{"id":39738,"date":"2025-03-29T09:02:35","date_gmt":"2025-03-29T01:02:35","guid":{"rendered":"https:\/\/17aitech.com\/?p=39738"},"modified":"2025-03-29T09:02:35","modified_gmt":"2025-03-29T01:02:35","slug":"%e8%8b%b1%e4%bc%9f%e8%be%be%e5%9b%a2%e9%98%9f%e5%8f%91%e5%b8%83%e6%9c%80%e6%96%b0%e5%85%b7%e8%ba%ab%e6%a8%a1%e5%9e%8b-cosmos-reason1%ef%bc%8c%e5%9c%a8%e7%89%a9%e7%90%86%e4%b8%96%e7%95%8c%e6%8e%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39738","title":{"rendered":"\u82f1\u4f1f\u8fbe\u56e2\u961f\u53d1\u5e03\u6700\u65b0\u5177\u8eab\u6a21\u578b Cosmos-Reason1\uff0c\u5728\u7269\u7406\u4e16\u754c\u63a8\u7406\u4e2d\u78be\u538b Qwen\u3001GPT-4o \u7b49\u591a\u4e2a VLM \u6a21\u578b"},"content":{"rendered":"

\u82f1\u4f1f\u8fbe GTC \u5927\u4f1a\u70ed\u5ea6\u98d9\u5347\u3002\u7ee7\u9ec4\u4ec1\u52cb\u5728\u82f1\u4f1f\u8fbe\u5927\u4f1a\u4e0a\u53d1\u5e03\u57fa\u7840\u4e16\u754c\u6a21\u578b Cosmos \u5f15\u53d1\u4e1a\u5185\u8ba8\u8bba\u540e\uff0c\u82f1\u4f1f\u8fbe\u56e2\u961f\u8fd1\u65e5\u53c8\u53d1\u5e03\u4e86\u4e00\u4e2a\u65b0\u7684\u7269\u7406\u4e16\u754c\u5927\u6a21\u578b\uff1aCosmos-Reason1\u3002<\/p>\n

\u4f5c\u4e3a Cosmos \u7cfb\u5217\u7684\u4e00\u4e2a\u5927\u6a21\u578b\uff0c\u987e\u540d\u601d\u4e49\uff0cCosmos-Reason1 \u66f4\u5f3a\u8c03\u6a21\u578b\u7684\u201cReason\u201d\uff08\u5373\u201c\u63a8\u7406\u201d\uff09\u80fd\u529b\u3002\u8fd9\u662f\u7ee7 DeepSeek R1 \u91c7\u7528\u7eaf\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u66ff\u4ee3 SFT \u4e4b\u540e\uff0c\u601d\u8003\u63a8\u7406\u6a21\u578b\u5728\u7269\u7406\u4e16\u754c\u4e2d\u7684\u8fdb\u4e00\u6b65\u63a2\u7d22\uff1b\u4e14\u636e\u8bba\u6587\u4ecb\u7ecd\uff0c\u5176\u53d6\u5f97\u4e86\u4e0d\u9519\u7684\u6210\u679c\u3002<\/p>\n

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

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2503.15558<\/p>\n

\u4e0e DeepSeek \u8dd1\u5728\u4e91\u7aef\u4e0d\u540c\uff0cCosmos-Reason1 \u81f4\u529b\u4e8e\u89e3\u51b3\u7684\u662f\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4e0e\u7269\u7406\u4e16\u754c\u4ea4\u4e92\u7684\u95ee\u9898\u2014\u2014\u8fd9\u8981\u6c42\u8dd1\u5728\u7269\u7406\u4e16\u754c\u4e2d\u7684 AI \u5927\u6a21\u578b\u8981\u540c\u65f6\u5177\u5907\u611f\u77e5\u3001\u7406\u89e3\u4e0e\u6267\u884c\u590d\u6742\u52a8\u4f5c\u7684\u4e09\u4e2a\u57fa\u672c\u80fd\u529b\uff0c\u5373\u5f53\u524d\u5177\u8eab\u667a\u80fd\u9886\u57df\u4e3b\u6d41\u7684\u7814\u7a76\u70ed\u8bcd\u201cVLA\u201d\uff0c\u6216\u201c\u5177\u8eab\u5927\u8111\u201d\u3002<\/p>\n

