{"id":6816,"date":"2026-02-03T09:30:49","date_gmt":"2026-02-03T01:30:49","guid":{"rendered":"https:\/\/nullthought.net\/?p=6816"},"modified":"2026-02-03T09:30:51","modified_gmt":"2026-02-03T01:30:51","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%88llm%ef%bc%89%e6%ad%a3%e5%9c%a8%e5%a6%82%e4%bd%95%e6%94%b9%e5%8f%98%e5%ad%a6%e6%9c%af%e7%a0%94%e7%a9%b6%e7%94%9f%e6%80%81%ef%bc%9a%e8%ae%ba%e6%96%87%e4%ba%a7","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6816","title":{"rendered":"\u5927\u6a21\u578b\uff08LLM\uff09\u6b63\u5728\u5982\u4f55\u6539\u53d8\u5b66\u672f\u7814\u7a76\u751f\u6001\uff1a\u8bba\u6587\u4ea7\u91cf\u6fc0\u589e\uff0c\u4f46\u8d28\u91cf\u4fe1\u53f7\u88ab\u201c\u6253\u4e71\u201d\uff0c\u540c\u884c\u8bc4\u5ba1\u4e0e\u79d1\u7814\u8bc4\u4f30\u4f53\u7cfb\u627f\u538b"},"content":{"rendered":"\n<p><strong><a href=\"https:\/\/newsroom.haas.berkeley.edu\/how-ai-is-transforming-research-more-papers-less-quality-and-a-strained-review-system\/\" target=\"_blank\" rel=\"noreferrer noopener\">How AI is transforming research: More papers, less quality, and a strained review system<\/a><\/strong>, \u8fd9\u7bc7\u6765\u81ea UC Berkeley Haas School of Business \u65b0\u95fb\u5ba4\u7684\u6587\u7ae0\uff0c\u56f4\u7ed5\u4e00\u9879\u53d1\u8868\u5728 <em>Science<\/em> \u7684\u7814\u7a76\uff08<a href=\"https:\/\/www.science.org\/doi\/10.1126\/science.adw3000\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Scientific production in the era of large language models<\/strong><\/a>\uff09\uff0c\u8ba8\u8bba\u201c\u5927\u6a21\u578b\uff08LLM\uff09\u6b63\u5728\u5982\u4f55\u6539\u53d8\u5b66\u672f\u7814\u7a76\u751f\u6001\u201d\uff1a\u8bba\u6587\u4ea7\u91cf\u6fc0\u589e\uff0c\u4f46\u8d28\u91cf\u4fe1\u53f7\u88ab\u201c\u6253\u4e71\u201d\uff0c\u540c\u884c\u8bc4\u5ba1\u4e0e\u79d1\u7814\u8bc4\u4f30\u4f53\u7cfb\u627f\u538b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6587\u7ae0\u5728\u8bb2\u4ec0\u4e48<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u7ae0\u4ee5 Mathijs De Vaan \u7684\u7ecf\u5386\u5207\u5165\uff1a\u5b66\u672f\u5199\u4f5c\u9700\u8981\u5de8\u5927\u52b3\u52a8\uff0c\u800cLLM\u50cf\u201c\u5199\u4f5c\u642d\u6863\u201d\u80fd\u6da6\u8272\u8bed\u8a00\u3001\u5e2e\u52a9\u975e\u82f1\u8bed\u6bcd\u8bed\u7814\u7a76\u8005\u628a\u79d1\u5b66\u8d21\u732e\u66f4\u6e05\u6670\u5730\u8868\u8fbe\u51fa\u6765\u3002<\/li>\n\n\n\n<li>\u4f46\u968f\u7740LLM\u5728\u5b66\u754c\u201c\u4ece\u65b0\u5947\u53d8\u5e38\u6001\u201d\uff0c\u4f5c\u8005\u4e0e\u5408\u4f5c\u8005\u66f4\u5173\u5fc3\u7684\u662f\uff1aAI\u5e26\u6765\u7684\u5230\u5e95\u53ea\u662f\u6548\u7387\u63d0\u5347\uff0c\u8fd8\u662f\u4f1a\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u79d1\u7814\u4ea7\u51fa\u3001\u7b5b\u9009\u4e0e\u8bc4\u4ef7\u673a\u5236\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7814\u7a76\u600e\u4e48\u505a\u7684\uff08\u6587\u7ae0\u8f6c\u8ff0\uff09<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7814\u7a76\u56e2\u961f\uff08\u5305\u62ec Toby E. Stuart \u7b49\uff0c\u4ee5\u53ca Cornell University \u7814\u7a76\u8005\uff09\u5206\u6790\u4e86 <strong>2018\u5e741\u6708\u20142024\u5e746\u6708<\/strong> \u4e0a\u4f20\u5230\u4e09\u5927\u9884\u5370\u672c\u5e73\u53f0\uff08arXiv\u3001bioRxiv\u3001SSRN\uff09\u7684 <strong>200\u591a\u4e07\u7bc7\u8bba\u6587<\/strong>\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u201c\u68c0\u6d4b\u7b97\u6cd5\u201d\u63a8\u65ad\u54ea\u4e9b\u4f5c\u8005\u53ef\u80fd\u5728\u5199\u4f5c\u4e2d\u4f7f\u7528\u4e86AI\uff1b\u5bf9\u6bd4\u5176\u91c7\u7528AI\u524d\u540e\u4ea7\u51fa\u6570\u91cf\u53d8\u5316\uff1b\u5e76\u7528\u91cf\u5316\u6307\u6807\u8861\u91cf\u201c\u5199\u4f5c\u590d\u6742\u5ea6\/\u7cbe\u81f4\u5ea6\u201d\uff0c\u518d\u770b\u8fd9\u4e9b\u8bba\u6587\u540e\u6765\u662f\u5426\u8fdb\u5165\u671f\u520a\u53d1\u8868\uff08\u901a\u8fc7\u540c\u884c\u8bc4\u5ba1\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6838\u5fc3\u53d1\u73b0\uff08\u6587\u7ae0\u91cd\u70b9\uff09<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ea7\u91cf\u663e\u8457\u4e0a\u5347<\/strong><br>\u91c7\u7528LLM\u7684\u7814\u7a76\u8005\uff0c\u624b\u7a3f\u4ea7\u51fa\u660e\u663e\u589e\u52a0\uff1a\u5728 bioRxiv \u4e0e SSRN \u4e0a\u589e\u5e45 <strong>\u8d85\u8fc750%<\/strong>\uff1b\u5728 arXiv \u4e0a <strong>\u8d85\u8fc7\u4e09\u5206\u4e4b\u4e00<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u5bf9\u975e\u82f1\u8bed\u6bcd\u8bed\u8005\u7684\u201c\u6760\u6746\u6548\u5e94\u201d\u66f4\u5927<\/strong><br>\u6587\u7ae0\u79f0\uff1a\u7b2c\u4e00\u8bed\u8a00\u975e\u82f1\u8bed\u7684\u7814\u7a76\u8005\u6536\u76ca\u66f4\u660e\u663e\uff1b\u4ee5\u201c\u4e9a\u6d32\u59d3\u540d\/\u4e9a\u6d32\u673a\u6784\u201d\u4e3a\u7279\u5f81\u7684\u4e00\u7ec4\u6837\u672c\uff0c\u5728\u751f\u7269\u4e0e\u793e\u79d1\u65b9\u5411\u7684\u4ea7\u91cf\u63d0\u5347\u63a5\u8fd1 <strong>90%<\/strong>\uff1b\u800c\u82f1\u8bed\u56fd\u5bb6\u673a\u6784\u7684\u589e\u5e45\u66f4\u201c\u6e29\u548c\u201d\uff08\u7ea6 <strong>24%\u201346%<\/strong>\uff09\u3002\u6587\u7ae0\u5c06\u5176\u89e3\u8bfb\u4e3a\uff1aAI\u53ef\u80fd\u5728\u201c\u82f1\u8bed\u4f5c\u4e3a\u5b66\u672f\u8bb0\u5f55\u8bed\u8a00\u201d\u7684\u4f53\u7cfb\u91cc\uff0c\u90e8\u5206\u62b9\u5e73\u8bed\u8a00\u95e8\u69db\uff0c\u6539\u53d8\u5168\u7403\u79d1\u7814\u4ea7\u51fa\u683c\u5c40\u3002<\/li>\n\n\n\n<li><strong>AI\u641c\u7d22\u53ef\u80fd\u6269\u5c55\u201c\u77e5\u8bc6\u89c6\u91ce\u201d<\/strong><br>\u6587\u4e2d\u63d0\u5230\uff1a\u5e26LLM\u80fd\u529b\u7684\u641c\u7d22\u5de5\u5177\uff08\u4f8b\uff1aBing Chat\uff09\u66f4\u64c5\u957f\u627e\u5230\u66f4\u65b0\u7684\u8bba\u6587\u4e0e\u76f8\u5173\u4e66\u7c4d\uff0c\u76f8\u6bd4\u4e4b\u4e0b\u4f20\u7edf\u68c0\u7d22\u66f4\u504f\u5411\u65e7\u7684\u3001\u88ab\u9891\u7e41\u5f15\u7528\u7684\u6750\u6599\uff1b\u8fd9\u6709\u52a9\u4e8e\u7814\u7a76\u8005\u5728\u4fe1\u606f\u7206\u70b8\u4e2d\u66f4\u6df1\u66f4\u5e7f\u5730\u8ffd\u8e2a\u76f8\u5173\u5de5\u4f5c\u3002<\/li>\n\n\n\n<li><strong>\u6700\u523a\u8033\u7684\u7ed3\u8bba\uff1a\u5199\u5f97\u8d8a\u201c\u50cf\u6837\u201d\uff0c\u8d8a\u4e0d\u4e00\u5b9a\u662f\u597d\u79d1\u5b66\uff08\u5728AI\u8f85\u52a9\u4e0b\u751a\u81f3\u53cd\u8fc7\u6765\uff09<\/strong><br>\u4f20\u7edf\u4e0a\uff0c\u6e05\u6670\u800c\u590d\u6742\u7684\u5199\u4f5c\u5e38\u88ab\u89c6\u4e3a\u4e25\u8c28\u6027\u7684\u4fe1\u53f7\uff1a\u80fd\u628a\u590d\u6742\u601d\u60f3\u8bf4\u6e05\u695a\uff0c\u5f80\u5f80\u610f\u5473\u7740\u5bf9\u95ee\u9898\u638c\u63e1\u66f4\u624e\u5b9e\uff0c\u4e5f\u66f4\u5bb9\u6613\u901a\u8fc7\u8bc4\u5ba1\u5e76\u83b7\u5f97\u5f15\u7528\u3002<br>\u4f46\u7814\u