{"id":1108,"date":"2025-08-04T15:23:00","date_gmt":"2025-08-04T07:23:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1108"},"modified":"2025-09-17T15:44:14","modified_gmt":"2025-09-17T07:44:14","slug":"%e7%a7%91%e7%a0%94ai%e7%9a%84%e8%bf%9b%e5%8c%96%e8%ae%ba%ef%bc%81%e7%b3%bb%e7%bb%9f%e6%a2%b3%e7%90%86600%e6%95%b0%e6%8d%ae%e9%9b%86%e4%b8%8e%e6%a8%a1%e5%9e%8b%ef%bc%8c%e4%b8%8a%e6%b5%b7ai-lab","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/08\/04\/%e7%a7%91%e7%a0%94ai%e7%9a%84%e8%bf%9b%e5%8c%96%e8%ae%ba%ef%bc%81%e7%b3%bb%e7%bb%9f%e6%a2%b3%e7%90%86600%e6%95%b0%e6%8d%ae%e9%9b%86%e4%b8%8e%e6%a8%a1%e5%9e%8b%ef%bc%8c%e4%b8%8a%e6%b5%b7ai-lab\/","title":{"rendered":"\u79d1\u7814AI\u7684\u8fdb\u5316\u8bba\uff01\u7cfb\u7edf\u68b3\u7406600+\u6570\u636e\u96c6\u4e0e\u6a21\u578b\uff0c\u4e0a\u6d77AI 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\u63d0\u51fa\u4e86\u8fdc\u8d85\u901a\u7528\u9886\u57df\u7684\u65b0\u8981\u6c42\u3002\u5f53\u524d\u7684\u7814\u7a76\u4ecd\u5904\u4e8e\u788e\u7247\u5316\u72b6\u6001\uff0c\u7f3a\u4e4f\u5bf9\u5168\u5b66\u79d1\u9886\u57df\u7684\u79d1\u5b66\u6570\u636e\u4e0e\u6a21\u578b\u6f14\u8fdb\u8def\u5f84\u7684\u7cfb\u7edf\u6027\u68b3\u7406\u3002\u4e00\u4e2a\u7cfb\u7edf\u6027\u7684\u68b3\u7406\u4e0e\u524d\u77bb\u6027\u8bbe\u8ba1\u5df2\u6210\u4e3a\u6574\u4e2a\u9886\u57df\u7684\u8feb\u5207\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u4e3a\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0c\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u8054\u5408\u5168\u7403 20 \u4f59\u5bb6\u9876\u5c16\u9ad8\u6821\u4e0e\u7814\u7a76\u673a\u6784\uff0c\u5168\u9762\u8c03\u7814\u4e86 1000 + \u6587\u732e\uff0c\u7cfb\u7edf\u68b3\u7406\u4e86 600 + \u91cd\u8981\u6570\u636e\u96c6\u4e0e SOTA \u6a21\u578b\uff0c\u91cd\u78c5\u53d1\u5e03\u4e86\u5bf9 Sci-LLMs \u7684\u5168\u9762\u7efc\u8ff0 \u300aA Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers\u300b\uff0c\u7cfb\u7edf\u68b3\u7406\u4e86 Sci-LLMs \u7684\u53d1\u5c55\u5386\u7a0b\u3001\u6570\u636e\u57fa\u7840\u3001\u6a21\u578b\u6f14\u8fdb\u3001\u6a21\u578b\u8bc4\u6d4b\u4f53\u7cfb\u4e0e\u667a\u80fd\u4f53\u524d\u6cbf\uff0c\u5e76\u63d0\u51fa\u4e86\u672a\u6765\u667a\u80fd\u4f53\u52a9\u529b\u79d1\u5b66\u53d1\u73b0\u751f\u6001\u7684\u8def\u7ebf\u56fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"847\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-161-1024x847.png\" alt=\"\" class=\"wp-image-1113\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-161-1024x847.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-161-300x248.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-161-768x635.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-161.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u6807\u9898\uff1aA Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers<\/li>\n\n\n\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2508.21148<\/li>\n\n\n\n<li>GitHub \u94fe\u63a5\uff1ahttps:\/\/github.com\/open-sciencelab\/Awesome-Scientific-Datasets-and-LLMs<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e00\u3001\u79d1\u7814\u754c\u7684 \u201c\u7206\u70b8\u65f6\u523b\u201d\uff1a\u8bba\u6587\u6570\u91cf\u66f2\u7ebf\u8bf4\u660e\u4e86\u4e00\u5207<\/strong><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u79d1\u5b66\u63a2\u7d22\uff08AI for Science\uff09\u9886\u57df\u7684\u5e94\u7528\u5448\u73b0\u7206\u53d1\u5f0f\u589e\u957f\uff0c\u79d1\u5b66\u5927\u8bed\u8a00\u6a21\u578b\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u6df1\u5ea6\u548c\u5e7f\u5ea6\u53d8\u9769\u7740\u77e5\u8bc6\u7684\u8868\u793a\u3001\u6574\u5408\u4e0e\u5e94\u7528\u65b9\u5f0f\uff0c\u5728\u7269\u7406\u3001\u5316\u5b66\u3001\u6750\u6599\u3001\u751f\u547d\u79d1\u5b66\u3001\u5929\u6587\u3001\u5730\u7403\u79d1\u5b66\u7b49\u591a\u4e2a\u81ea\u7136\u79d1\u5b66\u9886\u57df\u5c55\u73b0\u51fa\u60ca\u4eba\u7684\u6f5c\u529b\uff0c\u91cd\u65b0\u5b9a\u4e49\u7740\u79d1\u5b66\u7814\u7a76\u7684\u65b9\u5f0f\u3002\u5982\u4e0b\u56fe\uff0c\u7efc\u8ff0\u7b80\u8981\u5c55\u793a\u4e86\u5728\u4e3b\u8981\u9884\u5370\u672c\u5e73\u53f0\u4e0a\uff0c\u6d89\u53ca \u201clanguage model\u201d \u53ca\u5176\u4e0e\u79d1\u5b66\u9886\u57df\u7ed3\u5408\uff08\u8054\u5408\u68c0\u7d22\u5b66\u79d1\u5173\u952e\u8bcd\uff09\u7684\u8bba\u6587\u53d1\u8868\u8d8b\u52bf\u3002\u5de6\u56fe\u663e\u793a arXiv \u4e0e PubMed \u4e0a\u7684\u5feb\u901f\u589e\u957f\uff0c\u53f3\u56fe\u5219\u5448\u73b0 bioRxiv\u3001medRxiv \u548c ChemRxiv \u7684\u52a0\u901f\u6001\u52bf\uff0c\u4f53\u73b0\u51fa\u8de8\u5b66\u79d1\u5174\u8da3\u7684\u4e0d\u65ad\u5347\u6e29\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"334\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-373-1024x334.jpg\" alt=\"\" class=\"wp-image-1109\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-373-1024x334.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-373-300x98.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-373-768x250.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-373.