\u6839\u636e\u8bba\u6587\u4ecb\u7ecd\uff0cCosmos-Reason1 \u53ef\u4ee5\u7406\u89e3\u7269\u7406\u4e16\u754c\uff0c\u5e76\u901a\u8fc7\u957f\u601d\u7ef4\u94fe\uff08Long CoT\uff09\u7684\u63a8\u7406\u8fc7\u7a0b\u5728\u81ea\u7136\u8bed\u8a00\u4e2d\u751f\u6210\u9002\u5f53\u7684\u884c\u4e3a\u51b3\u7b56\u3002\u5728\u8fd9\u4e2a\u601d\u8def\u4e0a\uff0c\u82f1\u4f1f\u8fbe\u7684\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u4e24\u4e2a\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u5206\u522b\u662f 80 \u4ebf\u53c2\u6570\u7684 Cosmos-Reason1-8B \u548c 560 \u4ebf\u53c2\u6570\u7684 Cosmos-Reason1-56B\u3002<\/p>\n

\u4ed6\u4eec\u5206\u56db\u4e2a\u9636\u6bb5\u6765\u8fdb\u884c\u6570\u636e\u6536\u96c6\u4e0e\u6a21\u578b\u8bad\u7ec3\uff0c\u5206\u522b\u662f\uff1a\u89c6\u89c9\u9884\u8bad\u7ec3\u3001\u901a\u7528 SFT\u3001\u7269\u7406 AI SFT\u3001\u4ee5\u53ca\u7269\u7406 AI \u5f3a\u5316\u5b66\u4e60\u540e\u8bad\u7ec3\u3002\u4e3a\u4e86\u8bc4\u4f30\u6a21\u578b\u6548\u679c\uff0c\u4ed6\u4eec\u5206\u522b\u5728\u7269\u7406\u5e38\u8bc6\u4e0e\u5177\u8eab\u63a8\u7406\u4e24\u4e2a\u65b9\u5411\u4e0a\u5236\u5b9a\u4e86 Benchmark\uff0c\u5e76\u53d6\u5f97\u4e86\u4e0d\u9519\u7684\u8868\u73b0\u3002<\/p>\n

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

Cosmos-Reason1 \u6280\u672f\u8def\u7ebf\u56fe\u6982\u89c8<\/p>\n

\u5f53\u524d Cosmos-Reason1 \u5df2\u5f00\u6e90\uff0c\u5177\u8eab\u667a\u80fd\u5148\u950b\u7814\u7a76\u8005\u5b8b\u8212\u7136\u7b49\u4eba\u4e5f\u53c2\u4e0e\u5176\u4e2d\u3002<\/p>\n

\u7269\u7406\u4e16\u754c\u7684 AGI \u6709\u4f55\u4e0d\u540c\uff1f<\/p>\n

\u4e1a\u5185\u4e00\u76f4\u6709\u89c2\u70b9\u8ba4\u4e3a\uff0cAGI \u7684\u53d1\u5c55\u4f1a\u5929\u7136\u5730\u5206\u4e3a\u4e91\u7aef AGI \u4e0e\u7aef\u4fa7 AGI\uff0c\u7269\u7406\u4e16\u754c\u4e2d\u7684 AGI \u5373\u5c5e\u4e8e\u540e\u8005\u3002<\/p>\n