7a76\u53d1\u73b0\uff1a<strong>\u5728AI\u8f85\u52a9\u8bba\u6587\u4e2d\uff0c\u8fd9\u79cd\u5173\u7cfb\u4e0d\u53ea\u662f\u51cf\u5f31\uff0c\u800c\u662f\u201c\u53cd\u8f6c\u201d<\/strong>\u2014\u2014\u5199\u4f5c\u8d8a\u590d\u6742\u7cbe\u81f4\u7684AI\u8f85\u52a9\u7a3f\uff0c\u53cd\u800c<strong>\u8d8a\u4e0d\u5bb9\u6613\u8fdb\u5165\u540c\u884c\u8bc4\u5ba1\u671f\u520a\u53d1\u8868<\/strong>\uff1b\u6587\u7ae0\u636e\u6b64\u63a8\u65ad\uff1a\u6da6\u8272\u540e\u7684\u201c\u6f02\u4eae\u6587\u5b57\u201d\u53ef\u80fd\u63a9\u76d6\u4e86\u66f4\u5f31\u7684\u79d1\u5b66\u5b9e\u8d28\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u6587\u7ae0\u7684\u62c5\u5fe7\u4e0e\u5efa\u8bae<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u540c\u884c\u8bc4\u5ba1\u4e0e\u79d1\u7814\u8bc4\u4ef7\u7cfb\u7edf\u88ab\u201c\u6d2a\u6c34\u201d\u51b2\u51fb<\/strong>\uff1a\u5927\u91cf\u201c\u770b\u8d77\u6765\u5f88\u5f3a\u4f46\u53ef\u80fd\u7a7a\u6d1e\u201d\u7684\u7a3f\u4ef6\u6d8c\u5165\uff0c\u4f7f\u8bc4\u5ba1\u8005\u3001\u8d44\u52a9\u65b9\u3001\u653f\u7b56\u5236\u5b9a\u8005\u66f4\u96be\u533a\u5206\u54ea\u4e9b\u503c\u5f97\u652f\u6301\u3001\u54ea\u4e9b\u53ef\u80fd\u662f\u8fb9\u9645\u8d21\u732e\u751a\u81f3\u8bef\u5bfc\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u80fd\u7684\u5e94\u5bf9\u65b9\u5411<\/strong>\uff1a\u7814\u7a76\u63d0\u51fa\uff0cAI\u4e5f\u8bb8\u80fd\u4e34\u65f6\u201c\u81ea\u6551\u201d\u2014\u2014\u7528\u66f4\u4e13\u95e8\u7684\u201c\u5ba1\u7a3f\u4ee3\u7406\/\u8fc7\u6ee4\u5668\u201d\u5148\u505a\u8d28\u91cf\u9608\u503c\u7b5b\u67e5\uff0c\u518d\u4ea4\u7ed9\u4eba\u7c7b\u8bc4\u5ba1\uff1b\u4f46\u66f4\u6839\u672c\u7684\u4ecd\u662f\u5236\u5ea6\u5c42\u9762\u7684\u5b9e\u9a8c\u4e0e\u8c03\u6574\uff08\u65b0\u7684\u8bc4\u4ef7\u6807\u51c6\u3001\u8d44\u52a9\u6a21\u578b\u3001\u9a8c\u8bc1\u673a\u5236\u7b49\uff09\uff0c\u5e76\u4e14\u5e94\u5c3d\u65e9\u5f00\u59cb\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>How AI is transforming research: More papers, less qual [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"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":""},"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-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":"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":""},"mobile":{"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":""}},"footnotes":""},"categories":[8,36],"tags":[39,86],"class_list":["post-6816","post","type-post","status-publish","format-standard","hentry","category-tech","category-36","tag-ai","tag-llm"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a> <a href=\"https:\/\/nullthought.net\/?cat=36\" rel=\"category\">\u79d1\u5b66<\/a>","rttpg_excerpt":"How AI is transforming research: More papers, less qual&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6816","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6816"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6816\/revisions"}],"predecessor-version":[{"id":6817,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6816\/revisions\/6817"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6816"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6816"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6816"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}