{"id":6730,"date":"2025-05-19T03:31:00","date_gmt":"2025-05-18T18:31:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6730"},"modified":"2025-05-11T07:36:27","modified_gmt":"2025-05-10T22:36:27","slug":"34-examples-of-llm-applications-in-materials-science-and-chemistry-towards-automation-assistants-agents-and-accelerated-scientific-discovery","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6730","title":{"rendered":"34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery\u00a0<\/strong>[26.0]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u6750\u6599\u79d1\u5b66\u3068\u5316\u5b66\u7814\u7a76\u306e\u591a\u304f\u306e\u5074\u9762\u3092\u518d\u69cb\u7bc9\u3057\u3066\u3044\u308b\u3002 \u6700\u8fd1\u306e\u9032\u6b69\u306f\u3001\u6700\u65b0\u306e\u30e2\u30c7\u30eb\u306e\u30af\u30e9\u30b9\u304c\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002 \u7b2c2\u56deLarge Language Model Hackathon for Applications in Materials Science and Chemistry\u3067\u958b\u767a\u3055\u308c\u305f34\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u901a\u3057\u3066,LLM\u306e\u5fdc\u7528\u3092\u6982\u89b3\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.03049v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.03049v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 05 May 2025 22:08:37 GMT)<\/li>\n\n\n\n<li>\u300cTo explore the frontier of LLM capabilities across the research lifecycle, we review applications of LLMs through 34 total projects developed during the second annual Large Language Model Hackathon for Applications in Materials Science and Chemistry, a global hybrid event. These projects spanned seven key research areas: (1) molecular and material property prediction, (2) molecular and material design, (3) automation and novel interfaces, (4) scientific communication and education, (5) research data management and automation, (6) hypothesis generation and evaluation, and (7) knowl- edge extraction and reasoning from the scientific literature.\u300d\u3068\u3044\u3046\u30cf\u30c3\u30ab\u30bd\u30f3\u306e\u307e\u3068\u3081<\/li>\n\n\n\n<li>\u8208\u5473\u6df1\u3044\u30c8\u30e9\u30a4\u3082\u3042\u308a\u3001\u9762\u767d\u3044\u3002<\/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":[223,387,623],"class_list":["post-6730","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-survey","tag-623"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6730","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=6730"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6730\/revisions"}],"predecessor-version":[{"id":6731,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6730\/revisions\/6731"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6730"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6730"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6730"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}