{"id":6805,"date":"2025-06-06T05:12:00","date_gmt":"2025-06-05T20:12:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6805"},"modified":"2025-05-25T09:53:39","modified_gmt":"2025-05-25T00:53:39","slug":"from-automation-to-autonomy-a-survey-on-large-language-models-in-scientific-discovery","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6805","title":{"rendered":"From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery&nbsp;<\/strong>[43.3]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u79d1\u5b66\u7684\u767a\u898b\u306e\u30d1\u30e9\u30c0\u30a4\u30e0\u30b7\u30d5\u30c8\u3092\u89e6\u5a92\u3057\u3066\u3044\u308b\u3002 \u3053\u306e\u8abf\u67fb\u306f\u3001\u3053\u306e\u6025\u6210\u9577\u3059\u308b\u5206\u91ce\u3092\u4f53\u7cfb\u7684\u306b\u5206\u6790\u3057\u3001\u79d1\u5b66\u306b\u304a\u3051\u308bLLM\u306e\u5f79\u5272\u306e\u5909\u5316\u3068\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u80fd\u529b\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.13259v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.13259v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Mon, 19 May 2025 15:41:32 GMT)<\/li>\n\n\n\n<li>LLM\u3092\u7528\u3044\u305f\u79d1\u5b66\u7684\u767a\u898b\u3084\u305d\u306e\u30b5\u30dd\u30fc\u30c8\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3002\u300cIn scientific dis- covery, this convergence of advanced LLM capa- bilities and agentic functionalities is catalyzing a significant paradigm shift. This shift is poised not only to accelerate the research lifecycle but also to fundamentally alter the collaborative dynamics be- tween human researchers and artificial intelligence in the pursuit of knowledge.\u300d\u3068\u5f37\u529b\u306aLLM\u306e\u767b\u5834\u306b\u3088\u308a\u73fe\u5b9f\u7684\u306b\u306a\u308a\u3064\u3064\u3042\u308b\u5206\u91ce\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/HKUST-KnowComp\/Awesome-LLM-Scientific-Discovery\">GitHub &#8211; HKUST-KnowComp\/Awesome-LLM-Scientific-Discovery: From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>When AI Co-Scientists Fail: SPOT-a Benchmark for Automated Verification of Scientific Research\u00a0<\/strong>[20.0]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001AI\u30b3\u30b5\u30a4\u30b7\u30b9\u30c8\u3068\u547c\u3070\u308c\u308b\u81ea\u52d5\u79d1\u5b66\u7684\u767a\u898b\u306e\u30d3\u30b8\u30e7\u30f3\u3092\u52a0\u901f\u3055\u305b\u305f\u3002 \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u6700\u8fd1\u306e\u9032\u6b69\u306f\u3001\u3057\u3070\u3057\u3070AI\u30b3\u30b5\u30a4\u30b7\u30b9\u30c8\u3068\u547c\u3070\u308c\u308b\u81ea\u52d5\u79d1\u5b66\u7684\u767a\u898b\u306e\u30d3\u30b8\u30e7\u30f3\u3092\u52a0\u901f\u3055\u305b\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.11855v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.11855v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 17 May 2025 05:45:16 GMT)<\/li>\n\n\n\n<li>\u5225\u65b9\u5411\u304b\u3089\u5931\u6557\u4f8b\u306e\u5206\u6790\u3082\u9762\u767d\u3044\u3002<a href=\"https:\/\/huggingface.co\/datasets\/amphora\/SPOT-MetaData\">amphora\/SPOT-MetaData \u00b7 Datasets at Hugging Face<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[387,623],"class_list":["post-6805","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-survey","tag-623"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6805","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6805"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6805\/revisions"}],"predecessor-version":[{"id":6821,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6805\/revisions\/6821"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6805"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6805"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6805"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}