{"id":47123,"date":"2023-12-18T19:52:57","date_gmt":"2023-12-18T11:52:57","guid":{"rendered":"https:\/\/swarma.org\/?p=47123"},"modified":"2023-12-18T19:52:57","modified_gmt":"2023-12-18T11:52:57","slug":"nature-%e9%80%9f%e9%80%92%ef%bc%9a%e5%88%a9%e7%94%a8%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%a8%8b%e5%ba%8f%e6%90%9c%e7%b4%a2%e4%ba%a7%e7%94%9f%e6%95%b0%e5%ad%a6%e5%8f%91%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=47123","title":{"rendered":"Nature \u901f\u9012\uff1a\u5229\u7528\u5927\u6a21\u578b\u7a0b\u5e8f\u641c\u7d22\u4ea7\u751f\u6570\u5b66\u53d1\u73b0"},"content":{"rendered":"
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\u8bba\u6587\u9898\u76ee\uff1a<\/span>Mathematical discoveries from program search with large language models<\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aNature<\/span><\/em><\/span><\/em><\/span><\/section>\n
\u8bba\u6587\u5730\u5740\uff1a<\/span>https:\/\/www.nature.com\/articles\/s41586-023-06924-6<\/span><\/section>\n
\u6591\u56fe\u5730\u5740\uff1a<\/span><\/span>https:\/\/pattern.swarma.org\/paper\/21c6c47a-9ad5-11ee-bc79-0242ac17000e<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u4ece\u5b9a\u91cf\u63a8\u7406\u5230\u7406\u89e3\u81ea\u7136\u8bed\u8a00\uff0c\u5927\u8bed\u8a00\u6a21\u578b<\/span>\uff08LLMs\uff09<\/span>\u5728\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u65b9\u9762\u5c55\u73b0\u51fa\u5f3a\u5927\u80fd\u529b\u3002\u7136\u800c\uff0cLLMs\u6709\u65f6\u4f1a\u51fa\u73b0\u6df7\u6dc6<\/span>\uff08\u6216\u5e7b\u89c9\uff09<\/span>\uff0c\u5bfc\u81f4\u5b83\u4eec\u505a\u51fa\u4f3c\u662f\u800c\u975e\u7684\u9648\u8ff0\uff0c\u8fd9\u963b\u788d\u4e86\u5f53\u524d\u5927\u6a21\u578b\u5728\u79d1\u5b66\u53d1\u73b0\u4e2d\u7684\u4f7f\u7528\u3002\u8fd1\u65e5\uff0cNature \u6742\u5fd7\u4ee5\u672a\u7f16\u8f91\u624b\u7a3f\u6587\u7ae0\u7684\u5f62\u5f0f\uff0c\u63d0\u524d\u53d1\u5e03 Deepmind \u56e2\u961f\u5173\u4e8e\u201c\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u7a0b\u5e8f\u641c\u7d22\u7684\u6570\u5b66\u53d1\u73b0\u201d\u7684\u65b0\u5de5\u4f5c\u3002\u8be5\u7814\u7a76\u5f00\u53d1\u7684 FunSearch \u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u4ee5\u8d85\u8d8a\u6570\u5b66\u5bb6\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u7684\u8ba4\u77e5\uff0c\u53d1\u73b0\u9488\u5bf9\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u7684\u5168\u65b0\u4e14\u6027\u80fd\u66f4\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u7ec4\u5408\u4f18\u5316\u662f\u4e00\u4e2a\u7814\u7a76\u5982\u4f55\u8ba1\u7b97\u5305\u542b\u6709\u9650\u591a\u4e2a\u5bf9\u8c61\u7684\u96c6\u5408\u7684\u53ef\u80fd\u6392\u5217\u7684\u6570\u5b66\u9886\u57df\u3002<\/span><\/section>\n