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 1\uff1a\u79d1\u5b66\u5927\u6a21\u578b\u76f8\u5173\u8bba\u6587\u6570\u91cf\u5feb\u901f\u589e\u957f\uff082018\u20132025\uff09\u3002<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u56db\u6b21\u8303\u5f0f\u8f6c\u79fb\uff1a\u89e3\u7801 Sci-LLMs \u8fdb\u5316\u8def\u5f84<\/strong><\/p>\n\n\n\n<p>\u7efc\u8ff0\u9996\u5148\u6307\u51fa\uff0c2018\u20132025 \u5e74\uff0c\u6570\u636e\u9a71\u52a8\u7684 Sci-LLMs \u5df2\u7ecf\u5386\u56db\u6b21\u5173\u952e\u8303\u5f0f\u8f6c\u79fb\uff0c\u5176\u80fd\u529b\u8fb9\u754c\u5f97\u5230\u4e0d\u65ad\u62d3\u5c55\uff0c\u9010\u6b65\u8fc8\u5411\u66f4\u9ad8\u9636\u7684\u79d1\u7814\u5e94\u7528\u9636\u6bb5\u3002<\/p>\n\n\n\n<p>1. \u8fc1\u79fb\u5b66\u4e60\u9636\u6bb5\uff082018\u20132020\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee3\u8868\uff1aSciBERT\u3001BioBERT\u3001PubMedBERT \u7b49<\/li>\n\n\n\n<li>\u7279\u70b9\uff1a\u901a\u8fc7\u5728\u7279\u5b9a\u9886\u57df\u7684\u79d1\u5b66\u8bed\u6599\u4e0a\u7ee7\u7eed\u9884\u8bad\u7ec3\uff0c\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u9886\u57df\u7406\u89e3\u80fd\u529b\u3002\u4f46\u8fd9\u4e9b\u6a21\u578b\u4ec5\u80fd\u63d0\u4f9b \u201c\u9759\u6001\u77e5\u8bc6\u201d\uff0c\u5927\u591a\u9762\u5411\u9886\u57df\u5185\u65e2\u5b9a\u7684\u4e0b\u6e38\u4efb\u52a1\uff0c\u96be\u4ee5\u76f4\u63a5\u5e94\u7528\u5230\u66f4\u590d\u6742\u4e5f\u66f4\u9ad8\u7ea7\u7684\u79d1\u7814\u63a2\u7d22\u4efb\u52a1\u4e2d\u3002<\/li>\n<\/ul>\n\n\n\n<p>2. \u89c4\u6a21\u5316\u9636\u6bb5\uff082020\u20132022\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee3\u8868\uff1aGPT-3\u3001Galactica\u3001MedPaLM-2 \u7b49<\/li>\n\n\n\n<li>\u7279\u70b9\uff1a\u901a\u8fc7\u6025\u5267\u6269\u5927\u7684\u53c2\u6570\u548c\u6570\u636e\u89c4\u6a21\uff0c\u6a21\u578b\u5c55\u73b0\u51fa\u8de8\u5b66\u79d1\u77e5\u8bc6\u6574\u5408\u4e0e\u4e13\u4e1a\u63a8\u7406\u80fd\u529b\u3002\u4f8b\u5982\uff0cMedPaLM-2 \u5728\u7f8e\u56fd\u533b\u5e08\u6267\u7167\u8003\u8bd5\uff08USMLE\uff09\u95ee\u9898\u4e0a\u8fbe\u5230\u4e86\u4e0e\u6301\u8bc1\u533b\u5e08\u76f8\u5f53\u7684\u4e13\u5bb6\u7ea7\u6c34\u5e73\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u9636\u6bb5\u4e5f\u5c55\u793a\u51fa\u79d1\u5b66\u9886\u57df\u7684\u72ec\u7279\u6311\u6218\uff1a\u9ad8\u8d28\u91cf\u79d1\u5b66\u6587\u672c\u8bed\u6599\u8fdc\u5c0f\u4e8e\u901a\u7528\u8bed\u6599\uff0c\u9650\u5236\u4e86 Sci-LLMs \u7684\u5927\u89c4\u6a21\u6269\u5c55\u3002<\/li>\n<\/ul>\n\n\n\n<p>3. \u6307\u4ee4\u5bf9\u9f50\u9636\u6bb5\uff082022\u20132024\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee3\u8868\uff1aChatGPT\u3001Meditron\u3001NatureLM 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\u7b49<\/li>\n\n\n\n<li>\u7279\u70b9\uff1a\u9664\u4e86\u8fdb\u4e00\u6b65\u89c4\u6a21\u5316\u6765\u63d0\u4f9b\u66f4\u52a0\u5f3a\u5927\u7684\u79d1\u5b66\u57fa\u5ea7\uff08\u5982\u00a0Intern-S1\uff09\uff0c\u7531 Sci-LLMs \u6784\u6210\u7684\u7cfb\u7edf\u5f00\u59cb\u5177\u5907\u79d1\u5b66\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u96cf\u5f62\u3002AI \u4e0d\u518d\u4ec5\u4ec5 \u201c\u7406\u89e3\u79d1\u5b66\u201d\uff0c\u800c\u662f\u80fd\u81ea\u4e3b\u89c4\u5212\u5b9e\u9a8c\u3001\u64b0\u5199\u8bba\u6587\u3001\u8fed\u4ee3\u79d1\u7814\u6d41\u7a0b\u3002\u8fd9\u4e5f\u5bf9\u65b0\u578b\u79d1\u5b66\u6570\u636e\u4ee5\u53ca\u79d1\u5b66\u53d1\u73b0\u6027\u80fd\u8bc4\u4f30\u63d0\u51fa\u4e86\u65b0\u7684\u8981\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"535\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-374-1024x535.jpg\" alt=\"\" class=\"wp-image-1110\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-374-1024x535.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-374-300x157.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-374-768x401.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-374.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 2\uff1aSci-LLMs \u7684\u8303\u5f0f\u6f14\u5316\uff082018\u20132025\uff09\u3002<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u79d1\u5b66\u9886\u57df\u603b\u89c8\uff1a\u8d2f\u901a\u516d\u5927\u79d1\u5b66\u9886\u57df<\/strong><\/p>\n\n\n\n<p>\u8fd9\u7bc7\u7efc\u8ff0\u4e0d\u4ec5\u8986\u76d6\u4e86\u516d\u5927\u79d1\u5b66\u9886\u57df\uff08\u7269\u7406\u3001\u5316\u5b66\u3001\u6750\u6599\u79d1\u5b66\u3001\u751f\u547d\u79d1\u5b66\u3001\u5929\u6587\u5b66\u3001\u5730\u7403\u79d1\u5b66\uff09\uff0c\u8fd8\u63ed\u793a\u4e86\u5b83\u4eec\u5728 \u6570\u636e\u5c3a\u5ea6\u4e0a\u7684\u5c42\u5c42\u9012\u8fdb\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7269\u7406\u3001\u5316\u5b66\u3001\u6750\u6599\u79d1\u5b66 \u2014\u2014 \u4ece\u5fae\u89c2\u7c92\u5b50\u3001\u5206\u5b50\u5230\u6750\u6599\u7ed3\u6784\uff0c\u5960\u5b9a\u4e86\u7406\u89e3\u7269\u8d28\u4e16\u754c\u7684\u57fa\u77f3\uff1b<\/li>\n\n\n\n<li>\u751f\u547d\u79d1\u5b66 \u2014\u2014 \u8de8\u8d8a\u5206\u5b50\u3001\u7ec6\u80de\u3001\u591a\u7ec4\u5b66\u548c\u7cfb\u7edf\uff0c\u4f53\u73b0\u590d\u6742\u6027\u7684\u4e2d\u89c2\u5c3a\u5ea6\uff1b<\/li>\n\n\n\n<li>\u5929\u6587\u5b66\u4e0e\u5730\u7403\u79d1\u5b66 \u2014\u2014 \u4ece\u5730\u7403\u3001\u884c\u661f\u5230\u661f\u7cfb\uff0c\u76f4\u8fbe\u5b8f\u89c2\u5c42\u9762\u7684\u89c2\u6d4b\u4e0e\u6a21\u62df\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u4ece\u5fae\u89c2\u5230\u5b8f\u89c2\u7684\u5c3a\u5ea6\u6f14\u8fdb\uff0c\u6b63\u662f Sci-LLMs \u9884\u8bad\u7ec3\u6570\u636e\u8bbe\u8ba1\u7684\u903b\u8f91\uff1a\u6a21\u578b\u9700\u8981\u540c\u65f6\u7406\u89e3\u5206\u5b50\u52a8\u529b\u5b66\u7684\u7cbe\u7ec6\u7ed3\u6784\uff0c\u4e5f\u8981\u80fd\u628a\u63e1\u5929\u4f53\u6f14\u5316\u548c\u6c14\u5019\u53d8\u5316\u7684\u5b8f\u5927\u8d8b\u52bf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"491\" height=\"497\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-160.png\" alt=\"\" class=\"wp-image-1112\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-160.png 491w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-160-296x300.png 296w\" sizes=\"auto, (max-width: 491px) 100vw, 491px\" \/><\/figure>\n\n\n\n<p>\u56fe 3\uff1a\u7efc\u8ff0\u6240\u6db5\u76d6\u7684\u516d\u5927\u79d1\u5b66\u9886\u57df\uff08\u7269\u7406\u3001\u5316\u5b66\u3001\u6750\u6599\u79d1\u5b66\u3001\u751f\u547d\u79d1\u5b66\u3001\u5730\u7403\u79d1\u5b66\u3001\u5929\u6587\u5b66\uff09\u53ca\u5404\u9886\u57df\u4e2d\u7684\u4ee3\u8868\u6027\u5b50\u65b9\u5411\u3002<\/p>\n\n\n\n<p><strong>\u56db\u3001\u79d1\u5b66\u6a21\u578b\u835f\u8403\uff1a\u901a\u624d