{"id":6286,"date":"2025-02-24T06:29:00","date_gmt":"2025-02-23T21:29:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6286"},"modified":"2025-02-24T06:29:00","modified_gmt":"2025-02-23T21:29:00","slug":"how-far-are-llms-from-being-our-digital-twins-a-benchmark-for-persona-based-behavior-chain-simulation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6286","title":{"rendered":"How Far are LLMs from Being Our Digital Twins? A Benchmark for Persona-Based Behavior Chain Simulation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>How Far are LLMs from Being Our Digital Twins? A Benchmark for Persona-Based Behavior Chain Simulation\u00a0<\/strong>[30.7]<br>\u672c\u7a3f\u3067\u306f,\u30c7\u30b8\u30bf\u30eb\u53cc\u751f\u5150\u304c\u9023\u7d9a\u3057\u305f\u4eba\u9593\u306e\u884c\u52d5\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u80fd\u529b\u3092\u8a55\u4fa1\u3059\u308b\u6700\u521d\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308bBehavimentChain\u3092\u7d39\u4ecb\u3059\u308b\u3002 BehaviorChain\u306f\u3001\u591a\u7a2e\u591a\u69d8\u3067\u9ad8\u54c1\u8cea\u306a\u30da\u30eb\u30bd\u30ca\u30d9\u30fc\u30b9\u306e\u884c\u52d5\u9023\u9396\u3067\u69cb\u6210\u3055\u308c\u30011,001\u306e\u30e6\u30cb\u30fc\u30af\u306a\u30da\u30eb\u30bd\u30ca\u306b\u5bfe\u3057\u306615,846\u306e\u7570\u306a\u308b\u632f\u308b\u821e\u3044\u304c\u3042\u308b\u3002 \u7dcf\u5408\u7684\u306a\u8a55\u4fa1\u7d50\u679c\u306f\u3001\u6700\u5148\u7aef\u30e2\u30c7\u30eb\u3067\u3055\u3048\u3001\u9023\u7d9a\u3057\u305f\u4eba\u9593\u306e\u884c\u52d5\u306e\u6b63\u78ba\u306a\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u306b\u82e6\u616e\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.14642v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.14642v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 20 Feb 2025 15:29:32 GMT)<\/li>\n\n\n\n<li>\u4eba\u306e\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u308b\u306e\u3067\u3042\u308c\u3070\u53ef\u80fd\u306a\u306f\u305a\u306e\u9023\u7d9a\u7684\u884c\u52d5\u306e\u4e88\u6e2c\u306b\u95a2\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u300cBEHAVIORCHAIN instance is composed of four key components: a persona profile p, a historical narrative h, a behavior chain B = {b1,b2,\u2026,bn} of the specific persona, and the contextual setting for each behavior C = {c1,c2,\u2026,cn}.\u300d\u3068\u3044\u3046\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u300cBEHAVIORCHAIN comprises 1,001 high-quality, persona-based behavior chains, each containing 10\u201320 context-behavior nodes, automatically extracted from fiction and biographical literature.\u300d\u3068\u306e\u3053\u3068\u3002GPT-4o\u3067\u3082\u89e3\u304f\u306e\u304c\u96e3\u3057\u3044\u30bf\u30b9\u30af\u306b\u306a\u3063\u3066\u3044\u308b\u3088\u3046\u3060\u304cLlama\u306e\u6027\u80fd\u304c\u610f\u5916\u3068\u9ad8\u3044\u3002Leak\u306e\u5f71\u97ff\u306f\u6c17\u306b\u306a\u308b\u304c\u9762\u767d\u3044\u30bf\u30b9\u30af\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/O-L1RU1\/BehaviorChain\">GitHub &#8211; O-L1RU1\/BehaviorChain<\/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":[15,517],"class_list":["post-6286","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-agent","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6286","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=6286"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6286\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6286"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6286"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6286"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}