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FunSearch \u7684\u5de5\u4f5c\u539f\u7406\u662f\u5c06\u9884\u5148\u8bad\u7ec3\u597d\u7684 LLM \u4e0e\u81ea\u52a8\u8bc4\u4f30\u5668\u914d\u5bf9\uff0c\u524d\u8005\u7684\u76ee\u6807\u662f\u4ee5\u8ba1\u7b97\u673a\u4ee3\u7801\u7684\u5f62\u5f0f\u63d0\u4f9b\u521b\u9020\u6027\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u540e\u8005\u5219\u8d1f\u8d23\u9632\u6b62\u51fa\u73b0\u5e7b\u89c9\u548c\u4e0d\u6b63\u786e\u7684\u60f3\u6cd5<\/strong>\u3002\u901a\u8fc7\u8fd9\u4e24\u4e2a\u7ec4\u4ef6\u4e4b\u95f4\u7684\u6765\u56de\u8fed\u4ee3\uff0c\u521d\u59cb\u89e3\u51b3\u65b9\u6848\u201c\u8fdb\u5316\u201d\u4e3a\u65b0\u77e5\u8bc6\u3002\u8be5\u7cfb\u7edf\u641c\u7d22\u7528\u8ba1\u7b97\u673a\u4ee3\u7801\u7f16\u5199\u7684\u201c\u51fd\u6570\u201d\uff0c\u56e0\u6b64\u5f97\u540d FunSearch<\/span>\uff08search<\/em>ing in the fun<\/em>ction space \u7684\u7b80\u79f0\uff0c\u5373\u5728\u51fd\u6570\u7a7a\u95f4\u4e2d\u641c\u7d22\uff09<\/span>\u3002<\/span><\/section>\n

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FunSearch \u4f7f\u7528\u7531 LLM \u652f\u6301\u7684\u8fdb\u5316\u65b9\u6cd5\uff0c\u4fc3\u8fdb\u548c\u53d1\u5c55\u5f97\u5206\u6700\u9ad8\u7684\u521b\u610f\u3002\u8fd9\u4e9b\u60f3\u6cd5\u4ee5\u8ba1\u7b97\u673a\u7a0b\u5e8f\u7684\u5f62\u5f0f\u8868\u8fbe\uff0c\u56e0\u6b64\u53ef\u4ee5\u81ea\u52a8\u8fd0\u884c\u548c\u8bc4\u4f30\u3002\u9996\u5148\uff0c\u7528\u6237\u4ee5\u4ee3\u7801\u7684\u5f62\u5f0f\u5bf9\u95ee\u9898\u8fdb\u884c\u63cf\u8ff0\u3002\u8be5\u63cf\u8ff0\u5305\u62ec\u4e00\u4e2a\u7528\u4e8e\u8bc4\u4f30\u7a0b\u5e8f\u7684\u7a0b\u5e8f\u548c\u4e00\u4e2a\u7528\u4e8e\u521d\u59cb\u5316\u7a0b\u5e8f\u6c60\u7684\u79cd\u5b50\u7a0b\u5e8f\u3002FunSearch \u4f1a\u81ea\u52a8\u5411\u7ecf\u8fc7\u4e13\u95e8\u8bad\u7ec3\u7684 LLM \u53d1\u51fa\u8bf7\u6c42\uff0c\u8981\u6c42\u5b83\u7f16\u5199\u7b80\u77ed\u7684\u8ba1\u7b97\u673a\u7a0b\u5e8f\uff0c\u4ee5\u751f\u6210\u7279\u5b9a\u6570\u5b66\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/span><\/section>\n

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\u7136\u540e\uff0c\u7cfb\u7edf\u4f1a\u5feb\u901f\u68c0\u67e5\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u662f\u5426\u4f18\u4e8e\u5df2\u77e5\u89e3<\/span>\u51b3\u65b9\u6848\u3002<\/span>\u5982\u679c\u4e0d\u662f\uff0c\u7cfb\u7edf\u5c31\u4f1a\u5411 LLM \u63d0\u4f9b\u53cd\u9988\uff0c\u4ee5\u4fbf\u5b83\u5728\u4e0b\u4e00\u8f6e\u4e2d\u52a0\u4ee5\u6539\u8fdb\u3002<\/span>LLM \u5728\u6b64\u57fa\u7840\u4e0a\u521b\u9020\u6027\u5730\u751f\u6210\u65b0\u7a0b\u5e8f\uff0c\u5e76\u81ea\u52a8\u5bf9\u5176\u8fdb\u884c\u8bc4\u4f30\u3002<\/span>\u6700\u597d\u7684\u7a0b\u5e8f\u4f1a\u88ab\u6dfb\u52a0\u56de\u73b0\u6709\u7a0b\u5e8f\u5e93\uff0c\u5f62\u6210\u4e00\u4e2a\u81ea\u6211\u5b8c\u5584\u7684\u5faa\u73af\u3002<\/span>FunSearch \u4f7f\u7528\u7684\u662f\u8c37\u6b4c\u7684 PaLM 2\uff0c\u4f46\u5b83\u4e5f\u517c\u5bb9\u5176\u4ed6\u7ecf\u8fc7\u4ee3\u7801\u8bad\u7ec3\u7684 LLM\u3002<\/span><\/section>\n

