{"id":5508,"date":"2026-09-20T15:32:29","date_gmt":"2026-09-20T07:32:29","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5508"},"modified":"2026-09-20T15:32:29","modified_gmt":"2026-09-20T07:32:29","slug":"202609-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-generating-literature-driven-scientific-theories-at-scale","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202609-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-generating-literature-driven-scientific-theories-at-scale\/","title":{"rendered":"202609 \u8bba\u6587\u7814\u8bfb-Generating Literature-Driven Scientific Theories at Scale"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aPeter Jansen\u3001Peter Clark\u3001Doug Downey\u3001Daniel S. Weld<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1aAllen Institute for Artificial Intelligence\uff1bUniversity of Arizona\uff1bUniversity of Washington<\/p>\n\n\n\n<p>\u6765\u6e90\uff1aACL 2026<\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a2026.07<\/p>\n\n\n\n<p>\u94fe\u63a5\uff1a<a href=\"https:\/\/aclanthology.org\/2026.acl-long.669\/\" target=\"_blank\" rel=\"noreferrer noopener\">[<\/a><a href=\"https:\/\/aclanthology.org\/2026.acl-long.669.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Generating Literature-Driven Scientific Theories at Scale<\/a><a href=\"https:\/\/aclanthology.org\/2026.acl-long.669\/\" target=\"_blank\" rel=\"noreferrer noopener\">]<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00. \u7814\u7a76\u80cc\u666f<\/h3>\n\n\n\n<p>\u81ea\u52a8\u79d1\u5b66\u53d1\u73b0\u7cfb\u7edf\u6b63\u5728\u5c1d\u8bd5\u627f\u62c5\u8d8a\u6765\u8d8a\u591a\u7684\u79d1\u7814\u5de5\u4f5c\uff0c\u4f8b\u5982\u63d0\u51fa\u7814\u7a76\u5047\u8bbe\u3001\u8bbe\u8ba1\u5b9e\u9a8c\u3001\u7f16\u5199\u7a0b\u5e8f\u4ee5\u53ca\u5206\u6790\u5b9e\u9a8c\u7ed3\u679c\u3002\u4f46\u5355\u4e2a\u5b9e\u9a8c\u901a\u5e38\u53ea\u662f\u79d1\u5b66\u7814\u7a76\u7684\u4e00\u90e8\u5206\uff0c\u66f4\u9ad8\u5c42\u6b21\u7684\u76ee\u6807\u662f\u4ece\u5927\u91cf\u5b9e\u9a8c\u548c\u89c2\u5bdf\u4e2d\u5f52\u7eb3\u51fa\u80fd\u591f\u89e3\u91ca\u73b0\u8c61\u3001\u9884\u6d4b\u672a\u6765\u7ed3\u679c\u7684\u7406\u8bba\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e24\u7c7b\u4efb\u52a1\u5e76\u4e0d\u76f8\u540c\u3002\u603b\u7ed3\u4e00\u7bc7\u8bba\u6587\uff0c\u53ef\u4ee5\u56de\u7b54\u67d0\u9879\u5b9e\u9a8c\u53d1\u73b0\u4e86\u4ec0\u4e48\uff1b\u7efc\u5408\u5927\u91cf\u8bba\u6587\uff0c\u5219\u9700\u8981\u8fdb\u4e00\u6b65\u56de\u7b54\uff1a<strong>\u8fd9\u4e9b\u5b9e\u9a8c\u80cc\u540e\u662f\u5426\u5b58\u5728\u5171\u540c\u89c4\u5f8b\uff1f\u89c4\u5f8b\u5728\u4ec0\u4e48\u6761\u4ef6\u4e0b\u6210\u7acb\uff1f\u662f\u5426\u5b58\u5728\u5df2\u77e5\u4f8b\u5916\uff1f\u5b83\u8fd8\u80fd\u9884\u6d4b\u54ea\u4e9b\u5c1a\u672a\u89c2\u5bdf\u5230\u7684\u7ed3\u679c\uff1f<\/strong><\/p>\n\n\n\n<p>THEORIZER \u5173\u6ce8\u7684\u6b63\u662f\u8fd9\u4e00\u95ee\u9898\uff1a<strong>\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u5426\u901a\u8fc7\u9605\u8bfb\u5927\u91cf\u79d1\u5b66\u6587\u732e\uff0c\u81ea\u52a8\u5f62\u6210\u5177\u6709\u7ecf\u9a8c\u4f9d\u636e\u3001\u660e\u786e\u9002\u7528\u8303\u56f4\u5e76\u80fd\u591f\u88ab\u8fdb\u4e00\u6b65\u68c0\u9a8c\u7684\u5019\u9009\u79d1\u5b66\u7406\u8bba\uff1f<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e00\u4efb\u52a1\u4e3b\u8981\u9762\u4e34\u4e24\u4e2a\u56f0\u96be\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6a21\u578b\u5bb9\u6613\u751f\u6210\u542c\u8d77\u6765\u5408\u7406\u3001\u5b9e\u9645\u4e0a\u8fc7\u4e8e\u5bbd\u6cdb\u7684\u5173\u7cfb\u3002\u5373\u4f7f\u7ed9\u51fa\u4e86\u6587\u732e\u5f15\u7528\uff0c\u4e5f\u4e0d\u4ee3\u8868\u539f\u59cb\u8bba\u6587\u771f\u6b63\u652f\u6301\u6a21\u578b\u751f\u6210\u7684\u5b8c\u6574\