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\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Nature\u63a8\u8350\u7684\u5927\u6a21\u578b\uff0c\u73b0\u5982\u4eca\u6700\u597d\u7528\u7684AI\u5de5\u5177\u5e94\u5f53\u66f4\u597d\u5730\u52a9\u529b\u79d1\u5b66\u7814\u7a76<\/a><\/p>\n

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

\u7f16\u8f91\u4e28toileter<\/p>\n

AI \u5927\u6a21\u578b\u7684\u6f14\u53d8\u968f\u7740\u65f6\u95f4\u5448\u73b0\u51fa\u4e95\u55b7\u7684\u589e\u957f\u8d8b\u52bf\uff0c\u51e0\u4e4e\u6bcf\u5468\u751a\u81f3\u4e8e\u6ca1\u51e0\u5929\u5c31\u4f1a\u6709\u5168\u65b0\u7684 AI \u5de5\u5177\u88ab\u63a8\u51fa\uff0c\u5f15\u6765\u8702\u62e5\u800c\u81f3\u7684\u7814\u7a76\u4eba\u5458\u53bb\u5c1d\u8bd5\u5b83\u4eec\u3002<\/p>\n

\u73b0\u5982\u4eca\u82b1\u6837\u767e\u51fa\u7684 AI \u5de5\u5177\uff0c\u8ba9\u7814\u7a76\u8005\u4eec\u65e0\u8bba\u5728\u4f55\u79cd\u9700\u6c42\u4e0a\u90fd\u80fd\u81ea\u884c\u914d\u7f6e\u6700\u5f97\u5fc3\u5e94\u624b\u7684\u6a21\u578b\uff0c\u6bcf\u4e2a\u5927\u578b\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u90fd\u5f97\u4ee5\u9002\u914d\u4e0d\u540c\u7684\u4efb\u52a1\u9700\u8981\u3002<\/p>\n

\u603b\u90e8\u4f4d\u4e8e\u534e\u76db\u987f\u5dde\u897f\u96c5\u56fe\u7684 Fred Hutchinson \u764c\u75c7\u4e2d\u5fc3\u7684\u6570\u636e\u79d1\u5b66\u5bb6 Carrie Wright \u8868\u793a\uff0c\u5c3d\u7ba1 LLM \u4f1a\u4ea7\u751f\u7c7b\u4f3c\u4eba\u7c7b\u7684\u53cd\u5e94\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u592a\u5bb9\u6613\u51fa\u9519\uff0c\u65e0\u6cd5\u5355\u72ec\u4f7f\u7528\u3002<\/p>\n

\u4e3a\u4e86\u534f\u52a9\u5404\u4f4d\u7814\u7a76\u540c\u50da\uff0c\u8be5\u4e2d\u5fc3\u7684\u79d1\u7814\u4eba\u5458\u4e0e Nature \u5206\u4eab\u4e86\u4ed6\u4eec\u76ee\u524d\u4e3a\u6b62\u6700\u559c\u6b22\u4f7f\u7528\u7684 LLM \u6a21\u578b\u3002<\/p>\n

O3-mini\uff08\u63a8\u7406\u8005\uff09<\/strong><\/p>\n

\u603b\u90e8\u4f4d\u4e8e\u52a0\u5229\u798f\u5c3c\u4e9a\u5dde\u65e7\u91d1\u5c71\u7684 OpenAI \u4e8e 2022 \u5e74\u901a\u8fc7\u5176\u514d\u8d39\u4f7f\u7528\u7684\u00a0ChatGPT\u00a0\u673a\u5668\u4eba\u5411\u4e16\u754c\u4ecb\u7ecd\u4e86 LLM\u3002\u53bb\u5e74 9 \u6708\uff0c\u8be5\u516c\u53f8\u81ea\u90a3\u65f6\u4ee5\u6765\u6700\u91cd\u5927\u7684\u8fdb\u6b65\u662f OpenAI \u7684 o1\u201c\u63a8\u7406\u6a21\u578b\u201d\u8ba9\u79d1\u5b66\u5bb6\u4eec\u60ca\u53f9\u4e0d\u5df2\uff0c\u968f\u540e\u5728 12 \u6708\u63a8\u51fa\u4e86\u66f4\u5148\u8fdb\u7684 o3\u3002<\/p>\n

\u79d1\u5b66\u5bb6\u4eec\u4e3b\u8981\u4f7f\u7528\u8be5\u673a\u5668\u4eba\u6765\u67e5\u627e\u4fe1\u606f\u6216\u7528\u4f5c\u5199\u4f5c\u52a9\u624b\uff0c\u4f8b\u5982\u8d77\u8349\u6458\u8981\uff0c\u4f46\u66f4\u65b0\u7684\u6a21\u578b\u6b63\u5728\u62d3\u5bbd\u8be5\u6280\u672f\u7684\u6f5c\u5728\u7528\u9014\u3002\u8fd9\u4e24\u79cd\u63a8\u7406\u6a21\u578b\u90fd\u6bd4\u5355\u72ec\u7684 LLM \u5de5\u4f5c\u5f97\u66f4\u6162\uff0c\u56e0\u4e3a\u5b83\u4eec\u90fd\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u53ef\u4ee5\u9010\u6b65\u56de\u7b54\u67e5\u8be2\u3002\u8fd9\u4e2a\u65e8\u5728\u6a21\u62df\u4eba\u7c7b\u63a8\u7406\u7684\u300c\u601d\u7ef4\u94fe\u300d\u8fc7\u7a0b\u5e2e\u52a9\u4ed6\u4eec\u6253\u7834\u4e86\u79d1\u5b66\u548c\u6570\u5b66\u7684\u4e25\u683c\u57fa\u51c6\u3002<\/p>\n

