{"id":1438,"date":"2026-01-30T21:00:18","date_gmt":"2026-01-30T13:00:18","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/01\/30\/%e5%95%86%e6%b1%a4%e5%bc%80%e6%ba%90-sensenova-mars%ef%bc%8c%e7%aa%81%e7%a0%b4%e5%a4%9a%e6%a8%a1%e6%80%81%e6%90%9c%e7%b4%a2%e6%8e%a8%e7%90%86%e5%a4%a9%e8%8a%b1%e6%9d%bf\/"},"modified":"2026-01-30T21:00:18","modified_gmt":"2026-01-30T13:00:18","slug":"%e5%95%86%e6%b1%a4%e5%bc%80%e6%ba%90-sensenova-mars%ef%bc%8c%e7%aa%81%e7%a0%b4%e5%a4%9a%e6%a8%a1%e6%80%81%e6%90%9c%e7%b4%a2%e6%8e%a8%e7%90%86%e5%a4%a9%e8%8a%b1%e6%9d%bf","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/01\/30\/%e5%95%86%e6%b1%a4%e5%bc%80%e6%ba%90-sensenova-mars%ef%bc%8c%e7%aa%81%e7%a0%b4%e5%a4%9a%e6%a8%a1%e6%80%81%e6%90%9c%e7%b4%a2%e6%8e%a8%e7%90%86%e5%a4%a9%e8%8a%b1%e6%9d%bf\/","title":{"rendered":"\u5546\u6c64\u5f00\u6e90 SenseNova-MARS\uff0c\u7a81\u7834\u591a\u6a21\u6001\u641c\u7d22\u63a8\u7406\u5929\u82b1\u677f"},"content":{"rendered":"
\"\u5546\u6c64\u5f00\u6e90<\/div><\/figure>\n
\"\u5546\u6c64\u5f00\u6e90<\/div><\/figure>\n
\"\u5546\u6c64\u5f00\u6e90<\/div><\/figure>\n
\"\u5546\u6c64\u5f00\u6e90<\/div><\/figure>\n

\u4eca\u65e5\uff0c\u5546\u6c64\u6b63\u5f0f\u5f00\u6e90\u591a\u6a21\u6001\u81ea\u4e3b\u63a8\u7406\u6a21\u578b SenseNova-MARS\uff088B\/32B \u53cc\u7248\u672c\uff09\uff0c\u5176\u5728\u591a\u6a21\u6001\u641c\u7d22\u4e0e\u63a8\u7406\u7684\u6838\u5fc3\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4ee5 69.74 \u5206\u8d85\u8d8aGemini-3-Pro\uff0869.06 \u5206\uff09\u3001GPT-5.2\uff0867.64 \u5206\uff09\u3002<\/p>\n

SenseNova-MARS\u662f\u9996\u4e2a\u652f\u6301\u52a8\u6001\u89c6\u89c9\u63a8\u7406\u548c\u56fe\u6587\u641c\u7d22\u6df1\u5ea6\u878d\u5408\u7684 Agentic VLM \u6a21\u578b\uff0c\u5b83\u80fd\u81ea\u5df1\u89c4\u5212\u6b65\u9aa4\u3001\u8c03\u7528\u5de5\u5177\uff0c\u8f7b\u677e\u641e\u5b9a\u5404\u79cd\u590d\u6742\u4efb\u52a1\uff0c\u8ba9AI\u771f\u6b63\u5177\u5907\u201c\u6267\u884c\u80fd\u529b\u201d\u3002<\/p>\n

\u5728MMSearch\u3001HR-MMSearch\u3001FVQA\u3001InfoSeek\u3001SimpleVQA\u3001LiveVQA\u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cSenseNova-MARS\u53d6\u5f97\u5f00\u6e90\u6a21\u578b\u4e2d\u7684SOTA \u6210\u7ee9\uff0c\u8fd8\u8d85\u8d8aGemini-3.0-Pro\u3001GPT-5.2\u7b49\u9876\u7ea7\u95ed\u6e90\u6a21\u578b\uff0c\u5728\u641c\u7d22\u63a8\u7406\u548c\u89c6\u89c9\u7406\u89e3\u4e24\u5927\u6838\u5fc3\u9886\u57df\u5168\u9762\u9886\u8dd1\u3002\u66f4\u591a\u7ec6\u8282\u8bf7\u53c2\u89c1\u6280\u672f\u62a5\u544a\uff08https:\/\/arxiv.org\/abs\/2512.24330\uff09\uff0c\u6b22\u8fce\u5f00\u53d1\u8005\u3001\u5404\u884c\u4e1a\u7528\u6237\u6d4b\u8bd5\u4e0e\u4f53\u9a8c\u3002<\/p>\n

