\u3002<\/p>\n

\u4ed6\u4eec\u5c06\u4ee530B\u7248\u672c\u7684\u6210\u529f\u7ecf\u9a8c\u4e3a\u8df3\u677f\uff0c\u7a33\u6b65\u5411\u771f\u6b63\u7684\u539f\u751f\u591a\u6a21\u6001\uff08Native Multimodal\uff09\u4e0e\u7aef\u5230\u7aef\u6df1\u5ea6\u878d\u5408\u633a\u8fdb\u3002<\/p>\n

\u5feb\u624b\u62d2\u7edd\u76f2\u76ee\u7684\u8ddf\u98ce\u7092\u4f5c\uff0c\u901a\u8fc7\u4e00\u6b21\u6b21\u624e\u5b9e\u7684\u4e1a\u52a1\u9a8c\u8bc1\u4e0e\u7248\u672c\u8fed\u4ee3\uff0c\u6301\u7eed\u6784\u7b51\u5177\u6709\u6df1\u5ea6\u7684\u884c\u4e1a\u6280\u672f\u5f71\u54cd\u529b\uff0c\u6c89\u6dc0\u4e0d\u53ef\u66ff\u4ee3\u7684\u6838\u5fc3\u57fa\u5efa\u58c1\u5792\u3002<\/p>\n

\u4ece\u7a81\u7834\u7b97\u529b\u74f6\u9888\uff0c\u5230\u6df1\u5165\u4e1a\u52a1\u4e00\u7ebf\u3002\u8dd1\u5206\u4e0d\u662f\u7ec8\u70b9\uff0c\u843d\u5730\u624d\u662f\u3002<\/p>\n

Keye-VL-2.0-30B-A3B\uff0c\u73b0\u5df2\u5c31\u7eea\u3002<\/p>\n

\u81f4\u8c22\uff1a\u672c\u6587\u6848\u4f8b\u6f14\u793a\u7684\u89c6\u9891\u7d20\u6750\u6e90\u81ea\u5feb\u624b\u5e73\u53f0@\u7231\u5fb7\u9ece\u5b50\u3001@\u5c71\u767d\u3001@\u5357\u7fd4\u3001@\u7a46\u7a46\uff08\u9b3c\u795e\uff09\u5f00\u6e90\u4e3b\u9875\u4e0e\u6a21\u578b\u6743\u91cd\u5df2\u540c\u6b65\u4e0a\u7ebfHugging Face: https:\/\/huggingface.co\/Kwai-Keye\/Keye-VL-2.0-30B-A3BGitHub: https:\/\/github.com\/Kwai-Keye\/Keye<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

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