\u4f46\u76f8\u6bd4\u4e91\u7aef AGI \u6a21\u578b\uff08\u5982 DeepSeek R1 \u7b49\uff09\uff0c\u80fd\u591f\u4e0e\u7269\u7406\u4e16\u754c\u8fdb\u884c\u6709\u6548\u4ea4\u4e92\u7684 AGI \u5374\u7a81\u7834\u7f13\u6162\uff0c\u56e0\u5176\u96be\u5ea6\u66f4\u5927\uff0c\u4e0d\u4ec5\u8981\u5177\u5907\u4e91\u7aef AGI \u7684\u7406\u89e3\u3001\u63a8\u7406\u80fd\u529b\uff0c\u8fd8\u9700\u8981\u611f\u77e5\u3001\u51b3\u7b56\u3002\u5373\u4f7f\u662f\u63a8\u7406\u73af\u8282\uff0c\u4e91\u7aef\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u4e3b\u8981\u57fa\u4e8e\u4e92\u8054\u7f51\u4e0a\u7684\u5927\u91cf\u6587\u672c\u6570\u636e\uff0c\u4e5f\u96be\u4ee5\u8fc1\u79fb\u5230\u4e0e\u7269\u7406\u4e16\u754c\u7684\u4e92\u52a8\u77e5\u8bc6\u4e2d\u3002<\/p>\n

\u7269\u7406\u4e16\u754c\u4e2d\u7684 AGI \u9700\u8981\u5177\u5907\u4ec0\u4e48\u80fd\u529b\uff1f<\/p>\n

\u82f1\u4f1f\u8fbe\u56e2\u961f\u8ba4\u4e3a\uff0c\u4e0e\u8bbe\u8ba1\u64c5\u957f\u89e3\u51b3\u7f16\u7801\u548c\u6570\u5b66\u95ee\u9898\u7684\u5927\u6a21\u578b\u4e0d\u540c\uff0c\u7269\u7406\u4e16\u754c\u7684\u5927\u6a21\u578b\u5e94\u8be5\u5177\u5907\u7269\u7406\u4e16\u754c\u5e38\u8bc6\u4e0e\u57fa\u4e8e\u7269\u7406\u4e16\u754c\u7684\u5177\u4f53\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u5305\u542b\u4e24\u65b9\u9762\uff1a<\/p>\n

\u4e00\u662f\u7269\u7406\u5e38\u8bc6\u5e94\u5206\u4e3a\u4e09\u4e2a\u4e3b\u8981\u7c7b\u522b\uff1a\u7a7a\u95f4\u3001\u65f6\u95f4\u548c\u57fa\u7840\u7269\u7406\uff0c\u540c\u65f6\u8fd9\u4e09\u4e2a\u7c7b\u522b\u53c8\u4f1a\u88ab\u8fdb\u4e00\u6b65\u5212\u5206\u4e3a 16 \u4e2a\u7ec6\u7c92\u5ea6\u7684\u5b50\u7c7b\u522b\u3002\u8fd9\u5173\u4e4e\u5230\u7269\u7406\u4e16\u754c\u5982\u4f55\u5728\u7269\u7406\u5b9a\u5f8b\u4e0b\u8fd0\u884c\uff0c\u4ee5\u53ca AI \u5982\u4f55\u4e0e\u7269\u7406\u4e16\u754c\u8fdb\u884c\u4ea4\u4e92\uff1b<\/p>\n

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

\u56fe\u6ce8\uff1a\u7269\u7406\u5e38\u8bc6\u7684 16 \u4e2a\u5b50\u7c7b\u522b\uff0c\u7a7a\u95f4\u5305\u542b\u5173\u7cfb\u3001\u5408\u7406\u6027\u3001\u53ef\u4f9b\u6027\u4e0e\u73af\u5883\uff1b\u65f6\u95f4\u5305\u542b\u89c4\u5212\u3001\u76f8\u673a\u3001\u56e0\u679c\u3001\u6307\u4ee4\u3001\u884c\u4e3a\uff1b\u57fa\u7840\u7269\u7406\u5305\u62ec\u53cd\u91cd\u529b\u3001\u70ed\u529b\u5b66\u3001\u7535\u78c1\u3001\u673a\u68b0\u5b66\u3001\u5ba2\u4f53\u6c38\u6052\u6027\u3001\u72b6\u6001\u3001\u5c5e\u6027\u3002<\/p>\n