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\u56fe1\uff1aFunSearch\u7684\u5de5\u4f5c\u6a21\u5f0f\u793a\u610f\u56fe<\/span><\/section>\n

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\u7528\u4e8e\u6d4b\u8bd5FunSearch\u7684\u95ee\u9898\u7531\u9057\u4f20\u5b66\u5bb6Marsha Falco\u5728 20 \u4e16\u7eaa 70 \u5e74\u4ee3\u53d1\u660e\u7684\u6e38\u620f Set <\/span>\uff08the cap set problem\uff09<\/span>\u6f14\u5316\u800c\u6765\uff0c\u77e5\u540d\u6570\u5b66\u5bb6\u9676\u54f2\u8f69<\/span>\uff08Terence Tao\uff09<\/span>\u66fe\u8bf4\u8fd9\u662f\u4ed6\u6700\u559c\u6b22\u7684\u5f00\u653e\u6027\u95ee\u9898\u3002Set \u5361\u7ec4\u5305\u542b 81 \u5f20\u724c\u3002\u6bcf\u5f20\u724c\u4e0a\u90fd\u6709\u4e00\u4e2a\u3001\u4e24\u4e2a\u6216\u4e09\u4e2a\u5728\u989c\u8272\u3001\u5f62\u72b6\u548c\u9634\u5f71\u4e0a\u5b8c\u5168\u76f8\u540c\u7684\u7b26\u53f7\uff0c\u6bcf\u4e2a\u7b26\u53f7\u90fd\u6709\u4e09\u79cd\u53ef\u80fd\u7684\u9009\u62e9\u3002\u8fd9\u4e9b\u53ef\u80fd\u6027\u52a0\u8d77\u6765\u5c31\u662f 3 \u00d7 3 \u00d7 3 \u00d7 3 = 81\u3002\u73a9\u5bb6\u5fc5\u987b\u7ffb\u5f00\u6251\u514b\u724c\uff0c\u627e\u51fa\u4e09\u5f20\u724c\u7684\u7279\u6b8a\u7ec4\u5408\uff0c\u8fd9\u79cd\u7ec4\u5408\u88ab\u79f0\u4e3a\u201c\u5957\u724c\u201d\u3002FunSearch \u901a\u8fc7\u751f\u6210\u6ee1\u8db3\u6e38\u620f\u6240\u6709\u8981\u6c42\u7684\u724c\u7ec4\uff0c\u6539\u8fdb\u4e86 n = 8 \u7684\u4e0b\u9650\u3002\u4e3a\u4e86\u8bc1\u660e FunSearch \u7684\u5b9e\u7528\u6027\uff0c\u7814\u7a76\u4e2d\u8fd8\u5229\u7528\u5b83\u4e3a\u201cbin packing\u201d\u95ee\u9898\u53d1\u73b0\u4e86\u4f18\u4e8e\u73b0\u6709\u7b97\u6cd5\u7684\u7a0b\u5e8f\uff0c\u8be5\u95ee\u9898\u7684\u5e94\u7528\u65e0\u5904\u4e0d\u5728\uff0c\u6bd4\u5982\u63d0\u9ad8\u6570\u636e\u4e2d\u5fc3\u7684\u6548\u7387\u3002<\/span><\/section>\n
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\u88681\uff1aBin \u641c\u7d22\u95ee\u9898\u7684\u7406\u8bba\u6700\u4f18\u89e3\uff0c\u5df2\u77e5\u89e3\u53ca FunSearch \u5f97\u5230\u7684\u89e3<\/span><\/section>\n

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\u50cf\u5728\u7ebf bin packing \u8fd9\u6837\u7684\u56f0\u96be\u7ec4\u5408\u95ee\u9898\uff0c\u53ef\u4ee5\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u548c\u5f3a\u5316\u5b66\u4e60\u7b49\u5176\u4ed6\u4eba\u5de5\u667a\u80fd\u65b9\u6cd5\u6765\u89e3\u51b3\u3002\u4e8b\u5b9e\u8bc1\u660e\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u4e5f\u5f88\u6709\u6548\uff0c\u4f46\u90e8\u7f72\u8d77\u6765\u53ef\u80fd\u4e5f\u9700\u8981\u5927\u91cf\u8d44\u6e90\u3002\u53e6\u4e00\u65b9\u9762\uff0cFunSearch \u8f93\u51fa\u7684\u4ee3\u7801\u6613\u4e8e\u68c0\u67e5\u548c\u90e8\u7f72\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u7684\u89e3\u51b3\u65b9\u6848\u6709\u53ef\u80fd\u88ab\u5e94\u7528\u5230\u5404\u79cd\u73b0\u5b9e\u4e16\u754c\u7684\u5de5\u4e1a\u7cfb\u7edf\u4e2d\uff0c\u4ece\u800c\u8fc5\u901f\u5e26\u6765\u6548\u76ca\u3002<\/span><\/section>\n

