{"id":1854,"date":"2026-04-27T13:49:03","date_gmt":"2026-04-27T05:49:03","guid":{"rendered":"https:\/\/dianshudata.com\/story\/2026\/04\/27\/graduate-chemistry-question-bank-dataset\/"},"modified":"2026-04-27T13:49:05","modified_gmt":"2026-04-27T05:49:05","slug":"graduate-chemistry-question-bank-dataset","status":"publish","type":"post","link":"https:\/\/dianshudata.com\/story\/2026\/04\/27\/graduate-chemistry-question-bank-dataset\/","title":{"rendered":"\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\uff1a300\u4e07\u6761LaTeX\u683c\u5f0fAI\u8bad\u7ec3\u8d44\u6e90\u5b8c\u6574\u8bc4\u6d4b"},"content":{"rendered":"<p>\u6570\u636e\u96c6\u94fe\u63a5\uff1a<a href=\"https:\/\/dianshudata.com\/dataDetail\/13646\">https:\/\/dianshudata.com\/dataDetail\/13646<\/a><\/p>\n<div style=\"background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); padding: 30px; border-radius: 12px; margin: 20px 0; text-align: center; box-shadow: 0 10px 30px rgba(0,0,0,0.1);\">\n<h2 style=\"color: white; font-size: 24px; margin-bottom: 15px;\">\u7acb\u5373\u67e5\u770b\u6570\u636e\u96c6<\/h2>\n<p style=\"color: rgba(255,255,255,0.9); font-size: 16px; margin-bottom: 20px;\">\u83b7\u53d6300\u4e07\u6761\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6<\/p>\n<p>    <a href=\"https:\/\/dianshudata.com\/dataDetail\/13646\" style=\"display: inline-block; background: white; color: #667eea; font-weight: bold; padding: 15px 30px; border-radius: 50px; text-decoration: none; font-size: 18px; transition: all 0.3s ease;\"><br \/>\n        \u67e5\u770b\u6570\u636e\u96c6 \u2192<br \/>\n    <\/a>\n<\/div>\n<h1>\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\uff1a300\u4e07\u6761LaTeX\u683c\u5f0fAI\u8bad\u7ec3\u8d44\u6e90\u5b8c\u6574\u8bc4\u6d4b<\/h1>\n<h3>\u76f4\u63a5\u56de\u7b54<\/h3>\n<p>\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u662f\u89c4\u6a21\u6700\u5927\u7684\u5316\u5b66AI\u8bad\u7ec3\u8d44\u6e90\u4e4b\u4e00\uff0c\u5305\u542b300\u4e07\u6761LaTeX\u683c\u5f0f\u7684\u9898\u76ee\u6570\u636e\uff0c\u8986\u76d6\u6709\u673a\u5316\u5b66\u3001\u7269\u7406\u5316\u5b66\u3001\u65e0\u673a\u5316\u5b66\u3001\u5206\u6790\u5316\u5b66\u7b49\u6838\u5fc3\u5206\u652f\u3002\u6bcf\u9053\u9898\u76ee\u90fd\u914d\u5907\u8be6\u7ec6\u7684\u6b65\u9aa4\u5316\u89e3\u6790\uff0c\u9002\u7528\u4e8e\u667a\u80fd\u6559\u80b2\u7cfb\u7edf\u5f00\u53d1\u3001\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u548c\u5316\u5b66\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u3002<\/p>\n<h3>\u5f15\u4eba\u5165\u80dc\u7684\u94a9\u5b50<\/h3>\n<p>\u5f53\u5317\u5927\u56e2\u961f\u53d1\u5e03SUPERChem\u8bc4\u6d4b\u57fa\u51c6\u65f6\uff0c\u4ed6\u4eec\u53d1\u73b0\u4e86\u4e00\u4e2a\u4ee4\u4eba\u9707\u60ca\u7684\u4e8b\u5b9e\uff1aGPT-5\u5728\u5316\u5b66\u63a8\u7406\u6d4b\u8bd5\u4e2d\u7684\u51c6\u786e\u7387\u4ec5\u4e3a38.5%\uff0c\u4e0e\u4f4e\u5e74\u7ea7\u672c\u79d1\u751f\u6c34\u5e73\u76f8\u5f53\u3002\u8fd9\u610f\u5473\u7740\u5f53\u524d\u6700\u5148\u8fdb\u7684AI\u5728\u5316\u5b66\u4e13\u4e1a\u9886\u57df\u4ecd\u6709\u5de8\u5927\u63d0\u5347\u7a7a\u95f4\uff0c\u800c\u8fd9\u4e2a\u63d0\u5347\u7684\u5173\u952e\u5728\u4e8e\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<h3>\u8ba4\u540c\u4e0e\u627f\u8bfa<\/h3>\n<p>\u4f5c\u4e3aAI\u5f00\u53d1\u8005\u6216\u6559\u80b2\u79d1\u6280\u4ece\u4e1a\u8005\uff0c\u4f60\u53ef\u80fd\u6b63\u5728\u5bfb\u627e\u9ad8\u8d28\u91cf\u7684\u5316\u5b66\u8bad\u7ec3\u6570\u636e\u6765\u63d0\u5347\u6a21\u578b\u7684\u5316\u5b66\u63a8\u7406\u80fd\u529b\u3002\u5e02\u573a\u4e0a\u73b0\u6709\u7684\u6570\u636e\u96c6\u8981\u4e48\u89c4\u6a21\u592a\u5c0f\uff0c\u8981\u4e48\u683c\u5f0f\u4e0d\u4fbf\u4e8e\u5904\u7406\u3002\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u6b63\u662f\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u800c\u8bbe\u8ba1\u3002<\/p>\n<h3>\u9884\u89c8<\/h3>\n<p>\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u7684\u6838\u5fc3\u4f18\u52bf\u3001\u5b66\u79d1\u8986\u76d6\u3001\u5e94\u7528\u573a\u666f\u3001\u6280\u672f\u89c4\u683c\uff0c\u4ee5\u53ca\u4e0e\u5176\u4ed6\u6570\u636e\u96c6\u7684\u5bf9\u6bd4\u5206\u6790\u3002<\/p>\n<blockquote>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><br \/>\n&#8211; 300\u4e07\u6761\u8d85\u5927\u89c4\u6a21\u5316\u5b66\u9898\u5e93\uff0c\u4e1a\u754c\u9886\u5148<br \/>\n&#8211; LaTeX\u539f\u59cb\u683c\u5f0f\u4fdd\u7559\u5b8c\u6574\u5316\u5b66\u7b26\u53f7\u548c\u6570\u5b66\u516c\u5f0f<br \/>\n&#8211; \u7814\u7a76\u751f\u7ea7\u522b\u4e13\u4e1a\u6df1\u5ea6\uff0c\u8986\u76d6\u6709\u673a\u3001\u7269\u7406\u3001\u65e0\u673a\u3001\u5206\u6790\u56db\u5927\u5206\u652f<br \/>\n&#8211; \u6bcf\u9053\u9898\u76ee\u914d\u5907\u8be6\u7ec6\u7684\u6b65\u9aa4\u5316\u89e3\u6790<br \/>\n&#8211; JSONL\u683c\u5f0f\u4fbf\u4e8e\u7a0b\u5e8f\u5316\u5904\u7406\u548cAI\u6a21\u578b\u8bad\u7ec3<br \/>\n&#8211; 2024\u5e74\u5316\u5b66AI\u6570\u636e\u96c6\u5e02\u573a\u89c4\u6a21\u8fbe3,870\u4e07\u7f8e\u5143\uff0c\u5e74\u589e\u957f\u738728.8%<\/p>\n<\/blockquote>\n<h2>\u6570\u636e\u96c6\u6982\u8ff0\u4e0e\u6838\u5fc3\u4f18\u52bf<\/h2>\n<h3>\u8d85\u5927\u89c4\u6a21\u6570\u636e\u652f\u6491<\/h3>\n<p>\u5728AI\u6a21\u578b\u8bad\u7ec3\u9886\u57df\uff0c\u6570\u636e\u89c4\u6a21\u5f80\u5f80\u662f\u51b3\u5b9a\u6a21\u578b\u6027\u80fd\u7684\u5173\u952e\u56e0\u7d20\u4e4b\u4e00\u3002\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u5305\u542b300\u4e07\u6761\uff083,000,000\u6761\uff09\u9898\u76ee\uff0c\u8fd9\u4e00\u89c4\u6a21\u5728\u5f53\u524d\u7684\u5316\u5b66\u8bad\u7ec3\u6570\u636e\u5e02\u573a\u4e2d\u5904\u4e8e\u9886\u5148\u5730\u4f4d\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cChemData\u6570\u636e\u96c6\u62e5\u670973\u4e07\u6761\uff0cChemBench\u67094,100\u6761\uff0c\u800cGPQA\u4ec5\u6709448\u6761\u3002300\u4e07\u6761\u7684\u89c4\u6a21\u610f\u5473\u7740\u66f4\u4e30\u5bcc\u7684\u5316\u5b66\u77e5\u8bc6\u8986\u76d6\uff0c\u66f4\u7ec6\u81f4\u7684\u9898\u76ee\u96be\u5ea6\u5206\u5e03\uff0c\u4ee5\u53ca\u66f4\u5168\u9762\u7684\u5e94\u7528\u573a\u666f\u652f\u6301\u3002<\/p>\n<p>\u6839\u636eGrand View Research\u7684\u6570\u636e\uff0c2024\u5e74\u5168\u7403\u5316\u5b66AI\u6570\u636e\u96c6\u5e02\u573a\u89c4\u6a21\u5df2\u8fbe3,870\u4e07\u7f8e\u5143\uff0c\u9884\u8ba1\u52302030\u5e74\u5c06\u4ee528.8%\u7684\u5e74\u590d\u5408\u589e\u957f\u7387\u589e\u957f\u3002\u8fd9\u4e00\u589e\u957f\u4e3b\u8981\u5f97\u76ca\u4e8e\u667a\u80fd\u6559\u80b2\u548cLLM\u5fae\u8c03\u9700\u6c42\u7684\u7206\u53d1\u5f0f\u589e\u957f\u3002<\/p>\n<h3>LaTeX\u683c\u5f0f\u7684\u72ec\u7279\u4ef7\u503c<\/h3>\n<p>\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u91c7\u7528LaTeX\u683c\u5f0f\u5b58\u50a8\uff0c\u8fd9\u662f\u5176\u533a\u522b\u4e8e\u5176\u4ed6\u6570\u636e\u96c6\u7684\u6838\u5fc3\u7279\u70b9\u4e4b\u4e00\u3002LaTeX\u662f\u79d1\u5b66\u51fa\u7248\u7684\u6807\u51c6\u683c\u5f0f\uff0c\u80fd\u591f\u5b8c\u6574\u4fdd\u7559\u6570\u5b66\u516c\u5f0f\u3001\u5316\u5b66\u7b26\u53f7\u3001\u5206\u5b50\u7ed3\u6784\u7b49\u590d\u6742\u8868\u8fbe\u3002<\/p>\n<p>\u5728\u5316\u5b66\u9886\u57df\uff0c\u51c6\u786e\u7684\u7b26\u53f7\u8868\u793a\u81f3\u5173\u91cd\u8981\u3002\u4f20\u7edf\u6587\u672c\u683c\u5f0f\u4f1a\u5c06\u590d\u6742\u7684\u53cd\u5e94\u65b9\u7a0b\u5f0f\u7b80\u5316\u4e3aASCII\u5b57\u7b26\uff0c\u5bfc\u81f4\u4fe1\u606f\u4e22\u5931\u3002\u800cLaTeX\u683c\u5f0f\u5219\u80fd\u5b8c\u7f8e\u5448\u73b0\uff1a<\/p>\n<ul>\n<li>\u5206\u5b50\u7ed3\u6784\u5f0f\u548c\u5316\u5b66\u952e<\/li>\n<li>\u53cd\u5e94\u65b9\u7a0b\u5f0f\u548c\u673a\u7406\u56fe<\/li>\n<li>\u6570\u5b66\u516c\u5f0f\u548c\u8ba1\u7b97\u63a8\u5bfc<\/li>\n<li>\u70ed\u529b\u5b66\u548c\u52a8\u529b\u5b66\u8868\u8fbe\u5f0f<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u683c\u5f0f\u4fdd\u7559\u4e86\u6570\u636e\u7684\u5b8c\u6574\u4fe1\u606f\uff0c\u4e3aAI\u6a21\u578b\u63d0\u4f9b\u4e86\u6700\u51c6\u786e\u7684\u5b66\u4e60\u6750\u6599\u3002\u7814\u7a76\u8868\u660e\uff0c\u4f7f\u7528LaTeX\u683c\u5f0f\u8bad\u7ec3\u7684\u5316\u5b66\u6a21\u578b\u5728\u7b26\u53f7\u7406\u89e3\u51c6\u786e\u7387\u4e0a\u6bd4\u4f7f\u7528ASCII\u6587\u672c\u7684\u6a21\u578b\u9ad8\u51fa40%\u4ee5\u4e0a\u3002<\/p>\n<h3>\u7814\u7a76\u751f\u7ea7\u522b\u7684\u4e13\u4e1a\u6df1\u5ea6<\/h3>\n<p>\u5e02\u573a\u4e0a\u5927\u591a\u6570\u5316\u5b66\u6570\u636e\u96c6\u96c6\u4e2d\u5728\u672c\u79d1\u6216K12\u9636\u6bb5\uff0c\u5185\u5bb9\u76f8\u5bf9\u57fa\u7840\u3002\u800c\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u4e13\u6ce8\u4e8e\u7814\u7a76\u751f\u7ea7\u522b\uff0c\u9898\u76ee\u6db5\u76d6\u66f4\u6df1\u5965\u7684\u6982\u5ff5\u3001\u66f4\u590d\u6742\u7684\u673a\u7406\u548c\u66f4\u9ad8\u7ea7\u7684\u5e94\u7528\u3002<\/p>\n<p>\u8fd9\u79cd\u4e13\u4e1a\u6df1\u5ea6\u7684\u5b9a\u4f4d\u4f7f\u5176\u7279\u522b\u9002\u5408\u7528\u4e8e\uff1a<\/p>\n<ul>\n<li>\u57f9\u517b\u4e13\u4e1a\u5316\u5b66\u5bb6\u7684AI\u52a9\u624b<\/li>\n<li>\u5f00\u53d1\u9ad8\u5e74\u7ea7\u5316\u5b66\u6559\u80b2\u5e94\u7528<\/li>\n<li>\u6784\u5efa\u5316\u5b66\u7814\u7a76\u8f85\u52a9\u5de5\u5177<\/li>\n<li>\u5fae\u8c03\u5316\u5b66\u9886\u57df\u4e13\u4e1a\u5927\u6a21\u578b<\/li>\n<\/ul>\n<blockquote>\n<p><strong>\u60f3\u8981\u5feb\u901f\u8bc4\u4f30\u6570\u636e\u96c6\u662f\u5426\u9002\u5408\u4f60\u7684\u9879\u76ee\uff1f<\/strong><br \/>\n<a href=\"https:\/\/dianshudata.com\/dataDetail\/13646\">\u67e5\u770b\u6570\u636e\u96c6\u8be6\u60c5 \u2192<\/a><\/p>\n<\/blockquote>\n<h2>\u5316\u5b66\u5b66\u79d1\u5168\u9762\u8986\u76d6<\/h2>\n<h3>\u6709\u673a\u5316\u5b66\uff1a\u5360\u6bd4\u6700\u9ad8\u7684\u5206\u652f<\/h3>\n<p>\u5728\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u4e2d\uff0c\u6709\u673a\u5316\u5b66\u9898\u76ee\u5360\u6bd4\u6700\u9ad8\uff0c\u8fbe\u523049%\u3002\u8fd9\u53cd\u6620\u4e86\u6709\u673a\u5316\u5b66\u5728\u73b0\u4ee3\u5316\u5b66\u6559\u80b2\u4e2d\u7684\u6838\u5fc3\u5730\u4f4d\uff0c\u4ee5\u53ca\u5176\u5728\u836f\u7269\u8bbe\u8ba1\u3001\u6750\u6599\u79d1\u5b66\u7b49\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<p>\u6709\u673a\u5316\u5b66\u90e8\u5206\u8986\u76d6\u7684\u5185\u5bb9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u53cd\u5e94\u673a\u7406\u63a8\u5bfc\u4e0e\u9a8c\u8bc1<\/li>\n<li>\u7acb\u4f53\u5316\u5b66\u4e0e\u624b\u6027\u5206\u5b50<\/li>\n<li>\u5408\u6210\u8def\u7ebf\u8bbe\u8ba1\u4e0e\u4f18\u5316<\/li>\n<li>\u6709\u673a\u5149\u8c31\u5206\u6790\uff08NMR\u3001IR\u3001UV-Vis\uff09<\/li>\n<li>\u547d\u540d\u53cd\u5e94\u4e0e\u5173\u952e\u4e2d\u95f4\u4f53<\/li>\n<\/ul>\n<p>\u9898\u76ee\u7c7b\u578b\u4ece\u57fa\u7840\u6982\u5ff5\u5230\u524d\u6cbf\u7814\u7a76\u5747\u6709\u6d89\u53ca\uff0c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u57fa\u7840\u7406\u8bba\u9898\uff08\u53cd\u5e94\u7c7b\u578b\u3001\u673a\u7406\u5206\u7c7b\uff09<\/li>\n<li>\u673a\u7406\u5206\u6790\u9898\uff08\u7535\u5b50\u6d41\u5411\u3001\u8fc7\u6e21\u6001\u9884\u6d4b\uff09<\/li>\n<li>\u5408\u6210\u8bbe\u8ba1\u9898\uff08\u9006\u5411\u5408\u6210\u5206\u6790\u3001\u591a\u6b65\u53cd\u5e94\uff09<\/li>\n<li>\u5149\u8c31\u89e3\u6790\u9898\uff08\u7ed3\u6784\u63a8\u65ad\u3001\u5cf0\u5f52\u5c5e\uff09<\/li>\n<\/ul>\n<h3>\u7269\u7406\u5316\u5b66\uff1a\u8fde\u63a5\u7406\u8bba\u4e0e\u5b9e\u8df5<\/h3>\n<p>\u7269\u7406\u5316\u5b66\u9898\u76ee\u5360\u6570\u636e\u96c6\u768419%\uff0c\u6db5\u76d6\u5316\u5b66\u70ed\u529b\u5b66\u3001\u5316\u5b66\u52a8\u529b\u5b66\u3001\u91cf\u5b50\u5316\u5b66\u548c\u7edf\u8ba1\u529b\u5b66\u7b49\u6838\u5fc3\u9886\u57df\u3002\u8fd9\u90e8\u5206\u5185\u5bb9\u662f\u7406\u89e3\u5316\u5b66\u73b0\u8c61\u672c\u8d28\u7684\u5173\u952e\uff0c\u4e5f\u662fAI\u6a21\u578b\u8fdb\u884c\u5316\u5b66\u63a8\u7406\u7684\u91cd\u8981\u57fa\u7840\u3002<\/p>\n<p>\u7269\u7406\u5316\u5b66\u90e8\u5206\u7684\u91cd\u70b9\u5185\u5bb9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u70ed\u529b\u5b66\u5b9a\u5f8b\u4e0e\u5316\u5b66\u5e73\u8861<\/li>\n<li>\u5316\u5b66\u52a8\u529b\u5b66\u4e0e\u53cd\u5e94\u673a\u7406<\/li>\n<li>\u91cf\u5b50\u5316\u5b66\u57fa\u7840\u4e0e\u8ba1\u7b97\u65b9\u6cd5<\/li>\n<li>\u7535\u5316\u5b66\u4e0e\u8150\u8680\u79d1\u5b66<\/li>\n<li>\u8868\u9762\u5316\u5b66\u4e0e\u80f6\u4f53\u79d1\u5b66<\/li>\n<\/ul>\n<p>\u9898\u76ee\u8bbe\u8ba1\u5f3a\u8c03\u5b9a\u91cf\u5206\u6790\u548c\u6570\u5b66\u63a8\u5bfc\uff0c\u8981\u6c42\u5b66\u751f\u4e0d\u4ec5\u7406\u89e3\u6982\u5ff5\uff0c\u8fd8\u8981\u80fd\u591f\u8fdb\u884c\u590d\u6742\u7684\u8ba1\u7b97\u548c\u5efa\u6a21\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u6570\u636e\u7279\u522b\u9002\u5408\u8bad\u7ec3\u9700\u8981\u8fdb\u884c\u6570\u503c\u8ba1\u7b97\u7684AI\u7cfb\u7edf\u3002<\/p>\n<h3>\u65e0\u673a\u5316\u5b66\u4e0e\u5206\u6790\u5316\u5b66<\/h3>\n<p>\u65e0\u673a\u5316\u5b66\u9898\u76ee\u7ea6\u536010%\uff0c\u6db5\u76d6\u5143\u7d20\u5316\u5b66\u3001\u914d\u4f4d\u5316\u5b66\u548c\u56fa\u4f53\u5316\u5b66\u7b49\u9886\u57df\u3002\u5206\u6790\u5316\u5b66\u9898\u76ee\u7ea6\u53609%\uff0c\u5305\u62ec\u5b9a\u6027\u5206\u6790\u3001\u5b9a\u91cf\u5206\u6790\u548c\u4eea\u5668\u5206\u6790\u7b49\u5185\u5bb9\u3002<\/p>\n<p>\u8fd9\u4e24\u4e2a\u5206\u652f\u867d\u7136\u5360\u6bd4\u8f83\u4f4e\uff0c\u4f46\u8986\u76d6\u4e86\u5316\u5b66\u5b66\u79d1\u7684\u91cd\u8981\u57fa\u7840\u9886\u57df\uff0c\u4e3a\u6784\u5efa\u5b8c\u6574\u7684\u5316\u5b66\u77e5\u8bc6\u4f53\u7cfb\u63d0\u4f9b\u4e86\u5fc5\u8981\u7684\u652f\u6491\u3002<\/p>\n<h3>\u9898\u76ee\u7c7b\u578b\u5206\u5e03<\/h3>\n<p>\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u7684\u9898\u76ee\u7c7b\u578b\u5206\u5e03\u5145\u5206\u8003\u8651\u4e86\u7814\u7a76\u751f\u6559\u80b2\u7684\u7279\u70b9\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u9898\u76ee\u7c7b\u578b<\/th>\n<th>\u5360\u6bd4<\/th>\n<th>\u8003\u67e5\u91cd\u70b9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7b80\u7b54\u9898<\/td>\n<td>52.7%<\/td>\n<td>\u6df1\u5ea6\u7406\u89e3\u3001\u63a8\u7406\u80fd\u529b\u3001\u7efc\u5408\u5e94\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u9009\u9898<\/td>\n<td>31.4%<\/td>\n<td>\u6982\u5ff5\u8fa8\u6790\u3001\u9009\u9879\u5bf9\u6bd4\u3001\u7efc\u5408\u5224\u65ad<\/td>\n<\/tr>\n<tr>\n<td>\u5355\u9009\u9898<\/td>\n<td>15.9%<\/td>\n<td>\u57fa\u7840\u6982\u5ff5\u3001\u5feb\u901f\u8bc6\u522b\u3001\u6838\u5fc3\u8981\u70b9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b80\u7b54\u9898\u5360\u6bd4\u6700\u9ad8\u4f53\u73b0\u4e86\u7814\u7a76\u751f\u6559\u80b2\u5bf9\u6df1\u5ea6\u7406\u89e3\u548c\u8868\u8fbe\u80fd\u529b\u7684\u91cd\u89c6\u3002\u6bcf\u9053\u7b80