SenseNova-MARS\u5728\u591a\u9879\u591a\u6a21\u6001\u641c\u7d22\u8bc4\u6d4b\u4e2d\u5c55\u73b0\u51fa\u660e\u663e\u7684\u9886\u5148\u4f18\u52bf\uff0c\u5e73\u5747\u5f97\u5206\u8fbe\u5230 69.74 \u5206\uff0c\u6210\u529f\u8d85\u8fc7\u4e86 Gemini-3-Pro \u7684 69.06 \u5206\u4e0e GPT-5.2 \u7684 67.64 \u5206\u3002<\/p>\n

\u5728 MMSearch \u699c\u5355\uff08\u56fe\u6587\u641c\u7d22\u6838\u5fc3\u8bc4\u6d4b\uff09\u4e2d\uff0c\u6a21\u578b\u4ee5 74.27 \u5206\u767b\u9876\uff0c\u8d85GPT-5.2\uff0866.08 \u5206\uff09\uff1bHR-MMSearch\uff08\u9ad8\u6e05\u7ec6\u8282\u641c\u7d22\u8bc4\u6d4b\uff09\u4e2d\u4ee554.43 \u5206\u9886\u5148\uff0c\u663e\u8457\u62c9\u5f00\u4e0e\u95ed\u6e90\u6a21\u578b\u7684\u5dee\u8ddd\u3002<\/p>\n

HR-MMSearch\u7684\u6d4b\u8bd5\u9898\u76ee\u582a\u79f0\u201cAI\u754c\u7684\u5965\u6797\u5339\u514b\u201d\uff1a\u91c7\u7528305\u5f202025\u5e74\u6700\u65b0\u76844K\u8d85\u9ad8\u6e05\u56fe\u7247\uff0c\u786e\u4fddAI\u65e0\u6cd5\u4f9d\u8d56\u65e7\u77e5\u8bc6\u201c\u4f5c\u5f0a\u201d\uff1b\u6240\u6709\u95ee\u9898\u90fd\u9488\u5bf9\u56fe\u7247\u4e2d\u5360\u6bd4\u4e0d\u52305%\u7684\u7ec6\u8282\uff0c\u6bd4\u5982\u5c0f\u6807\u5fd7\u3001\u5c0f\u5b57\u3001\u5fae\u5c0f\u7269\u4f53\uff0c\u5fc5\u987b\u7528\u56fe\u50cf\u88c1\u526a\u5de5\u5177\u624d\u80fd\u770b\u6e05\uff1b\u8986\u76d6\u4f53\u80b2\u3001\u5a31\u4e50\u6587\u5316\u3001\u79d1\u5b66\u6280\u672f\u3001\u5546\u4e1a\u91d1\u878d\u3001\u6e38\u620f\u3001\u5b66\u672f\u7814\u7a76\u3001\u5730\u7406\u65c5\u884c\u7b49\u516b\u5927\u9886\u57df\uff0c60%\u7684\u95ee\u9898\u90fd\u9700\u8981\u81f3\u5c11\u4f7f\u7528\u4e09\u79cd\u5de5\u5177\u624d\u80fd\u89e3\u7b54\u3002<\/p>\n

\u7b80\u5355\u8bf4\uff0c\u65e0\u8bba\u662f\u9700\u8981\u201c\u67e5\u904d\u5168\u7f51\u201d\u7684\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u8fd8\u662f\u9700\u8981\u201c\u706b\u773c\u91d1\u775b\u201d\u7684\u7ec6\u7c92\u5ea6\u89c6\u89c9\u5206\u6790\uff0c\u5b83\u90fd\u662f\u5f53\u524d\u7684\u201c\u5168\u80fd\u51a0\u519b\u201d\u3002<\/p>\n

SenseNova-MARS\u8fd8\u80fd\u5b9e\u5b9e\u5728\u5728\u843d\u5730\u5230\u6211\u4eec\u751f\u6d3b\u548c\u5de5\u4f5c\u7684\u573a\u666f\uff0c\u89e3\u51b3\u9700\u8981\u201c\u591a\u6b65\u9aa4\u63a8\u7406+\u591a\u5de5\u5177\u534f\u4f5c\u201d\u7684\u95ee\u9898\u3002<\/p>\n