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\u5c3d\u7ba1\u53d1\u73b0\u65b0\u7684\u6570\u5b66\u77e5\u8bc6\u672c\u8eab\u610f\u4e49\u91cd\u5927\uff0c\u4f46\u4e0e\u4f20\u7edf\u7684\u8ba1\u7b97\u673a\u641c\u7d22\u6280\u672f\u76f8\u6bd4\uff0cFunSearch \u65b9\u6cd5\u8fd8\u63d0\u4f9b\u4e86\u989d\u5916\u7684\u4f18\u52bf\u3002\u8fd9\u662f\u56e0\u4e3a\uff0cFunSearch \u5e76\u4e0d\u662f\u4e00\u4e2a\u4ec5\u4ec5\u751f\u6210\u95ee\u9898\u89e3\u51b3\u65b9\u6848\u7684\u9ed1\u76d2\u5b50<\/strong>\uff0c<\/strong>\u76f8\u53cd\uff0c\u5b83\u751f\u6210\u7684\u7a0b\u5e8f\u4f1a\u63cf\u8ff0\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u662f\u5982\u4f55\u5f97\u51fa\u7684\u3002<\/strong>\u8fd9\u79cd\u201c\u5c55\u793a\u4f60\u7684\u5de5\u4f5c\u201d<\/span>\uff08show-your-working\uff09<\/span>\u7684\u65b9\u6cd5\u901a\u5e38\u662f\u79d1\u5b66\u5bb6\u7684\u5de5\u4f5c\u65b9\u5f0f\uff0c\u901a\u8fc7\u4ea7\u751f\u65b0\u53d1\u73b0\u6216\u65b0\u73b0\u8c61\u7684\u8fc7\u7a0b\u6765\u89e3\u91ca\u5b83\u4eec\u3002<\/span><\/section>\n

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FunSearch \u559c\u6b22\u7528\u9ad8\u5ea6\u7d27\u51d1\u7684\u7a0b\u5e8f\u6765\u5bfb\u627e\u89e3\u51b3\u65b9\u6848\uff0c\u5373\u5177\u6709\u8f83\u4f4e Kolmogorov \u590d\u6742\u6027\u7684\u89e3\u51b3\u65b9\u6848<\/strong>\u3002\u7b80\u77ed\u7684\u7a0b\u5e8f\u53ef\u4ee5\u63cf\u8ff0\u975e\u5e38\u5e9e\u5927\u7684\u5bf9\u8c61\uff0c\u4ece\u800c\u4f7f FunSearch \u80fd\u591f\u6269\u5c55\u5230\u5927\u578b\u7684\u95ee\u9898\u3002\u6b64\u5916\uff0c\u8fd9\u4e5f\u8ba9\u7814\u7a76\u4eba\u5458\u66f4\u5bb9\u6613\u7406\u89e3 FunSearch \u7684\u7a0b\u5e8f\u8f93\u51fa\u3002<\/span><\/section>\n

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\u66f4\u91cd\u8981\u7684\u662f\uff0cFunSearch \u7a0b\u5e8f\u7684\u8fd9\u79cd\u53ef\u89e3\u91ca\u6027\u53ef\u4ee5\u4e3a\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u89c1\u89e3\u3002\u4f8b\u5982\uff0c\u5728\u4f7f\u7528 FunSearch \u7684\u8fc7\u7a0b\u4e2d\u6ce8\u610f\u5230\uff0c\u5b83\u7684\u4e00\u4e9b\u9ad8\u5206\u8f93\u51fa\u7684\u4ee3\u7801\u4e2d\u5b58\u5728\u7740\u6709\u8da3\u7684\u5bf9\u79f0\u6027\u3002\u8fd9\u8ba9\u7814\u7a76\u8005\u5bf9\u95ee\u9898\u6709\u65b0\u7684\u8ba4\u8bc6\uff0c\u5229\u7528\u8fd9\u79cd\u8ba4\u8bc6\uff0c\u53ef\u5b8c\u5584\u5f15\u5165 FunSearch \u7684\u95ee\u9898\uff0c\u4ece\u800c\u627e\u5230\u66f4\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u662f\u4eba\u7c7b\u4e0e FunSearch \u5728\u6570\u5b66\u9886\u57df\u7684\u8bb8\u591a\u95ee\u9898\u4e0a\u8fdb\u884c\u5408\u4f5c\u7684\u5178\u8303\u3002<\/span><\/section>\n