\u7b54\u9898\u90fd\u8981\u6c42\u5b66\u751f\u5c55\u793a\u5b8c\u6574\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u800c\u975e\u4ec5\u4ec5\u9009\u62e9\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<h2>AI\u6a21\u578b\u8bad\u7ec3\u5e94\u7528\u573a\u666f<\/h2>\n<h3>\u667a\u80fd\u5316\u5b66\u6559\u80b2\u7cfb\u7edf\u5f00\u53d1<\/h3>\n<p>\u968f\u7740AI\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u667a\u80fd\u5316\u5b66\u6559\u80b2\u7cfb\u7edf\u6b63\u5728\u6210\u4e3a\u6559\u80b2\u79d1\u6280\u7684\u65b0\u70ed\u70b9\u3002\u8fd9\u7c7b\u7cfb\u7edf\u9700\u8981\u80fd\u591f\u7406\u89e3\u5316\u5b66\u6982\u5ff5\u3001\u5206\u6790\u53cd\u5e94\u673a\u7406\u3001\u89e3\u7b54\u590d\u6742\u95ee\u9898\u7684AI\u80fd\u529b\u3002<\/p>\n<p>\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u4e3a\u8fd9\u7c7b\u7cfb\u7edf\u63d0\u4f9b\u4e86\u7406\u60f3\u8bad\u7ec3\u8d44\u6e90\u3002\u7cfb\u7edf\u80fd\u591f\u6839\u636e\u5b66\u751f\u7684\u5b66\u4e60\u8fdb\u5ea6\u548c\u77e5\u8bc6\u638c\u63e1\u60c5\u51b5\uff0c\u667a\u80fd\u63a8\u8350\u9002\u5408\u7684\u7ec3\u4e60\u9898\uff0c\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u5b66\u4e60\u8def\u5f84\u3002<\/p>\n<p>\u57fa\u4e8e\u9898\u76ee\u4e2d\u7684\u6b65\u9aa4\u5316\u89e3\u6790\uff0cAI\u7cfb\u7edf\u80fd\u591f\u751f\u6210\u8be6\u7ec6\u7684\u89e3\u9898\u6307\u5bfc\u3002\u5f53\u5b66\u751f\u9047\u5230\u56f0\u96be\u65f6\uff0c\u7cfb\u7edf\u4e0d\u662f\u76f4\u63a5\u7ed9\u51fa\u7b54\u6848\uff0c\u800c\u662f\u5f15\u5bfc\u4ed6\u4eec\u4e00\u6b65\u6b65\u7406\u89e3\u89e3\u9898\u601d\u8def\uff0c\u771f\u6b63\u57f9\u517b\u5316\u5b66\u601d\u7ef4\u80fd\u529b\u3002<\/p>\n<h3>\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03<\/h3>\n<p>\u5f53\u524d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5728\u901a\u7528\u9886\u57df\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u5316\u5b66\u4e13\u4e1a\u9886\u57df\u4ecd\u6709\u660e\u663e\u4e0d\u8db3\u3002\u5317\u5927SUPERChem\u56e2\u961f\u7684\u8bc4\u6d4b\u663e\u793a\uff0c\u5373\u4f7f\u662f\u6700\u5148\u8fdb\u7684GPT-5\uff0c\u5728\u5316\u5b66\u63a8\u7406\u6d4b\u8bd5\u4e2d\u7684\u51c6\u786e\u7387\u4e5f\u4ec5\u670938.5%\u3002<\/p>\n<p>\u8fd9\u4e00\u95ee\u9898\u7684\u6839\u6e90\u5728\u4e8e\u8bad\u7ec3\u6570\u636e\u7684\u4e0d\u8db3\u3002\u901a\u7528LLM\u4e3b\u8981\u5728\u4e92\u8054\u7f51\u6587\u672c\u4e0a\u8bad\u7ec3\uff0c\u5316\u5b66\u4e13\u4e1a\u5185\u5bb9\u76f8\u5bf9\u7a00\u7f3a\u3002\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u7684300\u4e07\u6761\u9ad8\u8d28\u91cf\u5316\u5b66\u9898\u76ee\u4e3aLLM\u5fae\u8c03\u63d0\u4f9b\u4e86\u5b9d\u8d35\u8d44\u6e90\u3002<\/p>\n<p>\u901a\u8fc7\u5728\u8fd9\u7c7b\u4e13\u4e1a\u6570\u636e\u4e0a\u5fae\u8c03\uff0cLLM\u53ef\u4ee5\u5b66\u4e60\u5230\uff1a<\/p>\n<ul>\n<li>\u5316\u5b66\u672f\u8bed\u7684\u51c6\u786e\u542b\u4e49<\/li>\n<li>\u53cd\u5e94\u673a\u7406\u7684\u903b\u8f91\u63a8\u5bfc<\/li>\n<li>\u590d\u6742\u95ee\u9898\u7684\u5206\u6790\u6846\u67b6<\/li>\n<li>\u4e13\u4e1a\u8868\u8fbe\u7684\u65b9\u5f0f\u548c\u89c4\u8303<\/li>\n<\/ul>\n<h3>\u5316\u5b66\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa<\/h3>\n<p>\u77e5\u8bc6\u56fe\u8c31\u662fAI\u7406\u89e3\u548c\u5e94\u7528\u77e5\u8bc6\u7684\u91cd\u8981\u65b9\u5f0f\u3002\u5728\u5316\u5b66\u9886\u57df\uff0c\u6784\u5efa\u5b8c\u6574\u7684\u77e5\u8bc6\u56fe\u8c31\u5bf9\u4e8e\u836f\u7269\u7814\u53d1\u3001\u6750\u6599\u8bbe\u8ba1\u7b49\u9886\u57df\u5177\u6709\u91cd\u8981\u4ef7\u503c\u3002<\/p>\n<p>\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u7684\u6bcf\u9053\u9898\u76ee\u90fd\u914d\u5907\u4e86\u8be6\u7ec6\u7684\u77e5\u8bc6\u6807\u7b7e\uff0c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u4e13\u4e1a\u9886\u57df\uff08\u6709\u673a\u5316\u5b66\u3001\u7269\u7406\u5316\u5b66\u7b49\uff09<\/li>\n<li>\u5316\u5b66\u5206\u652f\uff08\u53cd\u5e94\u673a\u7406\u3001\u70ed\u529b\u5b66\u7b49\uff09<\/li>\n<li>\u6559\u80b2\u7ea7\u522b\uff08\u7814\u7a76\u751f\uff09<\/li>\n<li>\u5177\u4f53\u77e5\u8bc6\u70b9\uff08\u9170\u57fa\u53d6\u4ee3\u3001\u4eb2\u6838\u52a0\u6210\u7b49\uff09<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u6807\u7b7e\u4e3a\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u63d0\u4f9b\u4e86\u9ad8\u8d28\u91cf\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u6570\u636e\u3002<\/p>\n<blockquote>\n<p><strong>\u5f00\u59cb\u6784\u5efa\u4f60\u7684\u5316\u5b66AI\u5e94\u7528<\/strong><br \/>\n<a href=\"https:\/\/dianshudata.com\/dataDetail\/13646\">\u83b7\u53d6\u6570\u636e\u96c6\uff0c\u5f00\u59cb\u8bad\u7ec3 \u2192<\/a><\/p>\n<\/blockquote>\n<h2>\u6570\u636e\u96c6\u6280\u672f\u89c4\u683c\u8be6\u89e3<\/h2>\n<h3>JSONL\u683c\u5f0f\u4e0e\u5b57\u6bb5\u8bf4\u660e<\/h3>\n<p>\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u91c7\u7528JSONL\uff08JSON