{"id":10315,"date":"2026-07-17T19:00:46","date_gmt":"2026-07-17T11:00:46","guid":{"rendered":"https:\/\/infernews.com\/blog\/statistical-self-consistency-in-language-models\/"},"modified":"2026-07-17T19:00:46","modified_gmt":"2026-07-17T11:00:46","slug":"statistical-self-consistency-in-language-models","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/statistical-self-consistency-in-language-models\/","title":{"rendered":"statistical_self_consistency\uff1a\u6aa2\u67e5 LLM \u5224\u65b7\u9760\u5514\u9760\u5f97\u4f4f"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-e9066e3dc108.jpg\" alt=\"Statistical self-consistency in language models\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u4f60\u60f3\u7528 Large Language Models\uff08LLMs\uff09\u53bb\u4f30\u8a08\u67d0\u500b\u7fa4\u9ad4\u7684\u6536\u5165\u3001\u610f\u898b\u5206\u5e03\u6216\u554f\u5377\u7b54\u6848\uff0c\u6700\u9ebb\u7169\u5514\u4fc2\u6a21\u578b\u6709\u5187\u7b54\uff0c\u800c\u4fc2\u540c\u4e00\u6279\u4eba\u7528\u4e0d\u540c\u689d\u4ef6\u62c6\u958b\u518d\u5408\u4f75\u4e4b\u5f8c\uff0c\u7d50\u679c\u6703\u5514\u6703\u524d\u5f8c\u4e00\u81f4\u3002<code>statistical_self_consistency<\/code> \u91dd\u5c0d\u7684\u6b63\u662f\u5462\u500b\u554f\u984c\uff1a\u5b83\u5c6c\u65bc\u7814\u7a76\u5be6\u9a57\u578b\u7a0b\u5f0f\u5eab\uff0c\u7528\u4e8c\u5143 conditioning tree \u628a\u4eba\u7fa4\u9010\u5c64\u5206\u5272\uff0c\u5411\u6a21\u578b\u7d22\u53d6\u5404\u7bc0\u9ede\u4f30\u8a08\uff0c\u518d\u7528 law of total probability \u91cd\u5efa\u6574\u9ad4\u5206\u5e03\uff0c\u6aa2\u67e5\u6a21\u578b\u8f38\u51fa\u6709\u5e7e\u63a5\u8fd1\u771f\u6b63\u300c\u689d\u4ef6\u6a5f\u7387\u300d\u61c9\u6709\u7684\u8868\u73fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u7684\u6280\u8853\u91cd\u9ede\u5514\u4fc2\u518d\u8a13\u7df4\u4e00\u500b\u65b0\u6a21\u578b\uff0c\u800c\u4fc2\u66ff\u73fe\u6709 LLM \u52a0\u4e0a\u4e00\u5957 reference-free \u7684\u81ea\u6211\u6aa2\u67e5\u65b9\u6cd5\u3002\u5b83\u4e00\u908a\u6bd4\u8f03\u91cd\u5efa\u5f8c\u7684 aggregate \u8207\u76f4\u63a5 marginal estimate \u662f\u5426\u4e00\u81f4\uff0c\u4e00\u908a\u518d\u7528 American Community Survey\uff08ACS\uff09\u3001Global Opinion QA \u540c World Values Survey\uff08WVS\uff09\u7684\u4eba\u985e\u7d71\u8a08\u8cc7\u6599\u505a alignment \u5c0d\u7167\u3002\u5462\u500b\u53d6\u5411\u540c\u4e00\u822c\u53ea\u7747\u55ae\u984c\u6e96\u78ba\u7387\u6216 benchmark \u5206\u6578\u7684\u505a\u6cd5\u5514\u540c\uff0c\u56e0\u70ba\u5b83\u66f4\u95dc\u5fc3\u6a21\u578b\u8f38\u51fa\u5728\u7d71\u8a08\u5c64\u9762\u6709\u5187\u5167\u5728\u77db\u76fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cc7\u6599\u8207\u57f7\u884c\u65b9\u5f0f\u4e5f\u53cd\u6620\u51fa\u5b83\u504f\u5411\u7814\u7a76\u7528\u9014\u3002README \u5df2\u4ea4\u4ee3\u5be6\u9a57\u5206\u4f48\u5728 <code>src\/experiments_acs\/<\/code>\u3001<code>src\/experiments_global_opinion_qa\/<\/code> \u540c <code>src\/experiments_wvs\/<\/code>\uff0cACS \u8207 WVS \u4ea6\u6709\u5c0d\u61c9 data loader\uff1bWVS \u9700\u8981\u81ea\u884c\u5f9e\u5b98\u65b9\u7db2\u7ad9\u4e0b\u8f09 SPSS \u6a94\u6848\u4e26\u653e\u5230\u6307\u5b9a\u8cc7\u6599\u593e\uff0c\u53e6\u6709 <code>secrets\/secret_config.yaml<\/code> \u5132\u5b58 