{"id":8949,"date":"2026-06-09T01:47:42","date_gmt":"2026-06-08T17:47:42","guid":{"rendered":"https:\/\/infernews.com\/blog\/socrates-llm\/"},"modified":"2026-06-09T01:47:42","modified_gmt":"2026-06-08T17:47:42","slug":"socrates-llm","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/socrates-llm\/","title":{"rendered":"SoCRATES\uff1a\u91cf\u5ea6 LLM \u8abf\u89e3\u80fd\u529b\u7684\u65b0\u57fa\u6e96"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-b9f1f873dfb3.jpg\" alt=\"Data Intelligence System Lab\"><\/figure>\n<p>SoCRATES \u662f\u4e00\u500b\u7528\u4f86\u8a55\u4f30 Large Language Models\uff08LLMs\uff09\u5728\u793e\u6703\u885d\u7a81\u4e2d\u64d4\u4efb\u4e3b\u52d5\u8abf\u89e3\u8005\u7684 benchmark\u3002\u5b83\u95dc\u6ce8\u7684\u4e0d\u662f\u55ae\u6b21\u7b54\u984c\u8868\u73fe\uff0c\u800c\u662f\u8abf\u89e3\u904e\u7a0b\uff1a\u5169\u65b9\u5728\u5c0d\u8a71\u4e2d\u60c5\u7dd2\u3001\u610f\u5716\u8207\u60c5\u5883\u6703\u4e0d\u65b7\u6539\u8b8a\uff0c\u6a21\u578b\u9700\u8981\u5224\u65b7\u4f55\u6642\u4ecb\u5165\uff0c\u4ee5\u53ca\u61c9\u8a72\u8aaa\u751a\u9ebc\uff0c\u4e26\u4e14\u4e0d\u80fd\u504f\u5e6b\u4efb\u4f55\u4e00\u65b9\u3002<\/p>\n<p>\u73fe\u6709\u6e2c\u8a66\u74b0\u5883\u592a\u55ae\u4e00\uff0c\u5f88\u591a\u53ea\u6db5\u84cb\u5c11\u91cf\u7531\u5c08\u5bb6\u64b0\u5beb\u7684\u5834\u666f\uff0c\u6216\u8005\u628a\u6bcf\u4e00\u53e5\u5c0d\u8a71\u90fd\u62ff\u53bb\u5c0d\u7167\u6240\u6709\u8b70\u984c\u8a55\u5206\uff0c\u4ee4\u7d50\u679c\u6df7\u5165\u4e0d\u76f8\u95dc\u8a0a\u865f\u3002SoCRATES \u5247\u4ee5 agentic pipeline \u628a\u771f\u5be6\u516c\u958b\u722d\u8b70\u6574\u7406\u6210\u5834\u666f\uff0c\u8986\u84cb\u516b\u500b\u885d\u7a81\u9818\u57df\uff0c\u4e26\u6cbf\u4e94\u689d socio-cognitive axes \u6e2c\u8a66\u6a21\u578b\u5728\u4e0d\u540c\u689d\u4ef6\u4e0b\u7684\u8abf\u6574\u80fd\u529b\u3002<\/p>\n<p>\u8a55\u5206\u90e8\u5206\u63a1\u7528 topic-localized evaluator\uff0c\u53ea\u6703\u5728\u771f\u6b63\u63a8\u9032\u67d0\u500b\u8b70\u984c\u7684\u56de\u5408\u4e0a\u8a08\u5206\uff0c\u4e26\u4ee5\u4e09\u500b metrics \u91cf\u5ea6\u8abf\u89e3\u8ca2\u737b\uff0c\u6e1b\u5c11\u96e2\u984c\u5167\u5bb9\u5f71\u97ff\u7d50\u679c\u3002<\/p>\n<ul>\n<li>\u4ee5\u771f\u5be6\u516c\u958b\u885d\u7a81\u5efa\u7acb\u5834\u666f\uff0c\u4e0d\u9650\u55ae\u4e00\u9818\u57df<\/li>\n<li>\u6e2c\u8a66 strategic posture\u3001party composition\u3001history length\u3001emotional reactivity\u3001cultural identity \u4e94\u7a2e\u8b8a\u5316<\/li>\n<li>topic-localized evaluator \u8207\u4eba\u985e\u5c08\u5bb6\u7684\u4e00\u81f4\u5ea6\u9054 0.82<\/li>\n<li>\u6e2c\u8a66\u516b\u500b frontier LLMs\uff0c\u6700\u5f37\u6a21\u578b\u4ea6\u53ea\u586b\u88dc\u7d04\u4e09\u5206\u4e00\u672a\u8abf\u89e3\u6642\u7684\u5171\u8b58\u843d\u5dee<\/li>\n<\/ul>\n<p>\u5f9e\u76ee\u524d\u7d50\u679c\u770b\uff0cSoCRATES \u9069\u5408\u7814\u7a76 LLM \u8abf\u89e3\u80fd\u529b\u3001\u793e\u6703\u4e92\u52d5\u80fd\u529b\u8207\u591a\u60c5\u5883\u9069\u61c9\u6027\u7684\u5718\u968a\u4f7f\u7528\uff0c\u4e5f\u9069\u5408\u7528\u4f86\u6bd4\u8f03\u4e0d\u540c\u6a21\u578b\u5728\u8907\u96dc\u5c0d\u8a71\u4efb\u52d9\u4e2d\u7684\u7a69\u5b9a\u6027\u3002\u6578\u64da\u986f\u793a\uff0c\u8868\u73fe\u6703\u56e0 socio-cognitive axis \u660e\u986f\u6ce2\u52d5\uff0c\u8aaa\u660e\u9019\u985e\u9805\u76ee\u7684\u95dc\u9375\u4e0d\u53ea\u662f\u8a9e\u8a00\u751f\u6210\uff0c\u800c\u662f\u80fd\u5426\u96a8\u4e0d\u540c\u4eba\u3001\u4e0d\u540c\u60c5\u7dd2\u8207\u4e0d\u540c\u80cc\u666f\u4f5c\u51fa\u5408\u9069\u8abf\u6574\u3002<\/p>\n<p><strong>\u9805\u76ee\uff1a<\/strong> <a href=\"https:\/\/disl-lab.github.io\/SoCRATES\/\" rel=\"noopener noreferrer\">https:\/\/disl-lab.github.io\/SoCRATES\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>SoCRATES \u7528\u771f\u5be6\u885d\u7a81\u5834\u666f\u6e2c\u8a66 LLM \u8abf\u89e3\u8868\u73fe\uff0c\u91cd\u9ede\u770b\u5b83\u80fd\u5426\u56e0\u61c9\u60c5\u7dd2\u3001\u80cc\u666f\u8207\u4e92\u52d5\u8b8a\u5316\u4f5c\u51fa\u4ecb\u5165\u3002<\/p>\n","protected":false},"author":8,"featured_media":8948,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,197],"tags":[],"class_list":["post-8949","post","type-post","status-publish","format-standard","hentry","category-133","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8949","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=8949"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8949\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8948"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8949"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8949"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8949"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}