1 \u6708 20 \u65e5\uff0c\u5728\u676d\u5dde\u7684\u00a0DeepSeek\u00a0\u63a8\u51fa\u4e86\u4e00\u6b3e\u6781\u5177\u7ade\u4e89\u529b\u7684\u63a8\u7406\u5668\u540e\uff0cOpenAI \u63a8\u51fa\u4e86\u4e00\u7cfb\u5217\u65b0\u5de5\u5177\u4f5c\u4e3a\u56de\u5e94\u3002\u5176\u4e2d\u5305\u62ec\u5feb\u901f\u7684 o3-mini\uff0c\u4e00\u4e2a\u5bf9\u6ce8\u518c\u804a\u5929\u673a\u5668\u4eba\u7528\u6237\u514d\u8d39\u7684\u63a8\u7406\u5668\u3002<\/p>\n

\u82f1\u56fd\u725b\u6d25\u5927\u5b66\u6570\u5b66\u5bb6\u517c\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u5458 Simon Frieder \u8ba4\u4e3a\uff0c\u5f53\u6d89\u53ca\u5230\u5728\u65b0\u7684\u6570\u5b66\u8bc1\u660e\u4e2d\u6311\u9009\u4e0d\u719f\u6089\u7684\u6982\u5ff5\u7b49\u4efb\u52a1\u65f6\uff0co3-mini \u505a\u5f97\u300c\u975e\u5e38\u597d\u300d\u3002\u4f46\u4ed6\u8bf4\uff0c\u5373\u4f7f\u662f\u6700\u597d\u7684\u6a21\u578b\u300c\u4ecd\u7136\u65e0\u6cd5\u4e0e\u6570\u5b66\u5bb6\u76f8\u5ab2\u7f8e\u300d\u3002<\/p>\n

DeepSeek\uff08\u5168\u80fd\u578b\uff09<\/strong><\/p>\n

DeepSeek-R1 \u4e8e\u4e0a\u4e2a\u6708\u63a8\u51fa\uff0c\u5176\u529f\u80fd\u4e0e o1 \u76f8\u5f53\uff0c\u4f46\u53ef\u901a\u8fc7 API \u83b7\u5f97\uff0c\u6210\u672c\u4ec5\u4e3a o1 \u7684\u4e00\u5c0f\u90e8\u5206\u3002<\/p>\n

\u5b83\u8fd8\u4e0e OpenAI \u7684\u6a21\u578b\u4e0d\u540c\uff0c\u56e0\u4e3a\u5b83\u662f\u5f00\u6e90\u7684\uff0c\u8fd9\u610f\u5473\u7740\u867d\u7136\u5b83\u7684\u8bad\u7ec3\u6570\u636e\u5c1a\u672a\u53d1\u5e03\uff0c\u4f46\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u4e0b\u8f7d\u5e95\u5c42\u6a21\u578b\u5e76\u6839\u636e\u4ed6\u4eec\u7684\u7279\u5b9a\u7814\u7a76\u9879\u76ee\u8fdb\u884c\u5b9a\u5236\u3002<\/p>\n

\u8fd0\u884c\u5b8c\u6574\u6a21\u578b\u9700\u8981\u8bbf\u95ee\u5f3a\u5927\u7684\u8ba1\u7b97\u82af\u7247\uff0c\u800c\u8bb8\u591a\u5b66\u8005\u90fd\u7f3a\u4e4f\u8fd9\u4e00\u70b9\u3002\u4f46\u662f\uff0c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff08\u6df1\u5733\uff09\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6 Benyou Wang \u7b49\u7814\u7a76\u4eba\u5458\u6b63\u5728\u521b\u5efa\u53ef\u4ee5\u5728\u5355\u53f0\u673a\u5668\u4e0a\u8fd0\u884c\u6216\u8bad\u7ec3\u7684\u7248\u672c\u3002\u8fd1\u671f\u591a\u79cd\u4e0d\u540c\u7248\u672c\u7684\u672c\u5730\u7248\u5df2\u7ecf\u5141\u8bb8\u7528\u6237\u81ea\u884c\u90e8\u7f72\u3002<\/p>\n