vs \u4e13\u624d\u3001\u6587\u672c vs \u591a\u6a21\u6001<\/strong><\/p>\n\n\n\n<p>1. \u901a\u624d vs \u4e13\u624d vs \u201c\u901a\u4e13\u878d\u5408\u201d<\/p>\n\n\n\n<p>\u901a\u624d\u578b Sci-LLMs \u81f4\u529b\u4e8e\u6784\u5efa\u8de8\u5b66\u79d1\u7684\u77e5\u8bc6\u5e95\u5ea7\uff0c\u5178\u578b\u4ee3\u8868\u662f Intern-S1\u3002\u5b83\u901a\u8fc7\u5728\u6d77\u91cf\u3001\u8de8\u5b66\u79d1\u7684\u79d1\u5b66\u8bed\u6599\uff08\u6db5\u76d6\u8bba\u6587\u3001\u6559\u79d1\u4e66\u3001\u767e\u79d1\u3001\u4e60\u9898\u7b49\uff09\u4e0a\u8fdb\u884c\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\uff0c\u5177\u5907\u5e7f\u535a\u800c\u7cfb\u7edf\u7684\u79d1\u5b66\u77e5\u8bc6\u50a8\u5907\u3002\u4e0e\u6b64\u76f8\u5bf9\uff0c\u4e13\u624d\u578b Sci-LLMs \u5219\u66f4\u50cf\u662f\u9488\u5bf9\u5355\u4e00\u5b66\u79d1\u5b9a\u5236\u7684 \u201c\u624b\u672f\u5200\u201d\uff0c\u4f9d\u9760\u5728\u7279\u5b9a\u9886\u57df\uff08\u5982\u9ad8\u80fd\u7269\u7406\u3001\u5316\u5b66\u3001\u751f\u547d\u79d1\u5b66\u7b49\uff09\u7684\u4e13\u4e1a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6df1\u5ea6\u8bad\u7ec3\uff0c\u6210\u4e3a\u8be5\u5b66\u79d1\u7684\u4e13\u5bb6\uff0c\u4f8b\u5982\u4e13\u6ce8\u9ad8\u80fd\u7269\u7406\u7684 Xiwu\uff0c\u4ee5\u53ca\u9762\u5411\u5316\u5b66\u7684 ChemLLM\u3002<\/p>\n\n\n\n<p>\u4e0e\u4e24\u8005\u76f8\u6bd4\uff0cIntern-S1 \u7684\u72ec\u7279\u4f18\u52bf\u5728\u4e8e\u901a\u4e13\u878d\u5408\uff1a\u5b83\u65e2\u7ee7\u627f\u4e86\u901a\u624d\u6a21\u578b\u7684\u8de8\u5b66\u79d1\u5e7f\u5ea6\uff0c\u80fd\u591f\u5728\u590d\u6742\u95ee\u9898\u4e2d\u8c03\u7528\u591a\u9886\u57df\u77e5\u8bc6\uff1b\u53c8\u901a\u8fc7\u9488\u5bf9\u91cd\u70b9\u5b66\u79d1\u7684\u4f18\u5316\u5b9e\u73b0\u4e86\u4e13\u624d\u6a21\u578b\u7684\u6df1\u5ea6\uff0c\u5177\u5907\u89e3\u51b3\u4e13\u4e1a\u9886\u57df\u96be\u9898\u7684\u80fd\u529b\u3002\u51ed\u501f\u8fd9\u4e00\u53cc\u91cd\u7279\u6027\uff0cIntern-S1 \u4e0d\u4ec5\u80fd\u4f5c\u4e3a\u79d1\u5b66\u7814\u7a76\u7684\u901a\u7528\u52a9\u624b\uff0c\u8fd8\u80fd\u591f\u5728\u7279\u5b9a\u5b66\u79d1\u573a\u666f\u4e0b\u5c55\u73b0\u63a5\u8fd1\u4e13\u5bb6\u7ea7\u7684\u63a8\u7406\u4e0e\u56de\u7b54\u6c34\u5e73\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"460\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-375-1024x460.jpg\" alt=\"\" class=\"wp-image-1111\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-375-1024x460.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-375-300x135.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-375-768x345.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-375.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 4\uff1a\u6309\u516d\u5927\u79d1\u5b66\u9886\u57df\u5206\u7c7b\u7684\u4ee3\u8868\u6027 Sci-LLMs \u65f6\u95f4\u6982\u89c8\uff082019 \u5e74\u81f3 2025 \u5e74\u4e2d\uff09\u3002<\/p>\n\n\n\n<p>2. \u6587\u672c vs \u591a\u6a21\u6001<\/p>\n\n\n\n<p>\u7efc\u8ff0\u7684\u7edf\u8ba1\u5206\u6790\u6307\u51fa\uff1a\u5f53\u524d\u7ea6\u56db\u5206\u4e4b\u4e09\u7684\u79d1\u5b66\u5927\u8bed\u8a00\u6a21\u578b\u662f\u7eaf\u6587\u672c LLM \uff0c\u800c\u591a\u6a21\u6001 LLM \u4ec5\u5360\u56db\u5206\u4e4b\u4e00\u3002\u8fd9\u4e00\u65b9\u9762\u53cd\u6620\u4e86\u79d1\u5b66\u77e5\u8bc6\u7684\u4e3b\u8981\u8f7d\u4f53 \u2014\u2014 \u5b66\u672f\u8bba\u6587\u548c\u6559\u79d1\u4e66\u7b49 \u2014\u2014 \u4ecd\u4ee5\u6587\u672c\u4e3a\u4e3b\uff1b\u53e6\u4e00\u65b9\u9762\u4e5f\u66b4\u9732\u4e86\u9ad8\u8d28\u91cf\u3001\u7ec6\u7c92\u5ea6\u7684\u591a\u6a21\u6001\u76d1\u7763\u6570\u636e\u7684\u7a00\u7f3a\u6027\u3002\u8fd9\u79cd\u5bf9\u6587\u672c\u7684\u8fc7\u5ea6\u4f9d\u8d56\u9020\u6210\u4e86\u4e00\u4e2a\u6838\u5fc3\u56f0\u5883\uff1a\u6a21\u578b\u5b66\u4e60\u5230\u7684\u66f4\u591a\u662f\u5bf9\u79d1\u5b66\u7684 \u201c\u63cf\u8ff0\u201d\uff0c\u800c\u975e\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u548c\u5b9e\u9a8c\u8bc1\u636e\u4e2d\u4e60\u5f97\u7684\u79d1\u5b66\u7814\u7a76\u672c\u8eab\u3002\u4e3a\u4e86\u5f25\u5408\u8fd9\u4e00\u9e3f\u6c9f\uff0c\u672a\u6765\u7684\u8d8b\u52bf\u5fc5\u7136\u662f\u5411\u591a\u6a21\u6001\u751f\u6001\u7cfb\u7edf\u6f14\u8fdb\uff0c\u5c24\u5176\u662f\u5728\u5929\u6587\u5b66\u3001\u6c14\u5019\u79d1\u5b66\u7b49\u9ad8\u5ea6\u4f9d\u8d56\u5f02\u6784\u4fe1\u53f7\u878d\u5408\u7684\u9886\u57df\uff0c\u80fd\u591f\u7efc\u5408\u5904\u7406\u56fe\u50cf\u3001\u5149\u8c31\u3001\u65f6\u95f4\u5e8f\u5217\u548c\u6587\u672c\u7b49\u591a\u6a21\u6001\u6570\u636e\u5c06\u662f Sci-LLMs \u53d1\u5c55\u7684\u5173\u952e \u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"287\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-376-1024x287.jpg\" alt=\"\" class=\"wp-image-1115\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-376-1024x287.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-376-300x84.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-376-768x215.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-376.