u7ed3\u8bba\u3002<\/li>\n\n\n\n<li>\u79d1\u5b66\u7406\u8bba\u96be\u4ee5\u50cf\u4e00\u822c\u6587\u672c\u751f\u6210\u4efb\u52a1\u90a3\u6837\u8bc4\u4ef7\u3002\u6a21\u578b\u8ba4\u4e3a\u67d0\u4e2a\u7406\u8bba\u5408\u7406\uff0c\u5e76\u4e0d\u80fd\u4ee3\u66ff\u771f\u6b63\u7684\u7ecf\u9a8c\u68c0\u9a8c\uff1b\u4f46\u5982\u679c\u4e3a\u6570\u5343\u6761\u5019\u9009\u89c4\u5f8b\u91cd\u65b0\u5f00\u5c55\u5b9e\u9a8c\uff0c\u6210\u672c\u53c8\u975e\u5e38\u9ad8\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u56e0\u6b64\uff0c\u8bba\u6587\u4e0d\u4ec5\u7814\u7a76\u5982\u4f55\u751f\u6210\u5019\u9009\u7406\u8bba\uff0c\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u5957<strong>\u57fa\u4e8e\u65f6\u95f4\u5212\u5206\u7684\u6587\u732e\u56de\u6d4b\u65b9\u6cd5<\/strong>\uff1a\u4f7f\u7528\u8f83\u65e9\u65f6\u671f\u80fd\u591f\u83b7\u5f97\u7684\u77e5\u8bc6\u751f\u6210\u7406\u8bba\uff0c\u518d\u5229\u7528\u968f\u540e\u53d1\u8868\u7684\u7814\u7a76\u7ed3\u679c\u68c0\u67e5\u8fd9\u4e9b\u7406\u8bba\u63d0\u51fa\u7684\u9884\u6d4b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c. \u8bba\u6587\u6982\u8981<\/h3>\n\n\n\n<p>\u8bba\u6587\u63d0\u51fa\u6587\u732e\u9a71\u52a8\u7684\u79d1\u5b66\u7406\u8bba\u7efc\u5408\u7cfb\u7edf <strong>THEORIZER<\/strong>\u3002\u5176\u6838\u5fc3\u5de5\u4f5c\u4e3b\u8981\u5305\u62ec\u4e09\u4e2a\u90e8\u5206\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7ed3\u6784\u5316\u7406\u8bba\u8868\u8fbe\u3002<\/strong> \u4e0d\u628a\u7406\u8bba\u4ec5\u4fdd\u5b58\u6210\u4e00\u6bb5\u81ea\u7531\u6587\u672c\uff0c\u800c\u662f\u660e\u786e\u8868\u793a\u89c4\u5f8b\u3001\u9002\u7528\u8303\u56f4\u548c\u652f\u6301\u8bc1\u636e\uff0c\u4f7f\u7406\u8bba\u5177\u6709\u66f4\u6e05\u6670\u7684\u53ef\u89e3\u91ca\u6027\u4e0e\u53ef\u68c0\u9a8c\u6027\u3002<\/li>\n\n\n\n<li><strong>\u8de8\u6587\u732e\u8bc1\u636e\u7efc\u5408\u3002<\/strong> \u56f4\u7ed5\u4e00\u4e2a\u7814\u7a76\u95ee\u9898\u68c0\u7d22\u76f8\u5173\u8bba\u6587\uff0c\u5e76\u81ea\u52a8\u751f\u6210\u95ee\u9898\u76f8\u5173\u7684\u4fe1\u606f\u62bd\u53d6 Schema\uff0c\u4ece\u4e0d\u540c\u8bba\u6587\u4e2d\u63d0\u53d6\u5b9e\u9a8c\u53d8\u91cf\u3001\u5b9e\u9a8c\u6761\u4ef6\u548c\u89c2\u6d4b\u7ed3\u679c\uff0c\u518d\u7efc\u5408\u5f62\u6210\u5019\u9009\u7406\u8bba\u3002<\/li>\n\n\n\n<li><strong>\u540e\u7eed\u6587\u732e\u56de\u6d4b\u3002<\/strong> \u5c06\u5019\u9009\u89c4\u5f8b\u8f6c\u6362\u6210\u5177\u4f53\u9884\u6d4b\uff0c\u518d\u68c0\u7d22\u4e4b\u540e\u53d1\u8868\u7684\u8bba\u6587\uff0c\u5224\u65ad\u8fd9\u4e9b\u8bba\u6587\u662f\u652f\u6301\u3001\u53cd\u9a73\uff0c\u8fd8\u662f\u6ca1\u6709\u76f4\u63a5\u68c0\u9a8c\u5bf9\u5e94\u9884\u6d4b\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8bba\u6587\u5171\u4f7f\u7528\u7ea6 <strong>13,744 \u7bc7\u6e90\u8bba\u6587\u751f\u6210 2,856 \u4e2a\u5019\u9009\u7406\u8bba<\/strong>\uff0c\u5e76\u6bd4\u8f83\u4e24\u7ec4\u56e0\u7d20\uff1a\u6587\u732e\u652f\u6301\u4e0e\u6a21\u578b\u53c2\u6570\u77e5\u8bc6\uff0c\u4ee5\u53ca\u51c6\u786e\u6027\u5bfc\u5411\u4e0e\u65b0\u9896\u6027\u5bfc\u5411\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5728\u672c\u6587\u8bbe\u5b9a\u4e0b\uff0c\u663e\u5f0f\u4f7f\u7528\u79d1\u5b66\u6587\u732e\u80fd\u591f\u63d0\u9ad8\u5019\u9009\u89c4\u5f8b\u7684\u7ecf\u9a8c\u652f\u6301\u7a0b\u5ea6\u548c\u540e\u7eed\u9884\u6d4b\u8868\u73b0\uff0c\u5c24\u5176\u80fd\u591f\u964d\u4f4e\u65b0\u9896\u6027\u5bfc\u5411\u751f\u6210\u6240\u5e26\u6765\u7684\u98ce\u9669\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09. \u6838\u5fc3\u601d\u60f3<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">3.1 \u5c06\u7406\u8bba\u8868\u793a\u4e3a\u201c\u89c4\u5f8b\u2014\u8303\u56f4\u2014\u8bc1\u636e\u201d<\/h4>\n\n\n\n<p>\u8bba\u6587\u9996\u5148\u5bf9\u79d1\u5b66\u7406\u8bba\u7efc\u5408\u4efb\u52a1\u8fdb\u884c\u4e86\u5f62\u5f0f\u5316\u3002\u7ed9\u5b9a\u7528\u6237\u63d0\u51fa\u7684\u7814\u7a76\u95ee\u9898 \\(Q\\) \u4e0e\u79d1\u5b66\u6587\u732e\u96c6\u5408 \\(C\\)\uff0c\u7cfb\u7edf\u8f93\u51fa\u5019\u9009\u7406\u8bba\u96c6\u5408 \\(T\\)\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\n(Q,C)\\rightarrow T\n\\]\n<\/div>\n\n\n\n<p>\u6bcf\u4e00\u4e2a\u5019\u9009\u7406\u8bba\u7531\u82e5\u5e72\u4e2a\u7ed3\u6784\u5316\u4e09\u5143\u7ec4\u7ec4\u6210\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\n\\boxed{\n\\langle \\mathrm{LAW},\\mathrm{SCOPE},\\mathrm{EVIDENCE}\\rangle\n}\n\\]\n<\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LAW\uff1a<\/strong>\u63cf\u8ff0\u53d8\u91cf\u4e4b\u95f4\u7684\u5b9a\u6027\u6216\u5b9a\u91cf\u5173\u7cfb\uff0c\u4f8b\u5982\u201cA \u589e\u52a0 B\u201d\u6216\u8005 \\(X=Y\/Z\\)\u3002<\/li>\n\n\n\n<li><strong>SCOPE\uff1a<\/strong>\u63cf\u8ff0\u8be5\u89c4\u5f8b\u6210\u7acb\u7684\u6761\u4ef6\u3001\u5bf9\u8c61\u548c\u5df2\u77e5\u4f8b\u5916\u3002<\/li>\n\n\n\n<li><strong>EVIDENCE\uff1a<\/strong>\u8bb0\u5f55\u652f\u6301\u8be5\u89c4\u5f8b\u7684\u5b9e\u9a8c\u6216\u89c2\u5bdf\u8bc1\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f8b\u5982\uff0c\u201c\u67d0\u79cd\u65b9\u6cd5\u80fd\u591f\u63d0\u9ad8\u6027\u80fd\u201d\u548c\u201c\u67d0\u79cd\u65b9\u6cd5\u53ea\u5728\u7279\u5b9a\u4efb\u52a1\u3001\u7279\u5b9a\u6a21\u578b\u89c4\u6a21\u548c\u7279\u5b9a\u5b9e\u9a8c\u6761\u4ef6\u4e0b\u80fd\u591f\u63d0\u9ad8\u6027\u80fd\u201d\uff0c\u4e24\u8005\u5e76\u4e0d\u662f\u540c\u4e00\u6761\u79d1\u5b66\u547d\u9898\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3.2 \u7406\u8bba\u7684\u591a\u4e2a\u8d28\u91cf\u76ee\u6807\u5fc5\u987b\u5206\u5f00\u8bc4\u4ef7<\/h4>\n\n\n\n<p>\u8bba\u6587\u63d0\u51fa\u4e94\u4e2a\u5019\u9009\u7406\u8bba\u5e94\u5f53\u5177\u5907\u7684\u6027\u8d28\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Specificity\uff1a\u89c4\u5f8b\u662f\u5426\u8db3\u591f\u5177\u4f53\u3001\u53ef\u68c0\u9a8c\uff1b<\/li>\n\n\n\n<li>Empirical Support\uff1a\u662f\u5426\u7b26\u5408\u5df2\u6709\u7ecf\u9a8c\u7ed3\u679c\uff1b<\/li>\n\n\n\n<li>Predictive Accuracy\uff1a\u80fd\u5426\u5f97\u5230\u672a\u6765\u6216\u7559\u51fa\u5b9e\u9a8c\u7ed3\u679c\u652f\u6301\uff1b<\/li>\n\n\n\n<li>Novelty\uff1a\u662f\u5426\u5305\u542b\u65e2\u6709\u6587\u732e\u6ca1\u6709\u660e\u786e\u63d0\u51fa\u7684\u5185\u5bb9\uff1b<\/li>\n\n\n\n<li>Plausibility\uff1a\u662f\u5426\u5177\u6709\u5408\u7406\u7684\u79d1\u5b66\u89e3\u91ca\u6216\u673a\u5236\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u76ee\u6807\u5e76\u4e0d\u5929\u7136\u4e00\u81f4\u3002\u4e00\u6761\u89c4\u5f8b\u53ef\u80fd\u975e\u5e38\u53ef\u9760\uff0c\u4f46\u51e0\u4e4e\u6ca1\u6709\u65b0\u610f\uff1b\u4e5f\u53ef\u80fd\u975e\u5e38\u65b0\u9896\uff0c\u5374\u7f3a\u4e4f\u5b9e\u9645\u8bc1\u636e\u3002\u56e0\u6b64\uff0cTHEORIZER \u5e76\u4e0d\u5c1d\u8bd5\u7528\u4e00\u4e2a\u603b\u5206\u540c\u65f6\u8868\u793a\u6240\u6709\u7406\u8bba\u8d28\u91cf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db. \u65b9\u6cd5\u8bbe\u8ba1<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">4.1 \u6587\u732e\u53d1\u73b0<\/h4>\n\n\n\n<p>THEORIZER \u9996\u5148\u6839\u636e\u7528\u6237\u63d0\u51fa\u7684 Theory Query \u6784\u9020\u68c0\u7d22\u95ee\u9898\uff0c\u5e76\u4f7f\u7528 PAPERFINDER \u5bfb\u627e\u76f8\u5173\u8bba\u6587\uff0c\u518d\u901a\u8fc7 Semantic Scholar \u83b7\u53d6\u5f00\u653e\u8bbf\u95ee PDF\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u521d\u59cb\u8bba\u6587\u6570\u91cf\u4e0d\u8db3\uff0c\u7cfb\u7edf\u8fd8\u4f1a\u7ee7\u7eed\u6cbf\u5df2\u83b7\u5f97\u8bba\u6587\u4e2d\u7684\u5f15\u7528\u6269\u5c55\u5019\u9009\u96c6\u5408\uff0c\u5e76\u6309\u7167\u76f8\u5173\u7a0b\u5ea6\u8865\u5145\u8d44\u6599\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4.2 \u9762\u5411\u7814\u7a76\u95ee\u9898\u751f\u6210\u4e13\u7528 Evidence Schema<\/h4>\n\n\n\n<p>THEORIZER \u5e76\u4e0d\u4f1a\u76f4\u63a5\u8ba9\u6a21\u578b\u9010\u7bc7\u5199\u6458\u8981\uff0c\u800c\u662f\u9996\u5148\u6839\u636e\u7814\u7a76\u95ee\u9898\u751f\u6210\u4e00\u5957\u4e13\u95e8\u7684\u8bc1\u636e\u62bd\u53d6 Schema\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5982\u679c\u7814\u7a76\u8bb0\u5fc6\u589e\u5f3a\u673a\u5236\u662f\u5426\u80fd\u591f\u63d0\u9ad8\u5927\u6a21\u578b Agent \u7684\u4efb\u52a1\u6027\u80fd\uff0cSchema \u53ef\u80fd\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7814\u7a76\u7684\u4efb\u52a1\u7c7b\u578b\uff1b<\/li>\n\n\n\n<li>\u91c7\u7528\u7684\u8bb0\u5fc6\u673a\u5236\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u89c4\u6a21\uff1b<\/li>\n\n\n\n<li>\u5b9e\u9a8c\u8bbe\u7f6e\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528\u8bb0\u5fc6\u65f6\u7684\u6027\u80fd\uff1b<\/li>\n\n\n\n<li>\u4e0d\u4f7f\u7528\u8bb0\u5fc6\u65f6\u7684\u6027\u80fd\uff1b<\/li>\n\n\n\n<li>\u6bd4\u8f83\u6761\u4ef6\u53ca\u5b9e\u9a8c\u5c40\u9650\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7cfb\u7edf\u968f\u540e\u9010\u7bc7\u8bba\u6587\u586b\u5145 Schema\uff0c\u6bcf\u7bc7\u8bba\u6587\u53ef\u80fd\u4ea7\u751f 0 \u6761\u30011 \u6761\u6216\u8005\u591a\u6761\u7ed3\u6784\u5316\u8bb0\u5f55\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4.3 \u5019\u9009\u7406\u8bba\u7efc\u5408\u4e0e\u53cd\u601d<\/h4>\n\n\n\n<p>\u5b8c\u6210\u8bc1\u636e\u62bd\u53d6\u4e4b\u540e\uff0c\u7cfb\u7edf\u628a\u6765\u81ea\u4e0d\u540c\u8bba\u6587\u7684\u7ed3\u6784\u5316\u5b9e\u9a8c\u7ed3\u679c\u7edf\u4e00\u63d0\u4f9b\u7ed9\u751f\u6210\u6a21\u578b\uff0c\u7531\u6a21\u578b\u5f52\u7eb3\u5019\u9009\u7406\u8bba\u3002\u521d\u59cb\u7406\u8bba\u751f\u6210\u540e\uff0c\u8fd8\u4f1a\u6267\u884c\u4e00\u6b21\u72ec\u7acb\u7684 Theory Reflection\uff0c\u5bf9\u5185\u90e8\u4e00\u81f4\u6027\u3001\u8bc1\u636e\u5f52\u5c5e\u548c\u89c4\u5f8b\u5177\u4f53\u6027\u8fdb\u884c\u68c0\u67e5\u548c\u4fee\u6539\u3002<\/p>\n\n\n\n<p>\u7cfb\u7edf\u8fd8\u4f1a\u8bb0\u5f55\u6f5c\u5728\u51b2\u7a81\u8bc1\u636e\uff0c\u5e76\u4ea7\u751f\u4e24\u7c7b\u9884\u6d4b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f9d\u636e\u5f53\u524d\u6587\u732e\uff0c\u6a21\u578b\u8ba4\u4e3a\u8f83\u53ef\u80fd\u6210\u7acb\u7684\u9884\u6d4b\uff1b<\/li>\n\n\n\n<li>\u76ee\u524d\u7f3a\u4e4f\u660e\u786e\u652f\u6301\u6216\u53cd\u9a73\u3001\u5177\u6709\u8f83\u9ad8\u4e0d\u786e\u5b9a\u6027\u7684\u9884\u6d4b\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">4.4 \u5c06\u7406\u8bba\u8f6c\u6362\u4e3a\u771f\u6b63\u53ef\u68c0\u9a8c\u7684\u9884\u6d4b<\/h4>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4ef7\u9884\u6d4b\u662f\u5426\u5f97\u5230\u540e\u7eed\u7814\u7a76\u652f\u6301\uff0cTHEORIZER \u4e0d\u53ea\u662f\u751f\u6210\u4e00\u53e5 Prediction\uff0c\u800c\u662f\u4e3a\u6bcf\u6761\u9884\u6d4b\u5efa\u7acb\u8bc4\u4ef7 Schema\uff0c\u5305\u62ec\u56db\u9879\u5185\u5bb9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Specific Prediction\uff1a\u5177\u4f53\u9884\u6d4b\uff1b<\/li>\n\n\n\n<li>Operational Signals\uff1a\u80fd\u591f\u6d4b\u91cf\u9884\u6d4b\u7684\u5b9e\u9645\u53d8\u91cf\uff1b<\/li>\n\n\n\n<li>Strong Test Requirement\uff1a\u8bba\u6587\u5fc5\u987b\u63d0\u4f9b\u600e\u6837\u7684\u5b9e\u9a8c\u6bd4\u8f83\u624d\u7b97\u771f\u6b63\u68c0\u9a8c\uff1b<\/li>\n\n\n\n<li>Supporting \/ Contradicting Criteria\uff1a\u4ec0\u4e48\u7ed3\u679c\u5206\u522b\u5c5e\u4e8e\u652f\u6301\u548c\u53cd\u9a73\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5982\u679c\u7406\u8bba\u58f0\u79f0\u67d0\u79cd\u5e72\u9884\u80fd\u591f\u63d0\u9ad8\u673a\u5668\u7ffb\u8bd1\u6027\u80fd\uff0c\u4ec5\u4ec5\u627e\u5230\u4e00\u7bc7\u63d0\u5230\u8be5\u5e72\u9884\u7684\u8bba\u6587\u5e76\u4e0d\u80fd\u7b97\u652f\u6301\u3002\u8bba\u6587\u5fc5\u987b\u5b9e\u9645\u6bd4\u8f83\u5e72\u9884\u524d\u540e\u6216\u8005\u6709\u65e0\u5e72\u9884\u65f6\u7684 