\u4e8c\u662f\u4ed6\u4eec\u8ba4\u4e3a\uff0c\u8981\u4e3a\u5177\u8eab\u63a8\u7406\u5f15\u5165\u4e00\u4e2a\u4e8c\u7ef4\u7684\u77e5\u8bc6\u4f53\u7cfb\uff0c\u5176\u5305\u542b\u8de8\u8d8a 5 \u7c7b\u5177\u8eab\u667a\u80fd\u4f53\u7684 4 \u79cd\u5173\u952e\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u6837\u6709\u52a9\u4e8e AI \u667a\u80fd\u4f53\u5728\u7269\u7406\u4e16\u754c\u4e2d\u7684\u7406\u89e3\u4e0e\u89c4\u5212\u3002<\/p>\n

\u5177\u4f53\u800c\u8a00\uff0c\u5177\u8eab\u63a8\u7406\u9700\u8981\u5177\u5907\u4ee5\u4e0b\u80fd\u529b\uff1a<\/p>\n

\u5904\u7406\u590d\u6742\u7684\u611f\u5b98\u8f93\u5165\u3002\u4e0e\u5904\u7406\u6e05\u6670\u6570\u636e\u8868\u793a\u7684\u7b26\u53f7\u63a8\u7406\u4e0d\u540c\uff0c\u5177\u8eab\u63a8\u7406\u5fc5\u987b\u4ece\u539f\u59cb\u7684\u3001\u5f80\u5f80\u4e0d\u5b8c\u6574\u4e14\u6a21\u7cca\u7684\u611f\u5b98\u8f93\u5165\u4e2d\u63d0\u53d6\u6709\u610f\u4e49\u7684\u6a21\u5f0f\u3002<\/p>\n

\u9884\u6d4b\u884c\u52a8\u6548\u679c\u3002\u884c\u52a8\u4f1a\u4ea7\u751f\u7269\u7406\u540e\u679c\uff0c\u6709\u6548\u7684\u63a8\u7406\u9700\u8981\u76f4\u89c2\u5730\u638c\u63e1\u56e0\u679c\u5173\u7cfb\u3002AI \u7cfb\u7edf\u5fc5\u987b\u9884\u6d4b\u4e00\u4e2a\u7269\u4f53\u5bf9\u529b\u4f1a\u6709\u600e\u6837\u7684\u53cd\u5e94\uff0c\u4e00\u4e2a\u673a\u5668\u4eba\u7684\u8eab\u4f53\u5c06\u5982\u4f55\u4e0e\u5468\u56f4\u73af\u5883\u76f8\u4e92\u4f5c\u7528\uff0c\u6216\u8005\u4e00\u8f86\u8f66\u8f86\u7684\u79fb\u52a8\u5c06\u5982\u4f55\u53d7\u5230\u5730\u5f62\u548c\u7269\u7406\u89c4\u5f8b\u7684\u5f71\u54cd\u3002<\/p>\n

\u9075\u5faa\u7269\u7406\u7ea6\u675f\u3002\u4e0e\u901a\u5e38\u6d89\u53ca\u4f18\u5316\u79bb\u6563\u9009\u62e9\u7684\u62bd\u8c61\u95ee\u9898\u89e3\u51b3\u4e0d\u540c\uff0c\u5177\u8eab\u63a8\u7406\u5fc5\u987b\u8003\u8651\u73b0\u5b9e\u4e16\u754c\u7684\u7269\u7406\u56e0\u7d20\uff0c\u5982\u60ef\u6027\u3001\u6469\u64e6\u529b\u548c\u6750\u6599\u5c5e\u6027\u3002\u5b83\u8981\u6c42 AI \u751f\u6210\u5728\u7269\u7406\u7ea6\u675f\u6761\u4ef6\u4e0b\u53ef\u884c\u7684\u957f\u671f\u884c\u52a8\u89c4\u5212\uff0c\u4ee5\u786e\u4fdd\u6267\u884c\u8fc7\u7a0b\u4e2d\u7684\u7a33\u5b9a\u6027\u3001\u6548\u7387\u548c\u5b89\u5168\u6027\u3002<\/p>\n