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 5: &nbsp;Sci-LLMs \u548c Sci-MLLMs \u5206\u5e03\u7edf\u8ba1\uff1a(a) Sci-LLMs \u4e0e Sci-MLLMs \u7684\u6570\u91cf\u5bf9\u6bd4\uff1b(b) \u57fa\u7840\u6a21\u578b\u5bb6\u65cf\u5206\u5e03\u548c (c) \u53c2\u6570\u89c4\u6a21\u5206\u5e03\u3002<\/p>\n\n\n\n<p><strong>\u4e94\u3001\u6df1\u5165\u6570\u636e\u751f\u6001\uff1a270+ \u8bad\u7ec3\u96c6 &amp; 210+ \u8bc4\u6d4b\u96c6\u7684\u5168\u666f\u5730\u56fe<\/strong><\/p>\n\n\n\n<p>1. \u7edf\u4e00\u89c6\u89d2\uff1a\u4ece\u6570\u636e\u5206\u7c7b\u5230\u77e5\u8bc6\u5c42\u7ea7<\/p>\n\n\n\n<p>\u7efc\u8ff0\u6307\u51fa\uff0c\u6784\u5efa\u5f3a\u5927\u7684 Sci-LLMs \u5fc5\u987b\u9996\u5148\u7406\u89e3\u79d1\u5b66\u6570\u636e\u4e0e\u77e5\u8bc6\u7684\u5185\u5728\u7ed3\u6784\u3002\u4e3a\u6b64\uff0c\u8bba\u6587\u63d0\u51fa\u4e86\u4e24\u5927\u6570\u636e\u5206\u7ea7\u6846\u67b6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7edf\u4e00\u7684\u79d1\u5b66\u6570\u636e\u5206\u7c7b\u6cd5\uff0c\u5c06\u7eb7\u7e41\u590d\u6742\u7684\u79d1\u5b66\u6570\u636e\uff08\u5982\u00a0SMILES \u5316\u5b66\u5f0f\u3001\u57fa\u56e0\u5e8f\u5217\u3001\u5929\u6587\u56fe\u50cf\u3001\u533b\u5b66\u626b\u63cf\u7b49\uff09\u5f52\u7eb3\u4e3a\u6587\u672c\u3001\u89c6\u89c9\u3001\u7b26\u53f7\u3001\u7ed3\u6784\u5316\u3001\u65f6\u5e8f\u4e0e\u591a\u7ec4\u5b66\u878d\u5408\u7b49\u516d\u5927\u7c7b\u522b\uff0c\u5e76\u4e14\u7cfb\u7edf\u68b3\u7406\u4e86\u5404\u79d1\u5b66\u9886\u57df\u7684\u6570\u636e\u8868\u8fbe\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"606\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-162-1024x606.png\" alt=\"\" class=\"wp-image-1116\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-162-1024x606.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-162-300x178.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-162-768x454.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-162.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 6\uff1a\u79d1\u5b66\u9886\u57df\u6570\u636e\u53ef\u89c6\u5316\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u79d1\u5b66\u77e5\u8bc6\u7684\u5c42\u6b21\u5316\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u8ba4\u4e3a\u79d1\u5b66\u77e5\u8bc6\u5e76\u975e\u6241\u5e73\u7684\u4fe1\u606f\u96c6\u5408\uff0c\u800c\u662f\u4e00\u4e2a\u7531\u4e94\u4e2a\u5c42\u6b21\u6784\u6210\u7684\u590d\u6742\u7cfb\u7edf\uff0c\u4ece\u5e95\u5c42\u7684\u4e8b\u5b9e\u5c42\uff08Factual Level\uff09\u3001\u7406\u8bba\u5c42\uff08Theoretical Level\uff09\uff0c\u5230\u65b9\u6cd5\u6280\u672f\u5c42\uff08Methodological &amp; Technological Level\uff09\u3001\u5efa\u6a21\u4eff\u771f\u5c42\uff08Modeling &amp; Simulation Level\uff09\uff0c\u6700\u7ec8\u8fbe\u5230\u9876\u7aef\u7684\u6d1e\u89c1\u5c42\uff08Insight Level\uff09\u3002\u53ea\u6709\u8ba9 AI \u6a21\u578b\u7406\u89e3\u5e76\u80fd\u5728\u8fd9\u4e94\u4e2a\u5c42\u7ea7\u4e4b\u95f4\u7a7f\u68ad\uff0c\u624d\u80fd\u5b9e\u73b0\u4ece\u5177\u4f53\u5230\u62bd\u8c61\u3001\u4ece\u73b0\u8c61\u5230\u672c\u8d28\u7684\u79d1\u5b66\u63a8\u7406\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e8b\u5b9e\u7684\u590d\u8ff0\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"723\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-378-1024x723.jpg\" alt=\"\" class=\"wp-image-1118\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-378-1024x723.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-378-300x212.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-378-768x542.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-378.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 7\uff1a\u79d1\u5b66\u6570\u636e\u7684\u5c42\u7ea7\u5212\u5206\u548c\u52a8\u6001\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p>2. \u6570\u636e\u8d28\u91cf \u201c\u56db\u8981\u7d20\u201d\u3001\u73b0\u72b6\u5206\u6790\u4e0e\u7ed3\u6784\u6027\u75db\u70b9<\/p>\n\n\n\n<p>\u7efc\u8ff0\u5f3a\u8c03\uff0c\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u662f Sci-LLMs \u6210\u529f\u7684\u5173\u952e\uff0c\u5e76\u63d0\u51fa\u4e86\u8bc4\u4f30\u79d1\u5b66\u6570\u636e \u201cAI-ready\u201d \u8d28\u91cf\u7684\u56db\u8981\u7d20\uff0c\u4e0e\u5f53\u524d\u6570\u636e\u751f\u6001\u5b58\u5728\u7684\u4e0d\u8db3\uff0c\u4ee5\u53ca\u5176\u80cc\u540e\u7684\u7cfb\u7edf\u6027\u75db\u70b9\u3002<\/p>\n\n\n\n<p>a\uff09\u8d28\u91cf\u56db\u8981\u7d20\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51c6\u786e\u6027 (Accuracy)\uff1a\u6570\u636e\u662f\u5426\u771f\u5b9e\u53cd\u6620\u5ba2\u89c2\u4e16\u754c\uff1b<\/li>\n\n\n\n<li>\u5b8c\u6574\u6027 (Completeness)\uff1a\u6570\u636e\u662f\u5426\u5168\u9762\u8986\u76d6\u4e86\u6240\u6709\u76f8\u5173\u5143\u7d20\uff1b<\/li>\n\n\n\n<li>\u65f6\u6548\u6027 (Timeliness)\uff1a\u6570\u636e\u66f4\u65b0\u662f\u5426\u53ca\u65f6\uff0c\u80fd\u5426\u53cd\u6620\u6700\u65b0\u79d1\u7814\u8fdb\u5c55\uff1b<\/li>\n\n\n\n<li>\u53ef\u8ffd\u6eaf\u6027 (Traceability)\uff1a\u6570\u636e\u7684\u6765\u6e90\u3001\u5904\u7406\u6d41\u7a0b\u662f\u5426\u6e05\u6670\u53ef\u67e5\uff0c\u4ee5\u4fdd\u8bc1\u53ef\u590d\u73b0\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>b\uff09\u5f53\u524d\u6570\u636e\u751f\u6001\u7684\u4e0d\u8db3\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9e\u9a8c\u6570\u636e\u7a00\u7f3a\uff1a\u53d7\u9650\u4e8e\u5b9e\u9a8c\u7684\u73b0\u5b9e\u6027\u8d28\uff0c\u6570\u636e\u83b7\u53d6\u6210\u672c\u9ad8\u3001\u5468\u671f\u957f\uff0c\u4e14\u5171\u4eab\u5b58\u5728\u969c\u788d\uff1b<\/li>\n\n\n\n<li>\u8fc7\u5ea6\u4f9d\u8d56\u6587\u672c\uff1a\u56fe\u8868\u3001\u4e09\u7ef4\u7ed3\u6784\u3001\u65f6\u95f4\u5e8f\u5217\u7b49\u975e\u6587\u672c\u6570\u636e\u672a\u88ab\u5145\u5206\u5229\u7528\uff1b<\/li>\n\n\n\n<li>\u8868\u793a\u9e3f\u6c9f\uff1a\u73b0\u6709\u6570\u636e\u96c6\u591a\u4e3a\u9759\u6001\u77e5\u8bc6\u5feb\u7167\uff0c\u65e0\u6cd5\u4f53\u73b0\u79d1\u7814\u7684\u52a8\u6001\u6f14\u8fdb\u8fc7\u7a0b\uff1b<\/li>\n\n\n\n<li>\u591a\u5c42\u504f\u5dee\uff1a\u5b58\u5728\u53d1\u8868\u504f\u5dee\uff08\u503e\u5411\u4e8e\u6b63\u9762\u7ed3\u679c\uff09\u3001\u9886\u57df\u504f\u5dee\u548c\u8bed\u8a00\u504f\u5dee\u7b49\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<p>c\uff09\u7cfb\u7edf\u6027\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ef\u8ffd\u6eaf\u6027\u5371\u673a\uff1a\u5927\u91cf\u79d1\u5b66\u6570\u636e\u96c6\u7f3a\u4e4f\u5bf9\u5176\u6765\u6e90\u3001\u7248\u672c\u548c\u9884\u5904\u7406\u6d41\u7a0b\u7684\u5b8c\u6574\u8bb0\u5f55\uff0c\u5bfc\u81f4 