BLEU\u3001ROUGE \u7b49\u76f8\u5173\u6307\u6807\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94. \u5b9e\u9a8c\u8bbe\u8ba1<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">5.1 \u56db\u7ec4\u7406\u8bba\u751f\u6210\u6761\u4ef6<\/h4>\n\n\n\n<p>\u8bba\u6587\u4e3b\u8981\u7814\u7a76\u4e24\u4e2a\u56e0\u7d20\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Knowledge Source\uff1a<\/strong>\u4ec5\u4f7f\u7528\u6a21\u578b\u53c2\u6570\u77e5\u8bc6\uff0c\u6216\u8005\u989d\u5916\u663e\u5f0f\u63d0\u4f9b\u79d1\u5b66\u6587\u732e\u3002<\/li>\n\n\n\n<li><strong>Generation Objective\uff1a<\/strong>\u5f3a\u8c03\u51c6\u786e\u6027\uff0c\u6216\u8005\u5f3a\u8c03\u65b0\u9896\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e24\u8005\u7ec4\u5408\u4ee5\u540e\u5f62\u6210\u56db\u7ec4\u5b9e\u9a8c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u751f\u6210\u76ee\u6807<\/th><th>\u53c2\u6570\u77e5\u8bc6<\/th><th>\u6587\u732e\u652f\u6301<\/th><\/tr><\/thead><tbody><tr><td>Accuracy-Focused<\/td><td>Parametric + Accuracy<\/td><td>Literature + Accuracy<\/td><\/tr><tr><td>Novelty-Focused<\/td><td>Parametric + Novelty<\/td><td>Literature + Novelty<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">5.2 \u65f6\u95f4\u56de\u6d4b\u8bbe\u8ba1<\/h4>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4ef7\u9884\u6d4b\u80fd\u529b\uff0c\u4f5c\u8005\u4f9d\u636e\u751f\u6210\u6a21\u578b\u62a5\u544a\u7684\u77e5\u8bc6\u622a\u6b62\u65e5\u671f\u6784\u9020\u65f6\u95f4\u5212\u5206\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u6a21\u578b\u62a5\u544a\u7684\u77e5\u8bc6\u622a\u6b62\uff1a2024\u5e746\u6708\n          \u2193\n\u8865\u5145\u6587\u732e\u5e76\u751f\u6210\u7406\u8bba\uff1a\u622a\u81f32025\u5e746\u6708\n          \u2193\n\u9884\u6d4b\u8bc4\u4ef7\uff1a\u4f7f\u75282025\u5e747\u6708\u81f312\u6708\u53d1\u8868\u7684\u8bba\u6587<\/pre>\n\n\n\n<p>\u8fd9\u5c5e\u4e8e\u5386\u53f2\u56de\u6d4b\uff0c\u5373\u5728\u5df2\u7ecf\u5b58\u5728\u7684\u6587\u732e\u4e2d\u6a21\u62df\u201c\u5148\u63d0\u51fa\u7406\u8bba\uff0c\u518d\u89c2\u5bdf\u4e4b\u540e\u7814\u7a76\u7ed3\u679c\u201d\u7684\u8fc7\u7a0b\uff0c\u800c\u4e0d\u662f\u771f\u6b63\u7b49\u5f85\u672a\u6765\u534a\u5e74\u518d\u8fdb\u884c\u5b9e\u9a8c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">5.3 Precision \u4e0e Recall<\/h4>\n\n\n\n<p>\u5bf9\u4e8e\u67d0\u4e00\u6761\u9884\u6d4b\uff0c\u8bbe\u68c0\u7d22\u5230\u7684\u652f\u6301\u8bba\u6587\u6570\u4e3a \\(n_s\\)\uff0c\u53cd\u9a73\u8bba\u6587\u6570\u4e3a \\(n_c\\)\u3002\u672c\u6587\u5b9a\u4e49\u9884\u6d4b precision \u4e3a\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\nP_{\\mathrm{pred}}\n=\n\\frac{n_s}{n_s+n_c}\n\\]\n<\/div>\n\n\n\n<p>\u6ca1\u6709\u63d0\u4f9b\u76f4\u63a5\u68c0\u9a8c\u8bc1\u636e\u7684\u8bba\u6587\u4e0d\u8fdb\u5165 precision \u7684\u5206\u6bcd\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff1a\u627e\u5230 10 \u7bc7\u5019\u9009\u6587\u732e\uff0c\u5176\u4e2d 2 \u7bc7\u652f\u6301\u30010 \u7bc7\u53cd\u9a73\u30018 \u7bc7\u6ca1\u6709\u505a\u5408\u683c\u5b9e\u9a8c\u5bf9\u7167\uff0c\u5219\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\nP_{\\mathrm{pred}}\n=\n\\frac{2}{2+0}\n=\n1\n=\n100\\%\n\\]\n<\/div>\n\n\n\n<p>\u8fd9\u91cc\u7684 100% \u53ea\u80fd\u8868\u793a\uff1a<strong>\u5728\u771f\u6b63\u63d0\u4f9b\u76f4\u63a5\u68c0\u9a8c\u8bc1\u636e\u7684\u4e24\u7bc7\u8bba\u6587\u4e2d\uff0c\u76ee\u524d\u5168\u90e8\u4e3a\u652f\u6301\uff0c\u6ca1\u6709\u627e\u5230\u53cd\u9a73\u3002<\/strong>\u5b83\u5e76\u4e0d\u8868\u793a 10 \u7bc7\u8bba\u6587\u5168\u90e8\u652f\u6301\uff0c\u66f4\u4e0d\u80fd\u89e3\u91ca\u4e3a\u9884\u6d4b\u4e3a\u771f\u7684\u6982\u7387\u662f 100%\u3002<\/p>\n\n\n\n<p>Recall \u5219\u5173\u6ce8\u9884\u6d4b\u80fd\u5426\u5728\u540e\u7eed\u6587\u732e\u4e2d\u771f\u6b63\u627e\u5230\u76f4\u63a5\u68c0\u9a8c\u8bc1\u636e\u3002\u9884\u6d4b\u5c42\u9762\u7684 recall \u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\nR_{\\mathrm{pred}}\n=\n\\frac{\nN_{\\mathrm{predictions\\ with\\ direct\\ evidence}}\n}{\nN_{\\mathrm{all\\ predictions}}\n}\n\\]\n<\/div>\n\n\n\n<p>\u652f\u6301\u548c\u53cd\u9a73\u90fd\u5c5e\u4e8e\u76f4\u63a5\u68c0\u9a8c\u8bc1\u636e\uff0c\u56e0\u6b64\u90fd\u4f1a\u8fdb\u5165 recall \u7684\u5206\u5b50\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u4e00\u6761\u89c4\u5f8b\u4ea7\u751f 5 \u4e2a\u9884\u6d4b\uff0c\u5176\u4e2d 1 \u4e2a\u83b7\u5f97\u652f\u6301\u30011 \u4e2a\u906d\u5230\u53cd\u9a73\uff0c\u53e6\u5916 3 \u4e2a\u6ca1\u6709\u76f4\u63a5\u8bc1\u636e\uff0c\u5219\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\nR_{\\mathrm{pred}}\n=\n\\frac{1+1}{5}\n=\n40\\%\n\\]\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d. \u5b9e\u9a8c\u7ed3\u679c<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">6.1 \u6587\u732e\u652f\u6301\u63d0\u5347\u4e86\u7ecf\u9a8c\u4f9d\u636e\u4e0e\u5177\u4f53\u6027<\/h4>\n\n\n\n<p>\u8bba\u6587\u9996\u5148\u91c7\u7528\u56fa\u5b9a LLM Judge\uff0c\u4ee5 1\u201310 \u5206\u8bc4\u4ef7\u5019\u9009\u89c4\u5f8b\u3002Accuracy-Focused \u6761\u4ef6\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u8bc4\u4ef7\u7ef4\u5ea6<\/th><th>Parametric<\/th><th>Literature-Supported<\/th><\/tr><\/thead><tbody><tr><td>Specificity<\/td><td>5.3<\/td><td><strong>6.5<\/strong><\/td><\/tr><tr><td>Empirical Support<\/td><td>3.9<\/td><td><strong>5.8<\/strong><\/td><\/tr><tr><td>Plausibility<\/td><td>7.1<\/td><td><strong>7.9<\/strong><\/td><\/tr><tr><td>Novelty<\/td><td>5.8<\/td><td>5.8<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6587\u732e\u652f\u6301\u6700\u660e\u663e\u7684\u4f5c\u7528\u4f53\u73b0\u5728\u5177\u4f53\u6027\u548c\u7ecf\u9a8c\u652f\u6301\u4e0a\u3002\u4f46\u8fd9\u4e9b\u7ed3\u679c\u6765\u81ea LLM Judge\uff0c\u56e0\u6b64\u4e0d\u80fd\u76f4\u63a5\u89e3\u91ca\u4e3a\u771f\u5b9e\u5b9e\u9a8c\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">6.2 \u540e\u7eed\u6587\u732e\u56de\u6d4b\u7ed3\u679c<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u751f\u6210\u6761\u4ef6<\/th><th>Predictive Precision<\/th><th>Law Recall<\/th><th>Prediction Recall<\/th><\/tr><\/thead><tbody><tr><td>Accuracy + Parametric<\/td><td>0.88<\/td><td>0.45<\/td><td>0.20<\/td><\/tr><tr><td>Accuracy + Literature<\/td><td><strong>0.90<\/strong><\/td><td><strong>0.51<\/strong><\/td><td><strong>0.24<\/strong><\/td><\/tr><tr><td>Novelty + Parametric<\/td><td>0.34<\/td><td>0.04<\/td><td>0.01<\/td><\/tr><tr><td>Novelty + Literature<\/td><td><strong>0.61<\/strong><\/td><td><strong>0.16<\/strong><\/td><td><strong>0.06<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Accuracy-Focused \u6761\u4ef6\u4e0b\uff0c\u4e24\u79cd\u77e5\u8bc6\u6765\u6e90\u7684 precision \u90fd\u5f88\u9ad8\u3002\u6587\u732e\u652f\u6301\u7ec4\u4ece 0.88 \u63d0\u9ad8\u81f3 0.90\uff0c\u540c\u65f6\u63d0\u9ad8\u4e86\u53ef\u88ab\u540e\u7eed\u7814\u7a76\u68c0\u9a8c\u7684\u8986\u76d6\u8303\u56f4\u3002<\/p>\n\n\n\n<p>Novelty-Focused \u6761\u4ef6\u4e0b\u5dee\u5f02\u66f4\u52a0\u660e\u663e\u3002\u663e\u5f0f\u6587\u732e\u652f\u6301\u4f7f precision \u4ece 0.34 \u63d0\u9ad8\u5230 0.61\uff0c\u540c\u65f6 Law Recall \u4ece 0.04 \u63d0\u9ad8\u5230 0.16\u3002<\/p>\n\n\n\n<p>\u8fd9\u8bf4\u660e\uff1a<strong>\u5f53\u6a21\u578b\u8bd5\u56fe\u79bb\u5f00\u8f83\u5b89\u5168\u3001\u8f83\u5e38\u89c1\u7684\u7ed3\u8bba\u533a\u57df\u65f6\uff0c\u6587\u732e\u8bc1\u636e\u5bf9\u7ea6\u675f\u751f\u6210\u5c24\u5176\u91cd\u8981\u3002<\/strong><\/p>\n\n\n\n<p>\u4f46 