DeepSeek-R1 \u6709\u4e00\u4e9b\u7f3a\u70b9\u3002\u5b83\u6709\u4e00\u4e2a\u7279\u522b\u957f\u7684\u300c\u601d\u8003 \u300d\u8fc7\u7a0b\uff0c\u8fd9\u51cf\u6162\u4e86\u5b83\u7684\u901f\u5ea6\uff0c\u4f7f\u5176\u5728\u67e5\u627e\u4fe1\u606f\u6216\u5934\u8111\u98ce\u66b4\u65f6\u53cd\u5e94\u901f\u5ea6\u8f83\u6162\u3002<\/p>\n

Llama\uff08\u4e3b\u529b\uff09<\/strong><\/p>\n

\u957f\u671f\u4ee5\u6765\uff0cLlama \u4e00\u76f4\u662f\u7814\u7a76\u754c\u7684\u9996\u9009 LLM\u30022023 \u5e74\uff0cMeta AI \u5728\u52a0\u5229\u798f\u5c3c\u4e9a\u5dde\u95e8\u6d1b\u5e15\u514b\u9996\u6b21\u53d1\u5e03\u4e86\u4e00\u7cfb\u5217\u5f00\u653e\u91cd\u91cf\u7ea7\u6a21\u578b\uff0c\u4ec5\u901a\u8fc7\u5f00\u653e\u79d1\u5b66\u5e73\u53f0\u00a0Hugging Face\u00a0\u7684\u4e0b\u8f7d\u91cf\u5c31\u5df2\u8d85\u8fc7 6 \u4ebf\u6b21\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\uff0c\u5728\u5904\u7406\u4e13\u6709\u6216\u53d7\u4fdd\u62a4\u7684\u6570\u636e\u65f6\uff0c\u80fd\u591f\u5728\u4e2a\u4eba\u6216\u673a\u6784\u670d\u52a1\u5668\u4e0a\u8fd0\u884c LLM \u81f3\u5173\u91cd\u8981\uff0c\u4ee5\u907f\u514d\u654f\u611f\u4fe1\u606f\u88ab\u53cd\u9988\u7ed9\u5176\u4ed6\u7528\u6237\u6216\u5f00\u53d1\u4eba\u5458\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u4ee5 Llama \u7684\u6a21\u578b\u4e3a\u57fa\u7840\uff0c\u5236\u4f5c\u4e86\u9884\u6d4b\u6750\u6599\u6676\u4f53\u7ed3\u6784\u7684 LLM\uff0c\u5e76\u6a21\u62df\u91cf\u5b50\u8ba1\u7b97\u673a\u7684\u8f93\u51fa\u3002\u5317\u5361\u7f57\u6765\u7eb3\u5927\u5b66\u6559\u5802\u5c71\u5206\u6821 \uff08University of North Carolina at Chapel Hill\uff09 \u7684\u673a\u5668\u5b66\u4e60\u79d1\u5b66\u5bb6 Tianlong Chen \u8868\u793a\uff0cLlama \u975e\u5e38\u9002\u5408\u6a21\u62df\u91cf\u5b50\u8ba1\u7b97\u673a\uff0c\u56e0\u4e3a\u5b83\u76f8\u5bf9\u5bb9\u6613\u9002\u5e94\u4e13\u95e8\u7684\u91cf\u5b50\u8bed\u8a00\u3002<\/p>\n

\u4f46 Llama \u9700\u8981\u7528\u6237\u8bf7\u6c42\u8bbf\u95ee\u5b83\u7684\u6743\u9650\uff0c\u8fd9\u5bf9\u67d0\u4e9b\u4eba\u6765\u8bf4\u662f\u4e00\u4e2a\u5c0f\u6469\u64e6\u70b9\u3002\u56e0\u6b64\uff0c\u5176\u4ed6\u5f00\u653e\u6a21\u578b\uff0c\u4f8b\u5982\u7531\u897f\u96c5\u56fe\u827e\u4f26\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u5f00\u53d1\u7684 OLMo\uff0c\u6216\u7531\u603b\u90e8\u4f4d\u4e8e\u676d\u5dde\u7684\u4e2d\u56fd\u516c\u53f8\u963f\u91cc\u4e91\u6784\u5efa\u7684 Qwen\uff0c\u73b0\u5728\u901a\u5e38\u662f\u7814\u7a76\u7684\u9996\u9009\u3002DeepSeek \u7684\u9ad8\u6548\u5e95\u5c42 V3 \u6a21\u578b\u4e5f\u662f\u6784\u5efa\u79d1\u5b66\u6a21\u578b\u7684\u7ade\u4e89\u5bf9\u624b\u57fa\u7840\u3002<\/p>\n

\u6b64\u5916\uff0c\u8fd8\u6709\u66f4\u591a\u53ef\u4f9b\u7814\u7a76\u8005\u4f7f\u7528\u7684\u6a21\u578b\u4e0e\u67b6\u6784\u3002\u5bf9\u6b64\u6709\u9700\u6c42\u7684\u8bfb\u8005\u53ef\u4ee5\u524d\u5f80\u6b64\u6587\u4ee5\u83b7\u53d6\u66f4\u8be6\u7ec6\u7684\u63a8\u8350\u3002<\/p>\n

\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/d41586-025-00437-0<\/em><\/p>\n

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