\u666e\u901aAI\u7684\u5de5\u5177\u8c03\u7528\uff0c\u8981\u4e48\u53ea\u80fd\u641c\u6587\u5b57\uff0c\u8981\u4e48\u53ea\u80fd\u770b\u56fe\u7247\uff0c\u9047\u5230\u9700\u8981\u201c\u5148\u653e\u5927\u7ec6\u8282\u3001\u518d\u8bc6\u522b\u7269\u4f53\u3001\u6700\u540e\u67e5\u80cc\u666f\u201d\u7684\u590d\u6742\u4efb\u52a1\u5c31\u675f\u624b\u65e0\u7b56\u3002<\/p>\n

\u9762\u5bf9\u8bc6\u522b\u8d5b\u8f66\u670d\u5fae\u5c0f Logo + \u67e5\u8be2\u516c\u53f8\u6210\u7acb\u5e74\u4efd + \u5339\u914d\u8f66\u624b\u51fa\u751f\u5e74\u6708 + \u8ba1\u7b97\u5dee\u503c\u2019\u7684\u590d\u6742\u4efb\u52a1\uff0cSenseNova-MARS \u53ef\u81ea\u4e3b\u8c03\u7528\u56fe\u50cf\u88c1\u526a\u3001\u6587\u672c \/ \u56fe\u50cf\u641c\u7d22\u5de5\u5177\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u5b8c\u6210\u95ed\u73af\u89e3\u7b54\u3002<\/p>\n

SenseNova-MARS\u80fd\u4ece\u4ea7\u54c1\u548c\u884c\u4e1a\u5cf0\u4f1a\u7684\u7167\u7247\u4e2d\uff0c\u8bc6\u522b\u4f01\u4e1a\u7684\u6807\u5fd7\uff0c\u5feb\u901f\u641c\u96c6\u4ea7\u54c1\u3001\u4f01\u4e1a\u7684\u4fe1\u606f\uff0c\u4ee5\u53ca\u65f6\u95f4\u3001\u6570\u91cf\u3001\u53c2\u6570\u7b49\u7ec6\u8282\u8981\u7d20\uff0c\u8f85\u52a9\u5206\u6790\u884c\u4e1a\u60c5\u51b5\u548c\u683c\u5c40\u3002<\/p>\n

SenseNova-MARS\u80fd\u4ece\u8d5b\u4e8b\u7167\u7247\u4e2d\u8bc6\u522b\u753b\u9762\u4e2d\u7684Logo\u3001\u4eba\u7269\u7b49\u4fe1\u606f\uff0c\u8ffd\u6eaf\u6bd4\u8d5b\u6216\u4eba\u5458\u80cc\u666f\u4fe1\u606f\uff0c\u5e2e\u52a9\u5feb\u901f\u8865\u5145\u91cd\u8981\u7ec6\u8282\u3002<\/p>\n

SenseNova-MARS\u751a\u81f3\u80fd\u591f\u8f7b\u677e\u5904\u7406\uff0c\u8fd9\u7c7b\u8d85\u957f\u6b65\u9aa4\u7684\u591a\u6a21\u6001\u63a8\u7406\uff0c\u548c\u8d85\u8fc7\u4e09\u79cd\u5de5\u5177\u8c03\u7528\uff0c\u81ea\u52a8\u88c1\u526a\u5206\u6790\u7ec6\u8282\u3001\u641c\u7d22\u76f8\u5173\u7814\u7a76\u6570\u636e\uff0c\u5feb\u901f\u9a8c\u8bc1\u5047\u8bbe\uff0c\u5f97\u51fa\u5173\u952e\u5224\u65ad\u3002<\/p>\n

\u62e5\u6709\u8fd9\u79cd\u201c\u81ea\u4e3b\u601d\u8003+\u591a\u5de5\u5177\u534f\u4f5c\u201d\u7684\u80fd\u529b\uff0cSenseNova-MARS\u80fd\u591f\u81ea\u52a8\u89e3\u51b3\u201c\u7ec6\u8282\u8bc6\u522b + \u4fe1\u606f\u68c0\u7d22 + \u903b\u8f91\u63a8\u7406\u201d\u590d\u6742\u4efb\u52a1\uff0c\u5e2e\u52a9\u5b9e\u73b0\u5de5\u4f5c\u6548\u7387\u63d0\u5347\u3002<\/p>\n