0.90 \u7684 precision \u4ecd\u4e0d\u80fd\u7406\u89e3\u6210\u201c90%\u7684\u5019\u9009\u7406\u8bba\u5df2\u7ecf\u5f97\u5230\u79d1\u5b66\u8bc1\u660e\u201d\u3002Precision \u53ea\u7edf\u8ba1\u5b58\u5728\u76f4\u63a5\u68c0\u9a8c\u8bc1\u636e\u7684\u9884\u6d4b\uff0c\u800c\u5927\u91cf\u9884\u6d4b\u4ecd\u6ca1\u6709\u627e\u5230\u5bf9\u5e94\u5b9e\u9a8c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">6.3 \u65b0\u9896\u6027\u4e0e\u53ef\u9760\u6027\u5b58\u5728\u660e\u663e\u6743\u8861<\/h4>\n\n\n\n<p>\u8bba\u6587\u8fd8\u5206\u6790\u4e86 Qualified Novelty\uff0c\u5373\u76f8\u5bf9\u4e8e\u5f53\u524d\u68c0\u7d22\u6587\u732e\u96c6\u5408\u7684\u65b0\u9896\u6027\uff0c\u800c\u4e0d\u662f\u76f8\u5bf9\u4e8e\u6574\u4e2a\u79d1\u5b66\u9886\u57df\u7684\u65b0\u9896\u6027\u3002<\/p>\n\n\n\n<p>\u8bc4\u4ef7\u5185\u5bb9\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65b0\u7684\u73b0\u8c61\u6216\u6548\u5e94\uff1b<\/li>\n\n\n\n<li>\u65b0\u7684\u89e3\u91ca\u673a\u5236\uff1b<\/li>\n\n\n\n<li>\u5bf9\u4e0d\u540c\u7814\u7a76\u65b9\u5411\u8fdb\u884c\u7edf\u4e00\uff1b<\/li>\n\n\n\n<li>\u6269\u5927\u89c4\u5f8b\u9002\u7528\u8303\u56f4\uff1b<\/li>\n\n\n\n<li>\u589e\u52a0\u65b0\u7684\u9650\u5236\u6761\u4ef6\uff1b<\/li>\n\n\n\n<li>\u6982\u5ff5\u91cd\u65b0\u8868\u8fbe\uff1b<\/li>\n\n\n\n<li>\u8de8\u7814\u7a76\u7ecf\u9a8c\u7efc\u5408\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u65b0\u9896\u6027\u5bfc\u5411\u80fd\u591f\u751f\u6210\u66f4\u591a\u76f8\u5bf9\u4e8e\u53c2\u8003\u8bed\u6599\u6ca1\u6709\u660e\u786e\u51fa\u73b0\u7684\u5173\u7cfb\uff0c\u4f46\u5176\u9884\u6d4b\u53ef\u9760\u6027\u660e\u663e\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff1a<strong>\u6587\u732e\u4e2d\u6ca1\u6709\u660e\u786e\u63d0\u51fa\u8fc7\u201d\u5e76\u4e0d\u81ea\u52a8\u610f\u5473\u7740\u53d1\u73b0\u4e86\u65b0\u7684\u6b63\u786e\u89c4\u5f8b\uff0c\u4e5f\u53ef\u80fd\u53ea\u662f\u7f3a\u4e4f\u8bc1\u636e\u7684\u5916\u63a8\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e03. \u5c40\u9650\u4e0e\u8ba8\u8bba<\/h3>\n\n\n\n<p>\u867d\u7136 THEORIZER \u5728\u5927\u89c4\u6a21\u7406\u8bba\u7efc\u5408\u548c\u8bc4\u4ef7\u65b9\u9762\u63d0\u4f9b\u4e86\u4e00\u5957\u8f83\u5b8c\u6574\u7684\u65b9\u6cd5\uff0c\u4f46\u8bba\u6587\u4ecd\u5b58\u5728\u591a\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u8fb9\u754c\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6587\u732e\u56de\u6d4b\u4e0d\u80fd\u66ff\u4ee3\u771f\u5b9e\u5b9e\u9a8c\u3002<\/strong> \u5982\u679c\u540e\u7eed\u534a\u5e74\u6ca1\u6709\u7814\u7a76\u771f\u6b63\u68c0\u9a8c\u67d0\u6761\u9884\u6d4b\uff0c\u7cfb\u7edf\u65e0\u6cd5\u5224\u65ad\u9884\u6d4b\u662f\u6b63\u786e\u3001\u9519\u8bef\uff0c\u8fd8\u662f\u5c1a\u672a\u5f97\u5230\u7814\u7a76\u3002<\/li>\n\n\n\n<li><strong>\u8d1f\u9762\u7ed3\u679c\u53ef\u80fd\u66f4\u5c11\u53d1\u8868\u3002<\/strong> \u56e0\u6b64\uff0c\u6587\u732e\u4e2d\u6ca1\u6709\u53d1\u73b0\u53cd\u9a73\u8bc1\u636e\uff0c\u4e0d\u80fd\u76f4\u63a5\u89e3\u91ca\u4e3a\u7406\u8bba\u5df2\u7ecf\u5f97\u5230\u786e\u8ba4\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52a8\u8bc1\u636e\u5224\u5b9a\u4ecd\u53ef\u80fd\u51fa\u73b0\u5bbd\u677e\u5339\u914d\u3002<\/strong> \u5373\u4f7f\u9884\u5148\u5b9a\u4e49\u4e86 Strong Test Requirement\uff0cLLM Judge \u4ecd\u53ef\u80fd\u628a\u76f8\u4f3c\u7ed3\u679c\u5224\u65ad\u6210\u76f4\u63a5\u652f\u6301\u3002<\/li>\n\n\n\n<li><strong>Accuracy \u548c Novelty \u6761\u4ef6\u540c\u65f6\u6539\u53d8\u4e86\u91c7\u6837\u6e29\u5ea6\u3002<\/strong> Accuracy-Focused \u4f7f\u7528 temperature=0\uff0c\u800c Novelty-Focused \u4f7f\u7528 temperature=1\uff0c\u56e0\u6b64\u4e24\u8005\u5dee\u5f02\u4e0d\u80fd\u5b8c\u5168\u5f52\u56e0\u4e8e