API keys\u3002\u539f\u59cb\u8cc7\u6599\u6c92\u6709\u63d0\u4f9b\u4e00\u9375\u90e8\u7f72\u3001\u516c\u958b\u6a21\u578b\u4e0b\u8f09\u6216\u7522\u54c1\u5316\u4ecb\u9762\uff0c\u8f03\u5408\u7406\u7684\u7406\u89e3\u662f\uff1a\u4f60\u6703\u7528\u5b83\u91cd\u8dd1\u8ad6\u6587\u5be6\u9a57\u3001\u6aa2\u67e5\u63d0\u793a\u8a2d\u8a08\u4e0b\u7684\u4f30\u8a08\u7a69\u5b9a\u6027\uff0c\u6216\u8005\u628a\u540c\u985e\u65b9\u6cd5\u63a5\u5230\u81ea\u5df1\u7684 LLM \u8a55\u6e2c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528 binary conditioning trees \u6aa2\u67e5 LLM \u4f30\u8a08\u80fd\u5426\u5728\u5206\u5272\u8207\u805a\u5408\u5f8c\u4fdd\u6301\u4e00\u81f4<\/li>\n<li>\u6db5\u84cb ACS\u3001Global Opinion QA\u3001WVS \u4e09\u985e\u4efb\u52d9\uff0c\u5305\u542b\u6536\u5165\u4f30\u8a08\u3001\u8de8\u570b\u610f\u898b\u984c\u8207\u554f\u5377\u5206\u5e03<\/li>\n<li>\u540c\u6642\u505a self-consistency checks \u8207 human data alignment\uff0c\u5514\u53ea\u770b\u55ae\u6b21\u56de\u7b54<\/li>\n<li>\u4f9d\u8cf4\u5916\u90e8\u8cc7\u6599\u8207 API keys\uff0c\u8f03\u63a5\u8fd1\u7814\u7a76\u9a57\u8b49\u6d41\u7a0b\uff0c\u672a\u898b\u5373\u88dd\u5373\u7528\u7684\u7522\u54c1\u5305\u88dd<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53d7\u76ca\u6700\u5927\u7684\u6703\u662f\u505a LLM evaluation\u3001computational social science\u3001survey estimation \u6216 prompt-based inference \u7684\u7814\u7a76\u8005\u8207\u5718\u968a\u3002\u5b83\u672a\u6709\u5728\u76ee\u524d\u8cc7\u6599\u4e2d\u5217\u51fa\u5b8c\u6574\u6027\u80fd\u6578\u5b57\uff0c\u4f46\u65b9\u6cd5\u5b9a\u4f4d\u76f8\u7576\u6e05\u695a\uff1a\u4e0d\u662f\u8ffd\u6c42\u66f4\u82b1\u5de7\u7684\u751f\u6210\u80fd\u529b\uff0c\u800c\u662f\u91cf\u5ea6\u6a21\u578b\u5728\u689d\u4ef6\u63a8\u65b7\u5834\u666f\u4e0b\u6709\u5e7e\u53ef\u4fe1\u3002\u76f8\u95dc\u6a21\u578b\u540d\u7a31\u5728\u73fe\u6709\u8cc7\u8a0a\u4e2d\u672a\u88ab\u5177\u9ad4\u5217\u51fa\uff0c\u53ea\u80fd\u78ba\u8a8d\u6b64\u9805\u76ee\u9762\u5411\u4e00\u822c LLM \u5be6\u9a57\uff0c\u800c\u975e\u7d81\u5b9a\u55ae\u4e00\u6a21\u578b\u5bb6\u65cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/patrikwolf\/statistical_self_consistency\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u540c\u4e00\u500b\u554f\u984c\u63db\u5e7e\u7a2e\u5207\u6cd5\uff0c\u6a21\u578b\u7b54\u6848\u672a\u5fc5\u80fd\u5920\u4e92\u76f8\u5c0d\u5f97\u4e0a\u3002\u5462\u500b\u7814\u7a76\u9805\u76ee\u6b63\u6b63\u7528\u7d71\u8a08\u65b9\u6cd5\u91cf\u5ea6\u5462\u7a2e\u843d\u5dee\u3002<\/p>\n","protected":false},"author":8,"featured_media":10314,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,137,197,199],"tags":[],"class_list":["post-10315","post","type-post","status-publish","format-standard","hentry","category-133","category-api","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10315","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=10315"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10315\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10314"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10315"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10315"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10315"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}