\u56fe\u50cf\u88c1\u526a\uff1a\u80fd\u7cbe\u51c6\u805a\u7126\u56fe\u7247\u4e0a\u7684\u5fae\u5c0f\u7ec6\u8282\uff0c\u54ea\u6015\u662f\u5360\u6bd4\u4e0d\u52305%\u7684\u7ec6\u8282\u2014\u2014\u6bd4\u5982\u8d5b\u8f66\u624b\u8863\u670d\u4e0a\u7684\u5fae\u5c0fLogo\u3001\u8d5b\u4e8b\u7167\u7247\u91cc\u89c2\u4f17\u5e2d\u7684\u6807\u8bed\uff0c\u90fd\u53ef\u901a\u8fc7\u88c1\u526a\u653e\u5927\u6e05\u6670\u5206\u6790\u3002<\/p>\n

\u56fe\u50cf\u641c\u7d22\uff1a\u80fd\u5728\u770b\u5230\u7269\u4f53\u3001\u4eba\u7269\u6216\u573a\u666f\uff0c\u7684\u77ac\u95f4\u81ea\u52a8\u5339\u914d\u76f8\u5173\u4fe1\u606f\u2014\u2014\u6bd4\u5982\u8bc6\u522b\u51fa\u8d5b\u8f66\u624b\u7684\u8eab\u4efd\uff0c\u6216\u662f\u67d0\u6b3e\u51b7\u95e8\u8bbe\u5907\u7684\u578b\u53f7\u3002<\/p>\n

\u6587\u672c\u641c\u7d22\uff1a\u80fd\u5feb\u901f\u6293\u53d6\u7cbe\u51c6\u4fe1\u606f\u2014\u2014\u65e0\u8bba\u662f\u516c\u53f8\u6210\u7acb\u5e74\u4efd\u3001\u4eba\u7269\u51fa\u751f\u5e74\u6708\uff0c\u8fd8\u662f\u6700\u65b0\u7684\u884c\u4e1a\u6570\u636e\uff0c\u90fd\u80fd\u79d2\u7ea7\u83b7\u53d6\u3002<\/p>\n

SenseNova-MARS\u91c7\u7528\u4e86\u201c\u56e0\u6750\u65bd\u6559\u201d\u7684\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n

\u7b2c\u4e00\u9636\u6bb5\uff1a\u6253\u57fa\u7840\u3002<\/p>\n

\u9488\u5bf9\u8de8\u6a21\u6001\u591a\u8df3\u641c\u7d22\u63a8\u7406\u8bad\u7ec3\u6570\u636e\u7a00\u7f3a\u7684\u75db\u70b9\uff0c\u521b\u65b0\u6027\u7684\u63d0\u51fa\u4e86\u57fa\u4e8e\u591a\u6a21\u667a\u80fd\u4f53\u7684\u81ea\u52a8\u5316\u6570\u636e\u5408\u6210\u5f15\u64ce\uff0c\u91c7\u7528\u7ec6\u7c92\u5ea6\u89c6\u89c9\u951a\u70b9 + \u591a\u8df3\u6df1\u5ea6\u5173\u8054\u68c0\u7d22\u7684\u673a\u5236\uff0c\u52a8\u6001\u6316\u6398\u5e76\u5173\u8054\u8de8\u7f51\u9875\u5b9e\u4f53\u7684\u903b\u8f91\uff0c\u81ea\u52a8\u5316\u6784\u5efa\u9ad8\u590d\u6742\u5ea6\u7684\u591a\u8df3\u63a8\u7406\u94fe\u8def\uff0c\u540c\u65f6\u5f15\u5165\u95ed\u73af\u81ea\u6d3d\u6027\u6821\u9a8c\u6765\u53bb\u9664\u5e7b\u89c9\u6570\u636e\uff0c\u6784\u9020\u51fa\u5177\u5907\u4e25\u5bc6\u903b\u8f91\u94fe\u6761\u4e0e\u9ad8\u77e5\u8bc6\u5bc6\u5ea6\u7684\u591a\u8df3\u641c\u7d22\u95ee\u7b54\u6570\u636e\u3002\u7528\u7cbe\u5fc3\u7b5b\u9009\u7684\u201c\u9ad8\u96be\u5ea6\u6848\u4f8b\u201d\u505a\u6559\u6750\uff0c\u6bcf\u4e2a\u6848\u4f8b\u90fd\u6807\u6ce8\u4e86\u201c\u8be5\u7528\u4ec0\u4e48\u5de5\u5177\u3001\u6b65\u9aa4\u662f\u4ec0\u4e48\u201d\uff0c\u8ba9AI\u5148\u5b66\u4f1a\u57fa\u672c\u7684\u201c\u7834\u6848\u903b\u8f91\u201d\u3002\u8fd9\u4e9b\u6848\u4f8b\u90fd\u662f\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u6311\u51fa\u7684\u201c\u786c\u9aa8\u5934\u201d\uff0c\u786e\u4fddAI\u4e00\u5f00\u59cb\u5c31\u63a5\u89e6\u771f\u5b9e\u590d\u6742\u573a\u666f\u3002<\/p>\n