AI \u6a21\u578b\u7684\u7ed3\u8bba\u96be\u4ee5\u590d\u73b0\u548c\u9a8c\u8bc1\uff0c\u4e5f\u524a\u5f31\u4e86 AI \u751f\u6210\u5047\u8bbe\u7684\u53ef\u4fe1\u5ea6\uff1b<\/li>\n\n\n\n<li>\u79d1\u5b66\u6570\u636e\u5ef6\u8fdf\uff1a\u4ece\u4e00\u9879\u79d1\u7814\u6210\u679c\u8bde\u751f\u5230\u5176\u6570\u636e\u88ab\u7eb3\u5165\u6a21\u578b\u8bad\u7ec3\u8bed\u6599\u5e93\uff0c\u5b58\u5728\u6570\u6708\u751a\u81f3\u6570\u5e74\u7684\u6ede\u540e\u3002\u8fd9\u4f7f\u5f97\u6a21\u578b\u77e5\u8bc6\u8fc5\u901f\u8fc7\u65f6\uff0c\u5c24\u5176\u5728\u751f\u7269\u533b\u5b66\u7b49\u5feb\u901f\u53d1\u5c55\u7684\u9886\u57df\uff0c\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u56de\u7b54\u5173\u4e8e\u6700\u65b0\u53d1\u73b0\u7684\u95ee\u9898\uff1b<\/li>\n\n\n\n<li>AI-readiness \u4e0d\u8db3\uff1a\u7edd\u5927\u591a\u6570\u79d1\u5b66\u6570\u636e\u5e76\u975e\u4e3a AI \u201c\u5f00\u7bb1\u5373\u7528\u201d \u3002\u4e0d\u89c4\u8303\u7684\u6570\u636e\u683c\u5f0f\u3001\u7f3a\u5931\u7684\u5143\u6570\u636e\u548c\u5f02\u6784\u7684\u7ed3\u6784\uff0c\u4f7f\u5f97\u7814\u7a76\u8005\u9700\u82b1\u8d39\u5927\u91cf\u7cbe\u529b\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u9884\u5904\u7406\uff0c\u8fd9\u76f4\u63a5\u9650\u5236\u4e86 Sci-LLMs \u5f00\u53d1\u7684\u6548\u7387\u548c\u89c4\u6a21\u4ee5\u53ca\u9ad8\u7ea7\u79d1\u5b66\u667a\u80fd\u7684\u4e0a\u9650\u3002<\/li>\n<\/ul>\n\n\n\n<p>3. \u9884\u8bad\u7ec3\u6570\u636e\uff1a\u6309\u5b66\u79d1\u62c6\u89e3 \u201cAI-ready\u201d \u6570\u636e\u4fa7\u91cd\u70b9<\/p>\n\n\n\n<p>\u9884\u8bad\u7ec3\u6570\u636e\u662f\u79d1\u5b66\u5927\u8bed\u8a00\u6a21\u578b\uff08Sci-LLMs\uff09\u7684\u6838\u5fc3\u57fa\u7840\uff0c\u5b83\u51b3\u5b9a\u4e86\u6a21\u578b\u80fd\u5426\u5728\u590d\u6742\u79d1\u5b66\u573a\u666f\u4e2d\u5177\u5907\u7406\u89e3\u3001\u63a8\u7406\u548c\u751f\u6210\u7684\u80fd\u529b\u3002\u672c\u7ae0\u9996\u5148\u56de\u987e\u4e86\u5f53\u524d\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u6570\u636e\u4e0a\u7684\u603b\u4f53\u5206\u5e03\uff1a\u4f8b\u5982 Yi \u6a21\u578b\u7ed3\u5408\u4e86\u7f51\u9875\u3001\u4ee3\u7801\u3001\u8bba\u6587\u548c\u95ee\u7b54\u7b49\u591a\u6e90\u6570\u636e\uff0c\u800c LLaMA \u7684\u9884\u8bad\u7ec3\u8bed\u6599\u7ea6 1.4TB\uff0c\u6db5\u76d6 CommonCrawl\u3001GitHub\u3001Wikipedia \u4e0e\u5b66\u672f\u8d44\u6e90\uff08\u89c1\u56fe 8a\uff09\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cIntern-S1 \u5728\u603b\u8bed\u6599\u4e2d\u4e13\u95e8\u5212\u5206\u51fa\u7ea6 2.5 \u4e07\u4ebf tokens\uff08\u5360\u6bd4 45.8%\uff09\u7528\u4e8e\u79d1\u5b66\u9886\u57df\uff0c\u8986\u76d6\u7269\u7406\u3001\u5316\u5b66\u3001\u6750\u6599\u79d1\u5b66\u3001\u751f\u547d\u79d1\u5b66\u3001\u5929\u6587\u5b66\u548c\u5730\u7403\u79d1\u5b66\u516d\u5927\u677f\u5757\uff0c\u4e3a\u540e\u7eed\u7684\u9886\u57df\u62c6\u89e3\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u4f5c\u8005\u5f3a\u8c03\uff0c\u79d1\u5b66\u8bed\u6599\u7684\u5e7f\u5ea6\u4e0e\u771f\u5b9e\u6027\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u80fd\u5426\u5728\u79d1\u5b66\u573a\u666f\u4e2d\u8fdb\u884c\u7406\u89e3\u3001\u63a8\u7406\u4e0e\u751f\u6210\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"622\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-377-1024x622.jpg\" alt=\"\" class=\"wp-image-1117\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-377-1024x622.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-377-300x182.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-377-768x466.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-377.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 8\uff1aLLaMA, Yi, GPT-3 \u548c Intern-S1 \u7684\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u5206\u5e03\u3002<\/p>\n\n\n\n<p>\u5728\u56de\u987e\u6574\u4f53\u7684\u8bed\u6599\u6784\u6210\u4e4b\u540e\uff0c\u7efc\u8ff0\u8fdb\u4e00\u6b65\u4ece\u5b66\u79d1\u5c3a\u5ea6\u6df1\u5165\u5206\u6790\u4e86\u79d1\u5b66\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\u7684\u7279\u70b9\u4e0e\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u7269\u7406\u5b66\u7684\u6570\u636e\u591a\u6765\u81ea\u7406\u60f3\u5316\u4eff\u771f\u4e0e\u7406\u8bba\u63a8\u5bfc\uff0c\u5982\u504f\u5fae\u5206\u65b9\u7a0b\u4e0e\u52a8\u529b\u5b66\u6a21\u62df\uff0c\u4f46\u4e0e\u771f\u5b9e\u89c2\u6d4b\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u5dee\u8ddd\uff0c\u56e0\u6b64\u4e9f\u9700\u89e3\u51b3 simulation-to-observation gap\uff0c\u4f7f\u6a21\u578b\u65e2\u80fd\u5b66\u4e60\u7269\u7406\u5b9a\u5f8b\uff0c\u53c8\u80fd\u9002\u5e94\u5b9e\u9a8c\u566a\u58f0\u548c\u4eea\u5668\u7279\u6027\u3002<\/p>\n\n\n\n<p>\u5316\u5b66\u9884\u8bad\u7ec3\u4ee5\u5206\u5b50\u7ed3\u6784\u548c\u6027\u8d28\u6570\u636e\u4e3a\u6838\u5fc3\uff0c\u5305\u62ec SMILES \u8868\u793a\u3001\u91cf\u5b50\u5316\u5b66\u8ba1\u7b97\u7ed3\u679c\u4e0e\u53cd\u5e94\u6570\u636e\u5e93\u7b49\uff0c\u867d\u7136\u7ed3\u6784\u5316\u7a0b\u5ea6\u9ad8\uff0c\u4f46\u5b9e\u9a8c\u6807\u6ce8\u6210\u672c\u6602\u8d35\uff0c\u9650\u5236\u4e86\u8bed\u6599\u89c4\u6a21\uff0c\u56e0\u6b64\u63d0\u5347\u5206\u5b50\u8868\u5f81\u7684\u591a\u6837\u6027\u4e0e\u8986\u76d6\u5ea6\u662f\u5173\u952e\u3002<\/p>\n\n\n\n<p>\u6750\u6599\u79d1\u5b66\u4e3b\u8981\u4f9d\u8d56\u5927\u578b\u6750\u6599\u6570\u636e\u5e93\uff08\u5982 Materials