Lines\uff09\u683c\u5f0f\u5b58\u50a8\uff0c\u8fd9\u662f\u4e00\u79cd\u4fbf\u4e8e\u6d41\u5f0f\u8bfb\u53d6\u548c\u5206\u5e03\u5f0f\u5904\u7406\u7684\u6570\u636e\u683c\u5f0f\u3002\u6bcf\u884c\u662f\u4e00\u4e2a\u5b8c\u6574\u7684JSON\u5bf9\u8c61\uff0c\u4fbf\u4e8e\u7a0b\u5e8f\u5316\u5904\u7406\u3002<\/p>\n<p>\u6570\u636e\u96c6\u7684\u4e3b\u8981\u5b57\u6bb5\u5305\u62ec\uff1a<\/p>\n<pre><code class=\"language-json\">{\n  &quot;id&quot;: &quot;32\u4f4d\u5341\u516d\u8fdb\u5236\u552f\u4e00\u6807\u8bc6\u7b26&quot;,\n  &quot;question&quot;: &quot;\u82f1\u6587\u9898\u76ee\u5185\u5bb9&quot;,\n  &quot;options&quot;: [&quot;\u9009\u9879\u5217\u8868\uff0c\u4ec5\u9009\u62e9\u9898\u6709\u6b64\u5b57\u6bb5&quot;],\n  &quot;answer&quot;: &quot;\u6807\u51c6\u7b54\u6848&quot;,\n  &quot;analysis&quot;: &quot;\u8be6\u7ec6\u6b65\u9aa4\u5316\u89e3\u6790&quot;,\n  &quot;language&quot;: &quot;\u8bed\u8a00\u6807\u8bc6\uff08\u56fa\u5b9a\u4e3aenglish\uff09&quot;,\n  &quot;major&quot;: &quot;\u4e13\u4e1a\u9886\u57df\uff08\u56fa\u5b9a\u4e3achemistry\uff09&quot;,\n  &quot;field&quot;: &quot;\u5316\u5b66\u5206\u652f\uff08\u5982Organic Chemistry\uff09&quot;,\n  &quot;grade&quot;: &quot;\u6559\u80b2\u7ea7\u522b\uff08\u56fa\u5b9a\u4e3ahigher education\uff09&quot;,\n  &quot;subgrade&quot;: &quot;\u5177\u4f53\u5c42\u6b21\uff08\u56fa\u5b9a\u4e3agraduate student\uff09&quot;,\n  &quot;type&quot;: &quot;\u9898\u76ee\u7c7b\u578b\uff08\u5355\u9009\/\u591a\u9009\/\u7b80\u7b54\uff09&quot;,\n  &quot;knowledge&quot;: [&quot;\u77e5\u8bc6\u70b9\u6807\u7b7e\u5217\u8868&quot;]\n}\n<\/code><\/pre>\n<p>\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u8bbe\u8ba1\u4f7f\u5f97\u6570\u636e\u53ef\u4ee5\u8f7b\u677e\u5bfc\u5165\u5230\u5404\u79cd\u673a\u5668\u5b66\u4e60\u6846\u67b6\u548c\u6570\u636e\u5e93\u7cfb\u7edf\u4e2d\u3002<\/p>\n<h3>\u77e5\u8bc6\u6807\u7b7e\u4f53\u7cfb<\/h3>\n<p>\u6570\u636e\u96c6\u91c7\u7528\u591a\u5c42\u6b21\u7684\u77e5\u8bc6\u6807\u7b7e\u4f53\u7cfb\uff0c\u652f\u6301\u7ec6\u7c92\u5ea6\u7684\u5185\u5bb9\u68c0\u7d22\u548c\u4e2a\u6027\u5316\u5b66\u4e60\uff1a<\/p>\n<p><strong>\u6309\u5206\u652f\u5206\u7c7b<\/strong>\uff1a<\/p>\n<ul>\n<li>Organic Chemistry\uff08\u6709\u673a\u5316\u5b66\uff09<\/li>\n<li>Physical Chemistry\uff08\u7269\u7406\u5316\u5b66\uff09<\/li>\n<li>Inorganic Chemistry\uff08\u65e0\u673a\u5316\u5b66\uff09<\/li>\n<li>Analytical Chemistry\uff08\u5206\u6790\u5316\u5b66\uff09<\/li>\n<\/ul>\n<p><strong>\u6309\u4e3b\u9898\u5206\u7c7b<\/strong>\uff1a<\/p>\n<ul>\n<li>Reaction Mechanisms\uff08\u53cd\u5e94\u673a\u7406\uff09<\/li>\n<li>Thermodynamics\uff08\u70ed\u529b\u5b66\uff09<\/li>\n<li>Kinetics\uff08\u52a8\u529b\u5b66\uff09<\/li>\n<li>Spectroscopy\uff08\u5149\u8c31\u5b66\uff09<\/li>\n<li>Synthesis\uff08\u5408\u6210\u5316\u5b66\uff09<\/li>\n<\/ul>\n<p><strong>\u6309\u6280\u80fd\u5206\u7c7b<\/strong>\uff1a<\/p>\n<ul>\n<li>Knowledge Recall\uff08\u77e5\u8bc6\u8bb0\u5fc6\uff09<\/li>\n<li>Comprehension\uff08\u7406\u89e3\uff09<\/li>\n<li>Application\uff08\u5e94\u7528\uff09<\/li>\n<li>Analysis\uff08\u5206\u6790\uff09<\/li>\n<li>Evaluation\uff08\u8bc4\u4ef7\uff09<\/li>\n<\/ul>\n<h3>\u6570\u636e\u8d28\u91cf\u4fdd\u969c<\/h3>\n<p>\u6570\u636e\u96c6\u7684\u8d28\u91cf\u662fAI\u8bad\u7ec3\u6548\u679c\u7684\u5173\u952e\u3002\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u5728\u8d28\u91cf\u63a7\u5236\u65b9\u9762\u91c7\u53d6\u4e86\u591a\u9879\u63aa\u65bd\uff1a<\/p>\n<p><strong>\u4e13\u5bb6\u5ba1\u6838<\/strong>\uff1a\u6bcf\u9053\u9898\u76ee\u90fd\u7ecf\u8fc7\u4e13\u4e1a\u5316\u5b66\u6559\u80b2\u4e13\u5bb6\u7684\u4e25\u683c\u5ba1\u6838\uff0c\u786e\u4fdd\u7b54\u6848\u7684\u51c6\u786e\u6027\u548c\u89e3\u6790\u7684\u79d1\u5b66\u6027\u3002<\/p>\n<p><strong>\u5b8c\u6574\u6027\u9a8c\u8bc1<\/strong>\uff1a\u6240\u6709\u5b57\u6bb5\u7684\u5b8c\u6574\u7387\u90fd\u8fbe\u523095%\u4ee5\u4e0a\uff0c\u9898\u76ee\u5185\u5bb9\u5b8c\u6574\uff0c\u65e0\u4fe1\u606f\u7f3a\u5931\u3002<\/p>\n<p><strong>\u683c\u5f0f\u6807\u51c6\u5316<\/strong>\uff1a\u7edf\u4e00\u91c7\u7528LaTeX\u683c\u5f0f\u548cJSON\u7ed3\u6784\uff0c\u4fbf\u4e8e\u7a0b\u5e8f\u5316\u5904\u7406\u3002<\/p>\n<p><strong>\u65f6\u6548\u6027\u66f4\u65b0<\/strong>\uff1a\u6570\u636e\u96c6\u5b9a\u671f\u66f4\u65b0\uff0c\u7eb3\u5165\u6700\u65b0\u7684\u5316\u5b66\u7814\u7a76\u6210\u679c\u548c\u6559\u80b2\u9700\u6c42\u3002<\/p>\n<h2>\u4e0e\u5176\u4ed6\u5316\u5b66\u6570\u636e\u96c6\u5bf9\u6bd4<\/h2>\n<h3>\u5e02\u573a\u89c4\u6a21\u4e0e\u589e\u957f<\/h3>\n<p>\u6839\u636e\u5e02\u573a\u7814\u7a76\u6570\u636e\uff0c\u5316\u5b66AI\u6570\u636e\u96c6\u5e02\u573a\u6b63\u5904\u4e8e\u5feb\u901f\u589e\u957f\u671f\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u6570\u636e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>2024\u5e74\u5e02\u573a\u89c4\u6a21<\/td>\n<td>3,870\u4e07\u7f8e\u5143<\/td>\n<\/tr>\n<tr>\n<td>2030\u5e74\u9884\u8ba1\u89c4\u6a21<\/td>\n<td>3.2\u4ebf\u7f8e\u5143<\/td>\n<\/tr>\n<tr>\n<td>\u5e74\u590d\u5408\u589e\u957f\u7387<\/td>\n<td>28.8%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u63a8\u52a8\u5e02\u573a\u589e\u957f\u7684\u4e3b\u8981\u56e0\u7d20\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>AI\u6559\u80b2\u5e73\u53f0\u7684\u5feb\u901f\u53d1\u5c55<\/li>\n<li>\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4e13\u4e1a\u9886\u57df\u7684\u5e94\u7528\u9700\u6c42<\/li>\n<li>\u5316\u5b66\u7814\u7a76\u548c\u836f\u7269\u7814\u53d1\u5bf9AI\u7684\u4f9d\u8d56\u589e\u52a0<\/li>\n<li>\u5404\u56fd\u653f\u5e9c\u5bf9AI\u6559\u80b2\u7684\u653f\u7b56\u652f\u6301<\/li>\n<\/ul>\n<h3>\u4e3b\u6d41\u6570\u636e\u96c6\u5bf9\u6bd4<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u6570\u636e\u96c6<\/th>\n<th>\u89c4\u6a21<\/th>\n<th>\u683c\u5f0f<\/th>\n<th>\u7279\u70b9<\/th>\n<th>\u9002\u7528\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u672c\u6570\u636e\u96c6<\/strong><\/td>\n<td><strong>3M<\/strong><\/td>\n<td><strong>LaTeX<\/strong><\/td>\n<td><strong>\u7814\u7a76\u751f\u7ea7\u522b\u3001\u8be6\u7ec6\u89e3\u6790<\/strong><\/td>\n<td><strong>AI\u8bad\u7ec3\u3001\u6559\u80b2\u7cfb\u7edf<\/strong><\/td>\n<\/tr>\n<tr>\n<td>ChemData<\/td>\n<td>730K<\/td>\n<td>Text<\/td>\n<td>\u5927\u89c4\u6a21\u3001\u4e2d\u82f1\u6587<\/td>\n<td>LLM\u5fae\u8c03<\/td>\n<\/tr>\n<tr>\n<td>ChemBench<\/td>\n<td>4.1K<\/td>\n<td>JSON<\/td>\n<td>\u9ad8\u8d28\u91cf\u8bc4\u6d4b\u4e13\u7528<\/td>\n<td>\u6a21\u578b\u8bc4\u4f30<\/td>\n<\/tr>\n<tr>\n<td>GPQA<\/td>\n<td>448<\/td>\n<td>Text<\/td>\n<td>\u4e13\u5bb6\u7f16\u5199<\/td>\n<td>\u5b66\u672f\u7814\u7a76<\/td>\n<\/tr>\n<tr>\n<td>ChemRxivQuest<\/td>\n<td>970<\/td>\n<td>JSON<\/td>\n<td>\u5316\u5b66\u6587\u732e\u6765\u6e90<\/td>\n<td>\u6587\u732eQA<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u5dee\u5f02\u5316\u4f18\u52bf<\/h3>\n<p>\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u76f8\u6bd4\u5176\u4ed6\u6570\u636e\u96c6\u5177\u6709\u4ee5\u4e0b\u72ec\u7279\u4f18\u52bf\uff1a<\/p>\n<p><strong>\u89c4\u6a21\u9886\u5148<\/strong>\uff1a300\u4e07\u6761\u662f\u5e02\u573a\u4e0a\u89c4\u6a21\u6700\u5927\u7684\u7814\u7a76\u751f\u5316\u5b66\u6570\u636e\u96c6\u4e4b\u4e00\u3002<\/p>\n<p><strong>\u683c\u5f0f\u4f18\u52bf<\/strong>\uff1aLaTeX\u683c\u5f0f\u4fdd\u7559\u5b8c\u6574\u4fe1\u606f\uff0c\u65e0\u9700\u989d\u5916\u8f6c\u6362\u3002<\/p>\n<p><strong>\u6df1\u5ea6\u4f18\u52bf<\/strong>\uff1a\u4e13\u6ce8\u7814\u7a76\u751f\u7ea7\u522b\uff0c\u4e13\u4e1a\u6027\u66f4\u5f3a\u3002<\/p>\n<p><strong>\u89e3\u6790\u4f18\u52bf<\/strong>\uff1a\u6bcf\u9898\u914d\u5907\u8be6\u7ec6\u6b65\u9aa4\u89e3\u6790\uff0c\u4fbf\u4e8e\u6a21\u578b\u5b66\u4e60\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n<h2>\u5b9e\u9645\u5e94\u7528\u6848\u4f8b<\/h2>\n<h3>\u6848\u4f8b\u4e00\uff1a\u667a\u80fd\u7b54\u7591\u673a\u5668\u4eba<\/h3>\n<p>\u67d0\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\u5e0c\u671b\u5f00\u53d1\u4e00\u6b3e\u9488\u5bf9\u7814\u7a76\u751f\u7684\u5316\u5b66\u667a\u80fd\u7b54\u7591\u673a\u5668\u4eba\u3002\u7528\u6237\u53ef\u4ee5\u4e0a\u4f20\u5316\u5b66\u9898\u76ee\u7167\u7247\u6216\u8f93\u5165\u9898\u76ee\u6587\u672c\uff0c\u7cfb\u7edf\u81ea\u52a8\u5206\u6790\u5e76\u7ed9\u51fa\u8be6\u7ec6\u89e3\u7b54\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<br \/>\n1. \u83b7\u53d6\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6<br \/>\n2. \u8bad\u7ec3\u4e13\u95e8\u7684\u9898\u76ee\u8bc6\u522b\u548c\u89e3\u7b54\u6a21\u578b<br \/>\n3. \u7ed3\u5408\u6b65\u9aa4\u5316\u89e3\u6790\u8bad\u7ec3\u63a8\u7406\u80fd\u529b<br \/>\n4. \u90e8\u7f72\u5230\u5728\u7ebf\u6559\u80b2\u5e73\u53f0<\/p>\n<p><strong>\u6210\u679c<\/strong>\uff1a<br \/>\n&#8211; \u9898\u76ee\u8bc6\u522b\u51c6\u786e\u7387\u8fbe\u523092%<br \/>\n&#8211; \u89e3\u7b54\u751f\u6210\u8d28\u91cf\u8bc4\u52064.7\/5.0<br \/>\n&#8211; \u7528\u6237\u6ee1\u610f\u5ea6\u63d0\u534740%<br \/>\n&#8211; \u5e73\u53f0\u6d3b\u8dc3\u5ea6\u63d0\u534725%<\/p>\n<h3>\u6848\u4f8b\u4e8c\uff1aLLM\u5316\u5b66\u80fd\u529b\u63d0\u5347<\/h3>\n<p>\u67d0AI\u5b9e\u9a8c\u5ba4\u5e0c\u671b\u63d0\u5347\u901a\u7528\u5927\u6a21\u578b\u7684\u5316\u5b66\u4e13\u4e1a\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u591f\u901a\u8fc7\u5316\u5b66\u7814\u7a76\u751f\u8d44\u683c\u8003\u8bd5\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<br \/>\n1. \u4f7f\u7528\u6570\u636e\u96c6\u5bf9LLM\u8fdb\u884c\u5fae\u8c03<br \/>\n2. \u91cd\u70b9\u8bad\u7ec3\u6709\u673a\u5316\u5b66\u548c\u7269\u7406\u5316\u5b66\u4e60\u9898<br \/>\n3. \u5b66\u4e60\u6b65\u9aa4\u5316\u89e3\u6790\uff0c\u57f9\u517b\u63a8\u7406\u80fd\u529b<br \/>\n4. \u5728ChemBench\u7b49\u57fa\u51c6\u4e0a\u8bc4\u4f30<\/p>\n<p><strong>\u6210\u679c<\/strong>\uff1a<br \/>\n&#8211; \u5316\u5b66\u63a8\u7406\u51c6\u786e\u7387\u4ece38.5%\u63d0\u5347\u523067.2%<br \/>\n&#8211; \u901a\u8fc7\u4e86\u6a21\u62df\u7814\u7a76\u751f\u8d44\u683c\u8003\u8bd5<br \/>\n&#8211; \u5728ChemBench\u4e0a\u8fdb\u5165\u524d10%<\/p>\n<h3>\u6848\u4f8b\u4e09\uff1a\u4e2a\u6027\u5316\u5b66\u4e60\u7cfb\u7edf<\/h3>\n<p>\u67d0\u5927\u5b66\u5316\u5b66\u7cfb\u5e0c\u671b\u5f00\u53d1\u4e2a\u6027\u5316\u5b66\u4e60\u7cfb\u7edf\uff0c\u6839\u636e\u5b66\u751f\u7684\u5b66\u4e60\u60c5\u51b5\u667a\u80fd\u63a8\u8350\u7ec3\u4e60\u9898\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<br \/>\n1. \u5229\u7528\u6570\u636e\u96c6\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31<br \/>\n2. \u5206\u6790\u5b66\u751f\u7684\u8584\u5f31\u77e5\u8bc6\u70b9<br \/>\n3. \u667a\u80fd\u63a8\u8350\u9488\u5bf9\u6027\u7ec3\u4e60<br \/>\n4. \u8ffd\u8e2a\u5b66\u4e60\u6548\u679c\u5e76\u52a8\u6001\u8c03\u6574<\/p>\n<p><strong>\u6210\u679c<\/strong>\uff1a<br \/>\n&#8211; \u5b66\u751f\u5e73\u5747\u6210\u7ee9\u63d0\u534715%<br \/>\n&#8211; \u5b66\u4e60\u6548\u7387\u63d0\u534730%<br \/>\n&#8211; \u77e5\u8bc6\u70b9\u638c\u63e1\u7387\u4ece65%\u63d0\u5347\u523089%<\/p>\n<h2>\u6280\u672f\u96c6\u6210\u6307\u5357<\/h2>\n<h3>\u6570\u636e\u83b7\u53d6\u4e0e\u5904\u7406<\/h3>\n<p>\u83b7\u53d6\u6570\u636e\u96c6\u540e\uff0c\u5efa\u8bae\u6309\u4ee5\u4e0b\u6d41\u7a0b\u8fdb\u884c\u5904\u7406\uff1a<\/p>\n<p><strong>\u7b2c\u4e00\u6b65\uff1a\u6570\u636e\u89e3\u538b<\/strong><\/p>\n<pre><code class=\"language-bash\">tar -xzf graduate_chemistry_dataset.tar.gz\n<\/code><\/pre>\n<p><strong>\u7b2c\u4e8c\u6b65\uff1a\u6570\u636e\u9a8c\u8bc1<\/strong><\/p>\n<pre><code class=\"language-python\">import jsonl\n\nwith open('chemistry_dataset.jsonl', 'r') as f:\n    for line in f:\n        data = json.loads(line)\n        assert 'id' in data\n        assert 'question' in data\n        assert 'answer' in data\n<\/code><\/pre>\n<p><strong>\u7b2c\u4e09\u6b65\uff1a\u6570\u636e\u5212\u5206<\/strong><\/p>\n<pre><code class=\"language-python\"># \u5efa\u8bae\u5212\u5206\u6bd4\u4f8b\ntrain_data = dataset[:int(len(dataset) * 0.8)]\nval_data = dataset[int(len(dataset) * 0.8):int(len(dataset) * 0.9)]\ntest_data = dataset[int(len(dataset) * 0.9):]\n<\/code><\/pre>\n<h3>\u6a21\u578b\u8bad\u7ec3\u5efa\u8bae<\/h3>\n<p><strong>\u6570\u636e\u589e\u5f3a<\/strong>\uff1a<\/p>\n<ul>\n<li>\u9898\u76ee\u6539\u5199\uff08\u540c\u4e49\u66ff\u6362\uff09<\/li>\n<li>\u9009\u9879\u6df7\u6dc6\u9879\u751f\u6210<\/li>\n<li>\u96be\u5ea6\u68af\u5ea6\u8c03\u6574<\/li>\n<\/ul>\n<p><strong>\u6a21\u578b\u9009\u62e9<\/strong>\uff1a<\/p>\n<ul>\n<li>\u6587\u672c\u6a21\u578b\uff1aGPT\u7cfb\u5217\u3001Llama\u7cfb\u5217<\/li>\n<li>\u5fae\u8c03\u6846\u67b6\uff1aLoRA\u3001PEFT<\/li>\n<li>\u8bc4\u6d4b\u5de5\u5177\uff1aChemBench\u3001GPQA<\/li>\n<\/ul>\n<p><strong>\u8bad\u7ec3\u7b56\u7565<\/strong>\uff1a<\/p>\n<ul>\n<li>\u8bfe\u7a0b\u5b66\u4e60\uff08\u4ece\u7b80\u5355\u5230\u590d\u6742\uff09<\/li>\n<li>\u96be\u4f8b\u6316\u6398\uff08\u91cd\u70b9\u5b66\u4e60\u6613\u9519\u9898\uff09<\/li>\n<li>\u591a\u4efb\u52a1\u5b66\u4e60\uff08\u540c\u65f6\u5b66\u4e60\u591a\u4e2a\u5316\u5b66\u5206\u652f\uff09<\/li>\n<\/ul>\n<h2>\u672a\u6765\u5c55\u671b<\/h2>\n<h3>\u6280\u672f\u53d1\u5c55\u8d8b\u52bf<\/h3>\n<p>\u5316\u5b66AI\u6570\u636e\u96c6\u5e02\u573a\u6b63\u5904\u4e8e\u5feb\u901f\u53d1\u5c55\u671f\uff0c\u672a\u6765\u51e0\u5e74\u5c06\u5448\u73b0\u4ee5\u4e0b\u8d8b\u52bf\uff1a<\/p>\n<p><strong>\u89c4\u6a21\u6301\u7eed\u6269\u5927<\/strong>\uff1a\u968f\u7740AI\u5728\u5404\u884c\u4e1a\u7684\u6df1\u5165\u5e94\u7528\uff0c\u5bf9\u9ad8\u8d28\u91cf\u4e13\u4e1a\u6570\u636e\u7684\u9700\u6c42\u5c06\u6301\u7eed\u589e\u957f\u3002\u9884\u8ba1\u52302030\u5e74\uff0c\u5316\u5b66AI\u6570\u636e\u96c6\u5e02\u573a\u89c4\u6a21\u5c06\u8fbe\u52303.2\u4ebf\u7f8e\u5143\u3002<\/p>\n<p><strong>\u683c\u5f0f\u66f4\u52a0\u591a\u6837<\/strong>\uff1a\u9664\u4e86\u4f20\u7edf\u7684\u6587\u672c\u683c\u5f0f\uff0c\u56fe\u50cf\u3001\u89c6\u9891\u7b49\u591a\u6a21\u6001\u6570\u636e\u5c06\u8d8a\u6765\u8d8a\u91cd\u8981\u3002\u5206\u5b50\u7ed3\u6784\u56fe\u3001\u53cd\u5e94\u52a8\u753b\u7b49\u5c06\u6210\u4e3a\u91cd\u8981\u7684\u8bad\u7ec3\u8d44\u6e90\u3002<\/p>\n<p><strong>\u5e94\u7528\u573a\u666f\u4e30\u5bcc<\/strong>\uff1a\u4ece\u667a\u80fd\u6559\u80b2\u5230\u836f\u7269\u7814\u53d1\uff0c\u5316\u5b66AI\u7684\u5e94\u7528\u573a\u666f\u5c06\u4e0d\u65ad\u62d3\u5c55\uff0c\u63a8\u52a8\u6570\u636e\u96c6\u5411\u66f4\u52a0\u4e13\u4e1a\u5316\u3001\u7ec6\u5206\u5316\u7684\u65b9\u5411\u53d1\u5c55\u3002<\/p>\n<h3>\u5178\u67a2\u7684\u6301\u7eed\u652f\u6301<\/h3>\n<p>\u5178\u67a2\u5e73\u53f0\u5c06\u6301\u7eed\u66f4\u65b0\u548c\u5b8c\u5584\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\uff1a<\/p>\n<ul>\n<li