\u7b2c\u4e8c\u9636\u6bb5\uff1a\u7ec3\u5b9e\u6218\u3002<\/p>\n

\u91c7\u7528\u201c\u5f3a\u5316\u5b66\u4e60\u201d\u2014\u2014\u5c31\u50cf\u4fa6\u63a2\u5728\u4e00\u6b21\u6b21\u7834\u6848\u4e2d\u79ef\u7d2f\u7ecf\u9a8c\uff0cAI\u6bcf\u505a\u5bf9\u4e00\u6b21\u51b3\u7b56\uff08\u6bd4\u5982\u9009\u5bf9\u5de5\u5177\u3001\u6b65\u9aa4\u5408\u7406\uff09\u5c31\u4f1a\u83b7\u5f97\u5956\u52b1\uff0c\u505a\u9519\u4e86\u5c31\u8c03\u6574\u7b56\u7565\u3002\u4e3a\u4e86\u907f\u514dAI\u201c\u5b66\u504f\u201d\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u52a0\u4e86\u4e2a\u201c\u7a33\u5b9a\u5668\u201d\u2014\u2014BN-GSPO\u7b97\u6cd5\uff0c\u8ba9\u5b83\u5728\u5904\u7406\u7b80\u5355\u9898\u548c\u590d\u6742\u9898\u65f6\u90fd\u80fd\u4fdd\u6301\u7a33\u5b9a\u8fdb\u6b65\uff0c\u4e0d\u4f1a\u51fa\u73b0\u201c\u504f\u79d1\u201d\u3002 \u8fd9\u79cd\u57fa\u4e8e\u53cc\u9636\u6bb5\u5f52\u4e00\u5316\u7684\u4f18\u96c5\u673a\u5236\u6709\u6548\u5e73\u6ed1\u4e86\u52a8\u6001\u5de5\u5177\u8c03\u7528\u8fd4\u56de\u5206\u5e03\u591a\u6837\u6027\u5e26\u6765\u7684\u4f18\u5316\u6ce2\u52a8\u5e76\u786e\u4fdd\u4e86\u5b66\u4e60\u4fe1\u53f7\u5206\u5e03\u7684\u4e00\u81f4\u6027\uff0c\u4ece\u800c\u6210\u529f\u89e3\u51b3\u4e86\u8de8\u6a21\u6001\u591a\u6b65\u591a\u5de5\u5177\u667a\u80fd\u4f53\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6536\u655b\u6027\u96be\u9898\u3002<\/p>\n

\u7ecf\u8fc7\u8fd9\u6837\u7684\u8bad\u7ec3\uff0cAI\u4e0d\u4ec5\u5b66\u4f1a\u4e86\u7528\u5de5\u5177\uff0c\u66f4\u57f9\u517b\u201d\u5de5\u5177\u4f7f\u7528\u76f4\u89c9\u201d\u2014\u2014\u77e5\u9053\u5728\u4ec0\u4e48\u60c5\u51b5\u4e0b\u5e94\u8be5\u4f7f\u7528\u54ea\u4e9b\u5de5\u5177\uff0c\u4ee5\u53ca\u5982\u4f55\u5c06\u4e0d\u540c\u5de5\u5177\u7684\u7ed3\u679c\u6709\u673a\u7ed3\u5408\u8d77\u6765\u3002<\/p>\n

\u5546\u6c64\u65e5\u65e5\u65b0SenseNova-MARS\u6a21\u578b\u3001\u4ee3\u7801\u3001\u6570\u636e\u96c6\u5168\u5f00\u6e90\uff0c\u652f\u6301 Hugging Face \u76f4\u63a5\u4e0b\u8f7d\u3002<\/p>\n

Github \u4ed3\u5e93\uff1ahttps:\/\/github.com\/OpenSenseNova\/SenseNova-MARS<\/p>\n

\u6a21\u578b\u4ed3\u5e93\uff1a32B\uff1ahttps:\/\/huggingface.co\/sensenova\/SenseNova-MARS-32B8Bhttps:\/\/huggingface.co\/sensenova\/SenseNova-MARS-8B<\/p>\n

\u6280\u672f\u62a5\u544a\uff1ahttps:\/\/arxiv.org\/abs\/2512.24330<\/p>\n

\n

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

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