Project\u3001NOMAD\u3001OQMD\uff09\uff0c\u6db5\u76d6\u6676\u4f53\u7ed3\u6784\u3001\u80fd\u5e26\u3001\u529b\u5b66\u4e0e\u70ed\u5b66\u6027\u8d28\uff0c\u4f46\u7531\u4e8e\u5143\u6570\u636e\u4e0e\u8ba1\u7b97\u6761\u4ef6\u4e0d\u4e00\u81f4\uff0c\u8de8\u6570\u636e\u5e93\u878d\u5408\u5b58\u5728\u969c\u788d\uff0c\u672a\u6765\u9700\u8981\u6807\u51c6\u5316\u4e0e\u8de8\u6a21\u6001\u7684\u7edf\u4e00\u8868\u793a\u3002<\/p>\n\n\n\n<p>\u751f\u547d\u79d1\u5b66\u8986\u76d6\u57fa\u56e0\u3001\u86cb\u767d\u8d28\u5e8f\u5217\u3001\u591a\u7ec4\u5b66\u6570\u636e\u3001\u533b\u5b66\u5f71\u50cf\u4e0e\u7535\u5b50\u75c5\u5386\u7b49\uff0c\u6570\u636e\u91cf\u5e9e\u5927\u5374\u56e0\u9690\u79c1\u4e0e\u4f26\u7406\u95ee\u9898\u5e38\u5e38\u4e0d\u5b8c\u6574\u6216\u6ede\u540e\uff0c\u73b0\u6709\u65b9\u6cd5\u591a\u901a\u8fc7\u53bb\u6807\u8bc6\u5316\u3001\u5408\u6210\u6570\u636e\u4e0e\u591a\u6a21\u6001\u6574\u5408\u6765\u7f13\u89e3\u3002<\/p>\n\n\n\n<p>\u5929\u6587\u5b66\u7684\u79d1\u5b66\u6570\u636e\u5305\u62ec\u5149\u8c31\u3001\u5c04\u7535\u89c2\u6d4b\u3001\u661f\u7cfb\u5f71\u50cf\u4e0e\u5b87\u5b99\u5b66\u6a21\u62df\uff0c\u7136\u800c\u4e0d\u540c\u4eea\u5668\u5728\u5206\u8fa8\u7387\u3001\u5e26\u5bbd\u4e0e\u6821\u51c6\u4e0a\u7684\u5dee\u5f02\uff0c\u4f7f\u5f97\u8de8\u6a21\u6001\u548c\u8de8\u8bbe\u5907\u5bf9\u9f50\u6210\u4e3a\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u5730\u7403\u79d1\u5b66\u7684\u6570\u636e\u5219\u6700\u4e3a\u7a00\u7f3a\uff0c\u4e3b\u8981\u4f9d\u8d56\u8bba\u6587\u4e0e\u6559\u6750 PDF \u7684\u89e3\u6790\uff0c\u4ee5\u53ca\u6709\u9650\u7684\u9065\u611f\u5f71\u50cf\u548c\u6c14\u5019\u53d8\u91cf\u573a\uff0c\u4f46\u5176\u9ad8\u5ea6\u5f02\u8d28\u6027\u5bfc\u81f4\u6587\u672c\u89e3\u6790\u548c\u56fe\u50cf\u5bf9\u9f50\u7684\u4ee3\u4ef7\u5f88\u9ad8\uff0c\u672a\u6765\u7684\u53d1\u5c55\u8d8b\u52bf\u662f\u901a\u8fc7\u591a\u6e90\u878d\u5408\u4e0e\u81ea\u52a8\u6807\u6ce8\u6765\u6269\u5c55\u89c4\u6a21\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"353\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-379-1024x353.jpg\" alt=\"\" class=\"wp-image-1119\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-379-1024x353.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-379-300x103.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-379-768x265.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-379.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 9\uff1a\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u8bcd\u4e91\u56fe\u3002\u56fe\u4e2d\u5c55\u793a\u4e86\u6a21\u6001\uff08\u5de6\uff09\u548c\u7c7b\u578b\uff08\u53f3\uff09\u7684\u76f8\u5bf9\u5206\u5e03\uff0c\u8bcd\u8bed\u5927\u5c0f\u4e0e\u51fa\u73b0\u9891\u7387\u6210\u6b63\u6bd4\u3002<\/p>\n\n\n\n<p>4. \u540e\u8bad\u7ec3\u6570\u636e\uff1a\u9762\u5411\u79d1\u7814\u4efb\u52a1\u7684\u80fd\u529b\u5bf9\u9f50<\/p>\n\n\n\n<p>\u5728\u5b8c\u6210\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u540e\uff0c\u79d1\u5b66\u5927\u8bed\u8a00\u6a21\u578b\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65 \u540e\u8bad\u7ec3\uff08post-training\uff09\uff0c\u4ee5\u4fbf\u4ece \u201c\u5177\u5907\u79d1\u5b66\u5e38\u8bc6\u201d \u8d70\u5411 \u201c\u80fd\u591f\u771f\u6b63\u89e3\u51b3\u79d1\u5b66\u95ee\u9898\u201d\u3002\u4e0e\u9884\u8bad\u7ec3\u5f3a\u8c03 \u5e7f\u8986\u76d6\u4e0e\u5927\u89c4\u6a21 \u4e0d\u540c\uff0c\u540e\u8bad\u7ec3\u66f4\u5173\u6ce8 \u9ad8\u8d28\u91cf\u3001\u4efb\u52a1\u5bfc\u5411\u4e0e\u5b66\u79d1\u7279\u8272 \u7684\u6570\u636e\u3002\u672c\u7ae0\u4ece\u591a\u4e2a\u79d1\u5b66\u9886\u57df\u7cfb\u7edf\u4ecb\u7ecd\u4e86\u540e\u8bad\u7ec3\u6570\u636e\u7684\u6784\u5efa\u73b0\u72b6\u4e0e\u96be\u70b9\uff0c\u5e76\u6307\u51fa\u5f53\u524d\u540e\u8bad\u7ec3\u6570\u636e\u5448\u73b0\u56db\u5927\u8d8b\u52bf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6307\u4ee4\u5316\u8bed\u6599\u5360\u4e3b\u5bfc\uff1a\u5c06\u7ed3\u6784\u5316\u77e5\u8bc6\u5e93\u3001\u6559\u79d1\u4e66\u4e60\u9898\u7b49\u8f6c\u5316\u4e3a\u6307\u4ee4 &#8211; \u56de\u590d\u5bf9\u3002<\/li>\n\n\n\n<li>\u591a\u6a21\u6001\u6570\u636e\u96c6\u65e5\u76ca\u91cd\u8981\uff1a\u5728\u533b\u5b66\u3001\u9065\u611f\u7b49\u9886\u57df\uff0c\u89c6\u89c9\u95ee\u7b54\uff08VQA\uff09\u6570\u636e\u96c6\u5df2\u6210\u4e3a\u4e3b\u6d41\u3002<\/li>\n\n\n\n<li>\u5411\u663e\u5f0f\u63a8\u7406\u76d1\u7763\u6f14\u8fdb\uff1a\u5e26\u6709\u601d\u7ef4\u94fe\uff08CoT\uff09\u7684\u63a8\u7406\u8fc7\u7a0b\u6570\u636e\u5f00\u59cb\u51fa\u73b0\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u5408\u6210\u7684\u81ea\u52a8\u5316\u8d8b\u52bf\uff1a\u4ee5\u5f3a\u5927\u7684 LLM\uff08\u5982 GPT-4\uff09\u4e3a\u6570\u636e\u5904\u7406\u5de5\u5177\uff0c\u4ece\u6587\u732e\u548c\u6570\u636e\u5e93\u4e2d\u81ea\u52a8\u751f\u6210\u6d77\u91cf\u6307\u4ee4\u6570\u636e\uff0c\u4ee5\u5f25\u8865\u4eba\u5de5\u6807\u6ce8\u7684\u4e0d\u8db3\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"981\" height=\"1024\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-163-981x1024.png\" alt=\"\" class=\"wp-image-1120\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-163-981x1024.png 981w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-163-287x300.png 287w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-163-768x802.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-163.png 1108w\" sizes=\"auto, (max-width: 981px) 100vw, 981px\" \/><\/figure>\n\n\n\n<p>\u56fe 10\uff1a\u73b0\u6709 Sci-LLMs\/Sci-MLLMs \u540e\u8bad\u7ec3\u8bed\u6599\u7684\u6765\u6e90\u5206\u5e03\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"349\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-380-1024x349.jpg\" alt=\"\" class=\"wp-image-1121\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-380-1024x349.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-380-300x102.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-380-768x262.