\u4ece\u4ea4\u4e92\u4e2d\u5b66\u4e60\u3002\u5728\u7269\u7406 AI \u4e2d\uff0c\u884c\u52a8\u4e0d\u662f\u5b64\u7acb\u53d1\u751f\u7684\uff1b\u6bcf\u4e00\u4e2a\u52a8\u4f5c\u6216\u51b3\u7b56\u90fd\u4f1a\u5f71\u54cd\u73af\u5883\u5e76\u4ea7\u751f\u53cd\u9988\u3002\u5177\u8eab\u63a8\u7406\u5fc5\u987b\u57fa\u4e8e\u8fd9\u4e9b\u4ea4\u4e92\u4e0d\u65ad\u66f4\u65b0\u5176\u7406\u89e3\uff0c\u4f7f\u7cfb\u7edf\u80fd\u591f\u52a8\u6001\u5730\u6539\u8fdb\u5176\u884c\u4e3a\u3002<\/p>\n

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

\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0cCosmos-Reason1 \u7684\u76ee\u6807\u4e4b\u4e00\u662f\u4f7f\u591a\u6a21\u6001\u5927\u6a21\u578b\u751f\u6210\u66f4\u591a\u7b26\u5408\u7269\u7406\u4e16\u754c\u8981\u6c42\u7684\u53cd\u5e94\u3002\u5728\u89c6\u89c9\u4e16\u754c\u4e2d\uff0c\u6a21\u578b\u5bf9\u4e16\u754c\u7684\u7406\u89e3\u4f1a\u88ab\u8868\u793a\u4e3a\u89c6\u9891\u5f62\u5f0f\uff0c\u7136\u540e\u901a\u8fc7\u89c6\u9891\u8f93\u5165\u611f\u77e5\u3001\u7406\u89e3\u4e0e\u63a8\u7406\u7269\u7406\u4e16\u754c\uff0c\u518d\u7528\u81ea\u7136\u8bed\u8a00\u5c06\u6a21\u578b\u7684\u53cd\u5e94\u8868\u8fbe\u51fa\u6765\u3002\u4ed6\u4eec\u91c7\u7528\u7684\u662f\u7eaf\u89e3\u7801\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u67b6\u6784\uff0c\u4ee5\u53ca\u6df7\u5408\u7684 Mamba-MLP-Transformer \u67b6\u6784\u3002<\/p>\n

\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cTransformer \u67b6\u6784\u6b64\u524d\u4e00\u76f4\u88ab\u8bdf\u75c5\u867d\u7136\u64c5\u957f\u957f\u5e8f\u5217\u8868\u8fbe\u3001\u4f46\u65e0\u6cd5\u9ad8\u6548\u5b9e\u73b0\u7a7a\u95f4\u7406\u89e3\uff0c\u800c Mamba \u67b6\u6784\u662f\u5178\u578b\u7684\u975e Transformer \u67b6\u6784\uff0c\u82f1\u4f1f\u8fbe\u56e2\u961f\u91c7\u7528 Mamba \u6df7\u5408\u6216\u8bb8\u5c31\u662f\u4e3a\u4e86\u4e2d\u548c Transformer \u5728\u7269\u7406\u4e16\u754c\u5927\u6a21\u578b\u4e2d\u7684\u77ed\u677f\u3002<\/p>\n

\u4ed6\u4eec\u4f7f\u7528\u5f20\u91cf\u5e76\u884c\u5ea6\u4e3a 4 \u6765\u8bad\u7ec3 Cosmos-Reason1-8B \u6a21\u578b\uff0c\u800c Cosmos-Reason1-56B \u6a21\u578b\u5219\u4f7f\u7528\u5f20\u91cf\u5e76\u884c\u5ea6\u4e3a 8 \u548c\u6d41\u6c34\u7ebf\u5e76\u884c\u5ea6\u4e3a 2\u6765\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u652f\u6301\u66f4\u957f\u7684\u89c6\u9891\u8bad\u7ec3\u3002<\/p>\n