>\u5b9a\u671f\u7eb3\u5165\u6700\u65b0\u7684\u5316\u5b66\u7814\u7a76\u6210\u679c<\/li>\n<li>\u589e\u52a0\u66f4\u591a\u5e94\u7528\u573a\u666f\u7684\u9898\u76ee<\/li>\n<li>\u63d0\u4f9b\u66f4\u591a\u8bed\u8a00\u7248\u672c\u7684\u6570\u636e<\/li>\n<li>\u5f00\u53d1\u914d\u5957\u7684\u5de5\u5177\u548c\u670d\u52a1<\/li>\n<\/ul>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u662f\u5f53\u524d\u5e02\u573a\u4e0a\u89c4\u6a21\u6700\u5927\u3001\u683c\u5f0f\u6700\u4e13\u4e1a\u7684\u7814\u7a76\u751f\u7ea7\u5316\u5b66\u8bad\u7ec3\u6570\u636e\u8d44\u6e90\u4e4b\u4e00\u3002300\u4e07\u6761LaTeX\u683c\u5f0f\u7684\u9898\u76ee\u8986\u76d6\u6709\u673a\u5316\u5b66\u3001\u7269\u7406\u5316\u5b66\u3001\u65e0\u673a\u5316\u5b66\u3001\u5206\u6790\u5316\u5b66\u7b49\u6838\u5fc3\u5206\u652f\uff0c\u6bcf\u9053\u9898\u76ee\u90fd\u914d\u5907\u8be6\u7ec6\u7684\u6b65\u9aa4\u5316\u89e3\u6790\u3002<\/p>\n<p>\u8fd9\u4e9b\u7279\u70b9\u4f7f\u5176\u7279\u522b\u9002\u5408\u7528\u4e8e\uff1a<\/p>\n<ul>\n<li>\u667a\u80fd\u5316\u5b66\u6559\u80b2\u7cfb\u7edf\u5f00\u53d1<\/li>\n<li>\u5927\u8bed\u8a00\u6a21\u578b\u5316\u5b66\u80fd\u529b\u5fae\u8c03<\/li>\n<li>\u5316\u5b66\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa<\/li>\n<li>\u4e13\u4e1a\u5316\u5b66AI\u5e94\u7528\u5f00\u53d1<\/li>\n<\/ul>\n<p>\u968f\u7740\u5316\u5b66AI\u6570\u636e\u96c6\u5e02\u573a\u4ee528.8%\u7684\u5e74\u589e\u957f\u7387\u5feb\u901f\u53d1\u5c55\uff0c\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u8d44\u6e90\u5c06\u6210\u4e3aAI\u5728\u5316\u5b66\u9886\u57df\u53d6\u5f97\u7a81\u7834\u7684\u5173\u952e\u3002<\/p>\n<blockquote>\n<p><strong>\u7acb\u5373\u884c\u52a8<\/strong><br \/>\n\u4e86\u89e3\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u7684\u5b8c\u6574\u8be6\u60c5\uff0c\u5f00\u59cb\u4f60\u7684\u5316\u5b66AI\u9879\u76ee\u3002<a href=\"https:\/\/dianshudata.com\/dataDetail\/13646\">\u67e5\u770b\u6570\u636e\u96c6 \u2192<\/a><\/p>\n<\/blockquote>\n<h3>\u4e0b\u4e00\u6b65\u5efa\u8bae<\/h3>\n<ol>\n<li><strong>\u8bc4\u4f30\u9700\u6c42<\/strong>\uff1a\u660e\u786e\u4f60\u7684AI\u9879\u76ee\u5bf9\u5316\u5b66\u6570\u636e\u7684\u5177\u4f53\u9700\u6c42<\/li>\n<li><strong>\u83b7\u53d6\u6570\u636e<\/strong>\uff1a\u8054\u7cfb\u5178\u67a2\u83b7\u53d6\u6570\u636e\u96c6\u6837\u672c\u548c\u5b8c\u6574\u6570\u636e<\/li>\n<li><strong>\u6280\u672f\u5bf9\u63a5<\/strong>\uff1a\u83b7\u53d6\u6570\u636e\u540e\uff0c\u6309\u7167\u6280\u672f\u96c6\u6210\u6307\u5357\u8fdb\u884c\u5904\u7406<\/li>\n<li><strong>\u6a21\u578b\u8bad\u7ec3<\/strong>\uff1a\u4f7f\u7528\u6570\u636e\u8bad\u7ec3\u4f60\u7684AI\u6a21\u578b<\/li>\n<li><strong>\u6548\u679c\u8bc4\u4f30<\/strong>\uff1a\u5728\u6807\u51c6\u57fa\u51c6\u4e0a\u8bc4\u4f30\u6a21\u578b\u6027\u80fd<\/li>\n<\/ol>\n<p>\u968f\u7740AI\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u5316\u5b66\u9886\u57df\u5c06\u4e3aAI\u5e94\u7528\u63d0\u4f9b\u5e7f\u9614\u7684\u821e\u53f0\u3002\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u5c06\u662f\u4f60\u5728\u8fd9\u4e00\u9886\u57df\u53d6\u5f97\u6210\u529f\u7684\u5173\u952e\u8d44\u6e90\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7814\u7a76\u751f\u5316\u5b66\u82f1\u6587\u9898\u5e93\u6570\u636e\u96c6\u5305\u542b300\u4e07\u6761LaTeX\u683c\u5f0f\u8d44\u6e90\uff0c\u8986\u76d6\u6709\u673a\u5316\u5b66\u3001\u7269\u7406\u5316\u5b66\u7b49\u5206\u652f\uff0c\u4e3a\u667a\u80fd\u6559\u80b2\u7cfb\u7edf\u548cLLM\u8bad\u7ec3\u63d0\u4f9b\u9ad8\u8d28\u91cf\u6570\u636e\u652f\u6301\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[89,109],"tags":[43,112,110,113,111],"class_list":["post-1854","post","type-post","status-publish","format-standard","hentry","category-89","category-109","tag-ai","tag-latex","tag-110","tag-113","tag-111"],"_links":{"self":[{"href":"https:\/\/dianshudata.com\/story\/wp-json\/wp\/v2\/posts\/1854","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dianshudata.com\/story\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dianshudata.com\/story\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dianshudata.com\/story\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dianshudata.com\/story\/wp-json\/wp\/v2\/comments?post=1854"}],"version-history":[{"count":1,"href":"https:\/\/dianshudata.com\/story\/wp-json\/wp\/v2\/posts\/1854\/revisions"}],"predecessor-version":[{"id":1855,"href":"https:\/\/dianshudata.com\/story\/wp-json\/wp\/v2\/posts\/1854\/revisions\/1855"}],"wp:attachment":[{"href":"https:\/\/dianshudata.com\/story\/wp-json\/wp\/v2\/media?parent=1854"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dianshudata.com\/story\/wp-json\/wp\/v2\/categories?post=1854"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dianshudata.com\/story\/wp-json\/wp\/v2\/tags?post=1854"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}