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-380.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 11\uff1a\u540e\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u8bcd\u4e91\u56fe\u3002\u56fe\u4e2d\u5c55\u793a\u4e86\u6a21\u6001\uff08\u5de6\uff09\u548c\u7c7b\u578b\uff08\u53f3\uff09\u7684\u76f8\u5bf9\u5206\u5e03\uff0c\u8bcd\u8bed\u5927\u5c0f\u4e0e\u51fa\u73b0\u9891\u7387\u6210\u6b63\u6bd4\u3002<\/p>\n\n\n\n<p><strong>\u516d\u3001\u8bc4\u6d4b\u5347\u7ea7\uff1a\u4ece \u201c\u8003\u8bd5\u201d \u5230 \u201c\u79d1\u7814\u6d41\u7a0b\u201d \u7684\u65b9\u6cd5\u8bba\u8dc3\u8fc1<\/strong><\/p>\n\n\n\n<p>\u6d4b\u8bc4\u6570\u636e\u662f\u8fde\u63a5 \u9884\u8bad\u7ec3 \/ \u540e\u8bad\u7ec3 \u4e0e \u771f\u5b9e\u79d1\u7814\u5e94\u7528 \u7684\u5173\u952e\u73af\u8282\u3002\u4e0e\u901a\u7528 LLM \u6d4b\u8bc4\uff08\u5982 MMLU\u3001MMMU\uff09\u4e0d\u540c\uff0cSci-LLMs \u7684\u6d4b\u8bc4\u66f4\u5f3a\u8c03\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u79d1\u8986\u76d6\uff1a\u662f\u5426\u638c\u63e1\u4ece\u5fae\u89c2\u5230\u5b8f\u89c2\u7684\u591a\u9886\u57df\u79d1\u5b66\u77e5\u8bc6\uff1b<\/li>\n\n\n\n<li>\u63a8\u7406\u80fd\u529b\uff1a\u80fd\u5426\u8fdb\u884c\u516c\u5f0f\u63a8\u5bfc\u3001\u591a\u6b65\u8ba1\u7b97\u3001\u5b9e\u9a8c\u7ed3\u679c\u89e3\u91ca\uff1b<\/li>\n\n\n\n<li>\u5e94\u7528\u5bfc\u5411\uff1a\u662f\u5426\u80fd\u5728\u533b\u5b66\u8bca\u65ad\u3001\u5206\u5b50\u8bbe\u8ba1\u3001\u6c14\u5019\u9884\u6d4b\u7b49\u4efb\u52a1\u4e2d\u7ed9\u51fa\u53ef\u7528\u7b54\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<p>1. \u6d4b\u8bc4\u6570\u636e\u73b0\u72b6\u5206\u6790<\/p>\n\n\n\n<p>(1) \u7269\u7406\u5b66<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u8981\u4f9d\u8d56 \u6559\u80b2 \/ \u7ade\u8d5b\u9898\u5e93\uff0c\u5982 PhysicsArena\u3001SciBench\uff0c\u6d4b\u8bd5\u6a21\u578b\u5728\u63a8\u5bfc\u3001\u6570\u503c\u4f30\u7b97\u3001\u5355\u4f4d\u6362\u7b97\u7b49\u65b9\u9762\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u6311\u6218\uff1a\u8bc4\u6d4b\u6570\u636e\u591a\u6765\u6e90\u4e8e\u6559\u6750\uff0c\u8ddd\u79bb\u771f\u5b9e\u7269\u7406\u5b9e\u9a8c\u6570\u636e\u3001\u5c24\u5176\u662f\u591a\u6a21\u6001\u7269\u7406\u5b9e\u9a8c\u6570\u636e\u6709\u4e0d\u5c0f\u7684\u5dee\u8ddd\u3002<\/li>\n<\/ul>\n\n\n\n<p>(2) \u5316\u5b66<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d4b\u8bc4\u591a\u96c6\u4e2d\u4e8e \u5206\u5b50\u6027\u8d28\u9884\u6d4b\u3001\u53cd\u5e94\u9884\u6d4b \u4e0e \u836f\u7269\u53d1\u73b0\u4efb\u52a1\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u96c6\u5305\u62ec QM9\uff08\u5c0f\u5206\u5b50\u6027\u8d28\uff09\u3001USPTO\uff08\u53cd\u5e94\u6570\u636e\uff09\u3001\u836f\u7269\u6027\u8d28\u8bc4\u4f30\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u91cd\u70b9\u8003\u5bdf\u6a21\u578b\u80fd\u5426\u5728\u5206\u5b50\u5c42\u9762\u505a\u51fa\u6b63\u786e\u9884\u6d4b\u6216\u751f\u6210\u3002<\/li>\n<\/ul>\n\n\n\n<p>(3) \u6750\u6599\u79d1\u5b66<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d4b\u8bc4\u5e38\u57fa\u4e8e\u6750\u6599\u6570\u636e\u5e93\u4e2d\u7684\u4e0b\u6e38\u4efb\u52a1\uff0c\u5982\u80fd\u5e26\u9884\u6d4b\u3001\u6676\u683c\u80fd\u4f30\u7b97\u3001\u529b\u5b66 \/ \u70ed\u5b66\u6027\u8d28\u9884\u6d4b\u3002<\/li>\n\n\n\n<li>\u6d4b\u8bc4\u6311\u6218\uff1a\u6570\u636e\u5e93\u4e4b\u95f4\u683c\u5f0f\u4e0d\u7edf\u4e00\uff0c\u5f71\u54cd\u8de8\u4efb\u52a1\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n\n\n\n<p>(4) \u751f\u547d\u79d1\u5b66<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u533b\u5b66\u9886\u57df\uff1a\u4f7f\u7528 \u4e34\u5e8a\u95ee\u7b54\u3001\u75c5\u4f8b\u8bca\u65ad \u6570\u636e\u96c6\uff0c\u5982 MedQA\u3001MedMCQA\u3001PubMedQA\u3002<\/li>\n\n\n\n<li>\u751f\u7269\u5b66\u9886\u57df\uff1a\u86cb\u767d\u8d28\u529f\u80fd\u9884\u6d4b\u3001\u57fa\u56e0\u7ec4\u5e8f\u5217\u5206\u6790\u3002<\/li>\n\n\n\n<li>\u96be\u70b9\uff1a\u7f3a\u5c11\u6807\u51c6\u5316\u7684 \u201c\u771f\u5b9e\u75c5\u5386\u201d \u6d4b\u8bc4\u96c6\uff0c\u591a\u4f9d\u8d56\u5b66\u672f\u9898\u5e93\u6216\u5408\u6210\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<p>(5) \u5929\u6587\u5b66<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d4b\u8bc4\u4efb\u52a1\u5305\u62ec \u5929\u6587\u95ee\u7b54\u3001\u5929\u4f53\u5206\u7c7b\u3001\u5149\u8c31\u5206\u6790\u3001\u5b87\u5b99\u5b66\u53c2\u6570\u62df\u5408\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u7279\u70b9\uff1a\u591a\u4e3a\u6587\u672c\uff08\u5982\u6587\u732e\u3001\u661f\u8868\u3001\u6ce8\u91ca\uff09\uff0c\u79d1\u5b66\u56fe\u50cf\u3002<\/li>\n\n\n\n<li>\u6311\u6218\uff1a\u7f3a\u4e4f\u6743\u5a01\u793e\u533a\u548c\u7edf\u4e00 benchmark\u3001\u8de8\u671b\u8fdc\u955c\u4e0e\u89c2\u6d4b\u6761\u4ef6\u7684\u57df\u95f4\u5b58\u5728\u5dee\u5f02\u3002<\/li>\n<\/ul>\n\n\n\n<p>(6) \u5730\u7403\u79d1\u5b66<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d4b\u8bc4\u591a\u96c6\u4e2d\u4e8e \u6c14\u5019\u95ee\u7b54\u3001\u9065\u611f\u56fe\u50cf\u611f\u77e5\u7b49\u3002<\/li>\n\n\n\n<li>\u793a\u4f8b\uff1aClimaQA \u7b49\u57fa\u4e8e\u6559\u6750\u6784\u5efa\u7684\u8bc4\u6d4b\u96c6\uff0cOmniEarth-Bench \u57fa\u4e8e\u9065\u611f\u56fe\u50cf\u6784\u5efa VQA \u4efb\u52a1\u3002<\/li>\n\n\n\n<li>\u96be\u70b9\uff1a\u6570\u636e\u8986\u76d6\u5ea6\u6709\u9650\uff0c\u96be\u4ee5\u53cd\u6620\u590d\u6742\u7684\u6c14\u5019\u4e0e\u5730\u7403\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"1024\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-164-1000x1024.png\" alt=\"\" class=\"wp-image-1123\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-164-1000x1024.png 1000w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-164-293x300.png 293w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-164-768x787.