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

\u4e3a\u4e86\u63d0\u9ad8\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\uff0c\u5728\u6570\u636e\u91c7\u96c6\u4e0a\uff0c\u82f1\u4f1f\u8fbe\u56e2\u961f\u4e00\u5171\u91c7\u7528\u4e86\u603b\u8ba1 120M \u7684\u56fe\u50cf\u3001\u89c6\u9891\u4e0e\u4ea4\u4e92\u6570\u636e\u7528\u4e8e\u6570\u636e\u9884\u8bad\u7ec3\uff0c8M \u7684\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\u7528\u4e8e\u901a\u7528\u7684 SFT\u3002<\/p>\n

\u5728\u5927\u6a21\u578b\u7684\u63a8\u7406\u4e2d\uff0c\u57fa\u4e8e\u89c4\u5219\u7684\u3001\u53ef\u9a8c\u8bc1\u7684\u5927\u89c4\u6a21\u5956\u52b1\uff08\u5373\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff09\u5bf9\u89e3\u51b3\u6570\u5b66\u3001\u7f16\u7801\u95ee\u9898\u8d77\u4e86\u5f88\u5927\u7684\u4f5c\u7528\u3002\u53d7\u6b64\u542f\u53d1\uff0c\u82f1\u4f1f\u8fbe\u56e2\u961f\u4e5f\u5728 Cosmos-Reason1 \u4e2d\u4f7f\u7528\u4e86\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u6765\u8bad\u7ec3\u6a21\u578b\u5728\u7269\u7406\u4e16\u754c\u4e2d\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

\u4ed6\u4eec\u63a2\u7d22\u4e86\u4e24\u79cd\u591a\u9879\u9009\u62e9\u9898\u56de\u7b54\u7684\u5956\u52b1\u7c7b\u578b\uff0c\u4e00\u79cd\u662f\u57fa\u4e8e\u4eba\u5de5\u6ce8\u91ca\u7684 MCQ\uff0c\u53e6\u4e00\u79cd\u662f\u53d7\u89c6\u9891\u81ea\u76d1\u7763\u5b66\u4e60\u7684\u542f\u53d1\uff0c\u81ea\u52a8\u751f\u6210\u57fa\u4e8e\u89c6\u9891\u6570\u636e\u7ed3\u6784\u7684 MCQ\uff0c\u6bd4\u5982\u7528\u6253\u4e71\u7684\u65f6\u7a7a\u89c6\u9891\u8865\u4e01\u6765\u89e3\u8c1c\u9898\u3001\u9884\u6d4b\u89c6\u9891\u5411\u524d\u6216\u5411\u540e\u64ad\u653e\u7684\u65f6\u95f4\u7bad\u5934\u7b49\u3002<\/p>\n

Cosmos-Reason1 \u7684\u6548\u679c<\/p>\n

\u4e3a\u4e86\u6d4b\u8bd5 Cosmos-Reason1 \u7684\u6548\u679c\uff0c\u82f1\u4f1f\u8fbe\u56e2\u961f\u5236\u5b9a\u4e86\u4ee5\u4e0b\u57fa\u51c6\uff1a<\/p>\n

\u5728\u7269\u7406\u5e38\u8bc6\u4e0a\uff0c\u4ed6\u4eec\u5236\u5b9a\u4e86 3 \u4e2a\u57fa\u51c6\uff08\u7a7a\u95f4\u3001\u65f6\u95f4\u4e0e\u57fa\u7840\u7269\u7406\uff09\uff0c\u5305\u542b\u4e86\u6765\u81ea 426 \u4e2a\u89c6\u9891\u4e2d\u7684 604 \u4e2a\u95ee\u9898\u3002<\/p>\n

\u5728\u5177\u8eab\u63a8\u7406\u4e0a\uff0c\u4ed6\u4eec\u5efa\u7acb\u4e86 6 \u4e2a\u57fa\u51c6\u6d4b\u8bd5\u3001\u5305\u542b\u6765\u81ea 600 \u4e2a\u89c6\u9891\u7684 612 \u4e2a\u95ee\u9898\uff0c\u8986\u76d6\u4e86\u5305\u62ec\u4eba\u4f53\u3001\u673a\u68b0\u81c2\u3001\u4eba\u5f62\u673a\u5668\u4eba\u4e0e\u81ea\u52a8\u9a7e\u9a76\u7b49\u591a\u4e2a\u6784\u578b\u7684\u7269\u7406\u5177\u8eab\u3002<\/p>\n