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FunSearch \u8bc1\u660e\uff0c\u5982\u679c\u6211\u4eec\u80fd\u9632\u6b62 LLM \u4ea7\u751f\u5e7b\u89c9\uff0c\u90a3\u4e48<\/strong>\u5927<\/strong>\u6a21\u578b\u7684\u529b\u91cf\u4e0d\u4ec5\u53ef\u4ee5\u7528\u6765\u4ea7\u751f\u65b0\u7684\u6570\u5b66\u53d1\u73b0\uff0c\u8fd8\u53ef\u4ee5\u7528\u6765\u63ed\u793a\u91cd\u8981\u73b0\u5b9e\u4e16\u754c\u95ee\u9898\u7684\u6f5c\u5728\u89e3\u51b3\u65b9\u6848<\/strong>\u3002\u5bf9\u4e8e\u79d1\u5b66\u548c\u5de5\u4e1a\u9886\u57df\u7684\u8bb8\u591a\u95ee\u9898\u2014\u2014\u65e0\u8bba\u662f\u957f\u671f\u5b58\u5728\u7684\u95ee\u9898\u8fd8\u662f\u65b0\u95ee\u9898\u2014\u2014\u4f7f\u7528 LLM \u9a71\u52a8\u7684\u65b9\u6cd5\u751f\u6210\u6709\u6548\u548c\u91cf\u8eab\u5b9a\u5236\u7684\u7b97\u6cd5\u5c06\u6210\u4e3a\u5e38\u89c1\u505a\u6cd5\u3002<\/span><\/section>\n

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\u7f16\u8bd1\uff5c\u90ed\u745e\u4e1c<\/span><\/section>\n

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\u4eba\u5de5\u667a\u80fd\u4e0e\u6570\u5b66\u8bfb\u4e66\u4f1a\u542f\u52a8<\/strong>
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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/p>\n

\u4eba\u5de5\u667a\u80fd\u4e0e\u6570\u5b66\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1aAI for Math\uff0cMath for AI<\/a><\/span>
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n<\/section>\n

\u200d<\/span>1. <\/strong>\u4e07\u5b57\u957f\u6587\u8be6\u89e3\uff1a\u5927\u6a21\u578b\u65f6\u4ee3AI\u4ef7\u503c\u5bf9\u9f50\u7684\u95ee\u9898\u3001\u5bf9\u7b56\u548c\u5c55\u671b<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
2. <\/strong>\u524d\u6cbf\u63a2\u8ba8\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\u3001\u7ec4\u5408\u4f18\u5316\u3001\u5927\u6a21\u578b\u4e0eAI4Science\u5982\u4f55\u76f8\u4e92\u4fc3\u8fdb\uff1f<\/a><\/strong><\/span><\/strong><\/section>\n
3.<\/strong><\/strong> \u6570\u5b66\u63a2\u7d22\u7684\u672a\u6765\uff1a\u4eceAI\u5f15\u5bfc\u4eba\u7c7b\u76f4\u89c9\u5230\u6570\u5b66\u5927\u8bed\u8a00\u6a21\u578b<\/a><\/strong><\/strong><\/span><\/section>\n
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4. <\/strong><\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
5. <\/strong><\/strong><\/strong><\/strong>\u52a0\u5165\u96c6\u667a\u5b66\u56edVIP\uff0c\u4e00\u6b21\u6027\u83b7\u53d6\u96c6\u667a\u5e73\u53f0\u6240\u6709\u5185\u5bb9\u8d44\u6e90<\/a><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/span><\/strong><\/strong><\/strong><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n

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\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/strong><\/span><\/strong><\/p>\n

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\u5173\u952e\u8bcd\uff1a\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6570\u5b66\u53d1\u73b0\uff0c\u7ec4\u5408\u4f18\u5316\uff0c\u8ba1\u7b97\u673a\u641c\u7d22\uff0c\u53ef\u89e3\u91ca\u6027 \u8bba\u6587\u9898\u76ee\uff1aMathematical discoveries from program search with large language models \u8bba\u6587\u6765\u6e90\uff1aNature \u8bba\u6587\u5730\u5740\uff1ahttps:\/\/www.nature.com\/ar…<\/p>\n","protected":false},"author":0,"featured_media":47118,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/47123"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=47123"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/47123\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/47118"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=47123"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=47123"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=47123"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=47123"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}