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-164.png 1108w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p>\u56fe 12\uff1a\u73b0\u6709 Sci-LLMs\/Sci-MLLMs \u8bc4\u6d4b\u8bed\u6599\u7684\u6765\u6e90\u5206\u5e03\u3002<\/p>\n\n\n\n\n\n<p>\u56fe 13\uff1a\u8bc4\u6d4b\u6570\u636e\u96c6\u7684\u8bcd\u4e91\u56fe\u3002\u56fe\u4e2d\u5c55\u793a\u4e86\u6a21\u6001\uff08\u5de6\uff09\u548c\u7c7b\u578b\uff08\u53f3\uff09\u7684\u76f8\u5bf9\u5206\u5e03\uff0c\u8bcd\u8bed\u5927\u5c0f\u4e0e\u51fa\u73b0\u9891\u7387\u6210\u6b63\u6bd4\u3002<\/p>\n\n\n\n<p>2. \u6d4b\u8bc4\u4f53\u7cfb\u53d8\u8fc1<\/p>\n\n\n\n<p>\u7efc\u8ff0\u6307\u51fa\uff0cSci-LLMs \u7684\u8bc4\u6d4b\u6b63\u7ecf\u5386\u4ece \u201c\u9759\u6001\u8003\u8bd5\u578b\u6d4b\u8bd5\u201d \u5230 \u201c\u52a8\u6001\u3001\u8fc7\u7a0b\u5bfc\u5411\u578b\u6d4b\u8bc4\u201d \u7684\u8f6c\u53d8\u3002\u65e9\u671f\u8bc4\u6d4b\u591a\u91c7\u7528 MMLU \u3001ScienceQA \u7b49 \u201c\u8003\u8bd5\u201d \u578b\u57fa\u51c6\uff0c\u4f46\u6700\u65b0\u7814\u7a76\u53d1\u73b0\uff0c\u9876\u5c16\u6a21\u578b\u5728\u8fd9\u4e9b\u57fa\u51c6\u4e0a\u53d6\u5f97\u9ad8\u5206\uff0c\u4f46\u5728\u771f\u6b63\u8003\u9a8c\u524d\u6cbf\u3001\u8de8\u9886\u57df\u79d1\u5b66\u63a8\u7406\u7684\u6d4b\u8bd5\uff08\u5982 HLE\u3001SFE\uff09\u4e0a\u8868\u73b0\u4f1a\u6025\u5267\u4e0b\u964d\u3002\u8fd9\u50ac\u751f\u4e86\u8bc4\u6d4b\u8303\u5f0f\u7684\u4e09\u5927\u5347\u7ea7\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ece\u901a\u7528\u6307\u6807\u5230\u9886\u57df\u5b9a\u5236\uff1a\u9664\u4e86\u51c6\u786e\u7387\uff0c\u8bc4\u6d4b\u5f00\u59cb\u5f15\u5165\u5316\u5b66\u6709\u6548\u6027\u3001\u7269\u7406\u5b66\u516c\u5f0f\u5339\u914d\u5ea6\u7b49\u4e13\u4e1a\u6307\u6807\uff1b<\/li>\n\n\n\n<li>\u4ece\u9759\u6001\u95ee\u7b54\u5230\u52a8\u6001\u6d41\u7a0b\uff1a\u65b0\u4e00\u4ee3\u8bc4\u6d4b\u57fa\u51c6\u5982 ScienceAgentBench \uff0c\u8981\u6c42\u6a21\u578b\u5b8c\u6210\u6587\u732e\u68c0\u7d22\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u3001\u4ee3\u7801\u6267\u884c\u7b49\u5b8c\u6574\u7684\u79d1\u7814\u5de5\u4f5c\u6d41\uff0c\u8bc4\u4f30\u5176\u8fc7\u7a0b\u7684\u6b63\u786e\u6027\uff1b<\/li>\n\n\n\n<li>\u4ece\u4eba\u5de5\u8bc4\u5224\u5230\u667a\u80fd\u4f53\u8bc4\u5224\uff1a\u5f15\u5165 \u201cAgent-as-a-Judge\u201d \u8303\u5f0f\uff0c\u5229\u7528\u4e00\u4e2a\u6216\u591a\u4e2a AI \u667a\u80fd\u4f53\u6765\u8bc4\u4f30\u76ee\u6807\u6a21\u578b\u7684\u5f00\u653e\u5f0f\u56de\u7b54\u3001\u5047\u8bbe\u65b0\u9896\u6027\u7b49\u96be\u4ee5\u91cf\u5316\u7684\u80fd\u529b\uff0c\u5b9e\u73b0\u66f4\u9ad8\u6548\u3001\u53ef\u89e3\u91ca\u7684\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"470\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-383-1024x470.jpg\" alt=\"\" class=\"wp-image-1125\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-383-1024x470.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-383-300x138.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-383-768x353.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-383.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 14\uff1aSci-LLMs \u8bc4\u6d4b\u65b9\u5f0f\u7684\u6f14\u53d8\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>3. \u6d4b\u8bc4\u6570\u636e\u7684\u6311\u6218\u548c\u53d1\u5c55\u8d8b\u52bf<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u8fd1\u5e74\u6765\u5df2\u7ecf\u51fa\u73b0\u4e86\u9762\u5411\u4e0d\u540c\u5b66\u79d1\u7684\u8bc4\u6d4b\u57fa\u51c6\uff0c\u4f46\u6574\u4f53\u6765\u770b\uff0c\u79d1\u5b66\u6d4b\u8bc4\u6570\u636e\u4f9d\u7136\u5b58\u5728\u660e\u663e\u4e0d\u8db3\u3002\u8fd9\u4e9b\u4e0d\u8db3\u4e0d\u4ec5\u4f53\u73b0\u5728\u5b66\u79d1\u8986\u76d6\u7684\u4e0d\u5747\u8861\u4e0a\uff0c\u4e5f\u4f53\u73b0\u5728\u6a21\u6001\u3001\u771f\u5b9e\u6027\u4e0e\u52a8\u6001\u6027\u7b49\u7ef4\u5ea6\u7684\u7f3a\u5931\uff0c\u4f7f\u5f97\u73b0\u6709\u8bc4\u4f30\u4f53\u7cfb\u96be\u4ee5\u5168\u9762\u8861\u91cf\u6a21\u578b\u5728\u771f\u5b9e\u79d1\u7814\u573a\u666f\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8986\u76d6\u4e0d\u5747\u8861\uff1a\u5316\u5b66\u3001\u751f\u547d\u79d1\u5b66\u5df2\u6709\u8f83\u591a\u6d4b\u8bc4\u6570\u636e\uff0c\u800c\u5730\u7403\u79d1\u5b66\u3001\u5929\u6587\u5b66\u4ecd\u7136\u7f3a\u4e4f\uff1b<\/li>\n\n\n\n<li>\u6a21\u6001\u5c40\u9650\uff1a\u591a\u6570\u8bc4\u6d4b\u4ecd\u662f\u6587\u672c QA\uff0c\u672a\u80fd\u6db5\u76d6\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u56fe\u8868\u3001\u5b9e\u9a8c\u56fe\u50cf\u3001\u8c31\u7ebf\u3001\u516c\u5f0f\uff1b<\/li>\n\n\n\n<li>\u771f\u5b9e\u6027\u4e0d\u8db3\uff1a\u5f88\u591a\u6d4b\u8bc4\u6570\u636e\u6e90\u4e8e\u6559\u6750\u6216\u7ade\u8d5b\uff0c\u548c\u79d1\u7814\u771f\u5b9e\u573a\u666f\u6709\u5dee\u8ddd\uff1b<\/li>\n\n\n\n<li>\u52a8\u6001\u6027\u4e0d\u8db3\uff1a\u7f3a\u5c11\u80fd\u8bc4\u4f30\u6a21\u578b\u968f\u65f6\u95f4\u66f4\u65b0\u7684\u80fd\u529b\uff0c\u4f8b\u5982\u5e94\u5bf9\u65b0\u836f\u53d1\u73b0\u3001\u65b0\u89c2\u6d4b\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u7814\u7a76\u8005\u4eec\u4e5f\u63d0\u51fa\u4e86\u65b0\u7684\u53d1\u5c55\u65b9\u5411\uff0c\u5c1d\u8bd5\u8ba9\u6d4b\u8bc4\u4f53\u7cfb\u66f4\u63a5\u8fd1\u79d1\u5b66\u5b9e\u8df5\u7684\u771f\u5b9e\u9700\u6c42\u3002\u8d8b\u52bf\u65e2\u5305\u62ec\u8bc4\u6d4b\u8303\u5f0f\u7684\u8f6c\u53d8\uff0c\u4e5f\u6db5\u76d6\u591a\u6a21\u6001\u4e0e\u8de8\u5b66\u79d1\u7684\u62d3\u5c55\uff0c\u6700\u7ec8\u76ee\u6807\u662f\u5efa\u7acb\u8d77\u52a8\u6001\u800c\u5168\u9762\u7684\u79d1\u5b66\u667a\u80fd\u8bc4\u4f30\u6846\u67b6\u3002<\/p>\n\n\n\n<ul 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