\u4ed6\u4eec\u5c06 Cosmos-Reason1 \u4e0e\u5176\u4ed6\u7684\u5927\u6a21\u578b\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0c\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n

\u5728\u7269\u7406\u5e38\u8bc6\u7684\u57fa\u51c6\u4e0a\uff0cCosmos-Reason1-8B \u4e0e 56B \u7684\u6548\u679c\u90fd\u663e\u8457\u63d0\u5347\uff0c\u5c24\u5176\u662f 56B \u7684\u6548\u679c\u5168\u9762\u8d85\u8fc7 Qwen2.5-VL-7B \u4e0e 72B\u3001Gemini 2.0 Flash \u4e0e GPT-4o\uff0c\u53ea\u7a0d\u900a\u4e8e OpenAI \u7684 o1\uff1a<\/p>\n

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

\u5728\u5177\u8eab\u63a8\u7406\u4e0a\uff0c\u663e\u8457\u5f3a\u4e8e\u5176\u4ed6 VLM \u6a21\u578b\uff0c\u6548\u679c\u63d0\u5347\u8d85 10%\uff1a<\/p>\n

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

\u96f7\u5cf0\u7f51(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span>\u8ba4\u4e3a\u5728\u76f4\u89c2\u7269\u7406\u4e0a\uff0c\u4ed6\u4eec\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u8bb8\u591a\u4e3b\u6d41\u7684 VLM \u5927\u6a21\u578b\u5b9e\u9645\u96be\u4ee5\u8fdb\u884c\u76f4\u89c2\u7684\u7269\u7406\u63a8\u7406\u3002<\/p>\n

\u4e3a\u4e86\u6d4b\u8bd5\u6a21\u578b\u7684\u76f4\u89c2\u63a8\u7406\u80fd\u529b\uff0c\u4ed6\u4eec\u4e3a\u4e09\u4e2a\u4efb\u52a1\uff08\u65f6\u95f4\u7bad\u5934\u3001\u7a7a\u95f4\u8c1c\u9898\u4e0e\u7269\u4f53\u6301\u4e45\u6027\uff09\u4e2d\u7684\u6bcf\u4e00\u4e2a\u4efb\u52a1\u90fd\u7b56\u5212\u4e86 100 \u4e2a\u89c6\u9891\uff0c\u5e76\u751f\u6210 100 \u4e2a\u95ee\u9898\u3002<\/p>\n

\u7ed3\u679c\u663e\u793a\uff0c\u73b0\u6709\u7684\u8bb8\u591a VLM \u6a21\u578b\u5728\u65f6\u95f4\u7bad\u5934\u4e0e\u7269\u7406\u6301\u4e45\u6027\u7684\u4efb\u52a1\u4e0a\u8868\u73b0\u4e0d\u4f73\uff0cGPT-4o \u4e0e OpenAI o1 \u5904\u7406\u7a7a\u95f4\u8c1c\u9898\u6bd4\u968f\u673a\u731c\u6d4b\u5f3a\u3002\u4f46 Cosmos-Reason1-8B \u5728\u4e09\u4e2a\u4efb\u52a1\u4e2d\u90fd\u5f97\u5230\u4e86\u663e\u8457\u6539\u8fdb\uff1a<\/p>\n

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

\u65f6\u95f4\u7bad\u5934\u4f8b\u5b50\uff1a<\/p>\n

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

\u65f6\u95f4\u7bad\u5934\u4f8b\u5b50\uff1a<\/p>\n

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

\u53c2\u8003\u6587\u732e\uff1ahttps:\/\/arxiv.org\/pdf\/2503.15558<\/p>\n

<\/p>\n

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

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