{"id":6748,"date":"2025-05-23T03:21:00","date_gmt":"2025-05-22T18:21:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6748"},"modified":"2025-05-11T13:23:06","modified_gmt":"2025-05-11T04:23:06","slug":"benchmarking-llms-swarm-intelligence","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6748","title":{"rendered":"Benchmarking LLMs&#8217; Swarm intelligence"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Benchmarking LLMs&#8217; Swarm intelligence\u00a0<\/strong>[50.5]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u8907\u96d1\u306a\u63a8\u8ad6\u306e\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u308b\u304c\u3001\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0(MAS)\u306b\u304a\u3051\u308b\u5275\u767a\u7684\u5354\u8abf\u306e\u80fd\u529b\u306f\u307b\u3068\u3093\u3069\u63a2\u7d22\u3055\u308c\u3066\u3044\u306a\u3044\u3002 \u65e2\u5b58\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u4e0d\u5b8c\u5168\u306a\u6642\u9593\u7684\u60c5\u5831\u3092\u6271\u3046\u3068\u304d\u306b\u751f\u3058\u308b\u5206\u6563\u8abf\u6574\u306e\u30e6\u30cb\u30fc\u30af\u306a\u8ab2\u984c\u3092\u5b8c\u5168\u306b\u306f\u6349\u3048\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3002 \u5206\u6563\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308bLLM\u306eSwarm\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u80fd\u529b\u3092\u4f53\u7cfb\u7684\u306b\u8a55\u4fa1\u3059\u308b\u65b0\u3057\u3044\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308bSwarmBench\u3092\u7d39\u4ecb\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.04364v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.04364v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 07 May 2025 12:32:01 GMT)<\/li>\n\n\n\n<li>\u300cwe introduce SwarmBench, a novel benchmark designed to systematically evaluate the swarm intelligence capabilities of LLMs acting as decentralized agents. SwarmBench features five foundational MAS coordination tasks (Pursuit, Synchronization, For- aging, Flocking, Transport) within a configurable 2D grid environment, forcing agents to rely primarily on local sensory input (k \u00d7 k view) and local communication.\u300d\u3068\u3044\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/RUC-GSAI\/YuLan-SwarmIntell\">GitHub &#8211; RUC-GSAI\/YuLan-SwarmIntell: \ud83d\udc1d SwarmBench: Benchmarking LLMs&#8217; Swarm Intelligence<\/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":[517],"class_list":["post-6748","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6748","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=6748"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6748\/revisions"}],"predecessor-version":[{"id":6749,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6748\/revisions\/6749"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6748"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6748"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6748"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}