Prompt \u76ee\u6807\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6210\u548c\u8bc4\u4ef7\u6210\u672c\u8f83\u9ad8\u3002<\/strong> \u4e00\u4e2a\u7406\u8bba\u95ee\u9898\u7684\u5b8c\u6574\u6d41\u7a0b\u7ea6\u9700\u8981 15\u201330 \u5206\u949f\uff0c\u68c0\u7d22\u548c\u8bba\u6587\u4e0b\u8f7d\u662f\u91cd\u8981\u8017\u65f6\u6765\u6e90\u3002<\/li>\n\n\n\n<li><strong>\u4f9d\u8d56\u5f00\u653e\u83b7\u53d6\u6587\u732e\u3002<\/strong> \u5f53\u524d\u7cfb\u7edf\u66f4\u9002\u5408\u79d1\u5b66\u8bba\u6587\u5f00\u653e\u7a0b\u5ea6\u8f83\u9ad8\u7684\u7814\u7a76\u9886\u57df\u3002<\/li>\n\n\n\n<li><\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u516b. \u5bf9\u9f50\u601d\u8003<\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u5185\u5bb9\u5c5e\u4e8e\u9762\u5411\u98df\u54c1\u4ef7\u503c\u4f30\u8ba1\u7814\u7a76\u7684\u8fc1\u79fb\u601d\u8003\uff0c\u5e76\u4e0d\u662f\u8bba\u6587\u5df2\u7ecf\u5b8c\u6210\u6216\u9a8c\u8bc1\u7684\u98df\u54c1\u5e94\u7528\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">8.1 \u6709\u6761\u4ef6\u3001\u53ef\u68c0\u9a8c\u7684\u98df\u54c1\u547d\u9898<\/h4>\n\n\n\n<p>\u98df\u54c1\u4ef7\u503c\u7814\u7a76\u53ef\u4ee5\u501f\u9274 THEORIZER \u7684 LAW\u2013SCOPE\u2013EVIDENCE \u8868\u793a\uff0c\u5c06\u98df\u54c1\u52a0\u5de5\u3001\u6210\u5206\u53d8\u5316\u3001\u6536\u7387\u548c\u8d44\u6e90\u6d88\u8017\u7b49\u5173\u7cfb\u8868\u793a\u6210\u5177\u6709\u9002\u7528\u8303\u56f4\u7684\u5019\u9009\u547d\u9898\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u4e0d\u5efa\u8bae\u6784\u9020\uff1a\u91c7\u7528\u67d0\u79cd\u9ad8\u7ea7\u5de5\u827a\uff0c\u56e0\u6b64\u98df\u54c1\u4ef7\u503c\u589e\u52a0 10%\u3002<\/p>\n\n\n\n<p>\u66f4\u5408\u7406\u7684\u7814\u7a76\u5bf9\u8c61\u662f\uff1a\u5728\u6307\u5b9a\u539f\u6599\u72b6\u6001\u3001\u8bbe\u5907\u89c4\u6a21\u548c\u52a0\u5de5\u7ec8\u70b9\u6761\u4ef6\u4e0b\uff0c\u67d0\u52a0\u5de5\u5de5\u827a\u4e0e\u5355\u4f4d\u6210\u54c1\u80fd\u8017\u6216\u6210\u54c1\u6536\u7387\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u7a33\u5b9a\u5173\u7cfb\uff1f\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8fde\u63a5\u4ef7\u503c\u8ba1\u7b97\uff0c\u53ef\u4ee5\u5728\u539f\u8bba\u6587\u4e09\u5143\u7ec4\u57fa\u7840\u4e0a\u52a0\u5165 TEST \u4e0e BINDING\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\np=\n\\left\\langle\n\\mathrm{LAW},\n\\mathrm{SCOPE},\n\\mathrm{EVIDENCE},\n\\mathrm{TEST},\n\\mathrm{BINDING}\n\\right\\rangle\n\\]\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading\">8.2 \u5c06\u5de5\u827a\u547d\u9898\u8f6c\u6362\u4e3a\u6210\u672c\u53c2\u6570<\/h4>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5047\u8bbe\u67d0\u7ec4\u7b26\u5408\u9002\u7528\u6761\u4ef6\u7684\u5b9e\u9a8c\u652f\u6301\u5355\u4f4d\u6210\u54c1\u7535\u8017\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\ne\\in[e_L,e_U]\n\\]\n<\/div>\n\n\n\n<p>\u5176\u4e2d \\(e\\) \u7684\u5355\u4f4d\u4e3a kWh\/kg \u6210\u54c1\u3002\u5982\u679c\u7814\u7a76\u60c5\u666f\u4e2d\u5b58\u5728\u660e\u786e\u7684\u7535\u4ef7 \\(\\pi\\)\uff0c\u5355\u4f4d\u4e3a CNY\/kWh\uff0c\u5219\u6bcf 100g \u6210\u54c1\u5bf9\u5e94\u7684\u7535\u8017\u6210\u672c\u53ef\u4ee5\u7531\u7a0b\u5e8f\u786e\u5b9a\u6027\u8ba1\u7b97\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\nC_{\\mathrm{electricity},100g}\n=\n0.1e\\pi\n\\]\n<\/div>\n\n\n\n<p>\u56e0\u6b64\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\nC_{\\mathrm{electricity},100g}\n\\in\n\\left[\n0.1e_L\\pi,\\;\n0.1e_U\\pi\n\\right]\n\\]\n<\/div>\n\n\n\n<p>LLM \u7684\u4f5c\u7528\u662f\u4ece\u6587\u732e\u4e2d\u8bc6\u522b\u3001\u5f52\u7eb3\u5e76\u5224\u65ad \\(e\\) \u7684\u9002\u7528\u8303\u56f4\uff1b\u91d1\u989d\u8ba1\u7b97\u4ecd\u7531\u786e\u5b9a\u6027\u7a0b\u5e8f\u5b8c\u6210\u3002\u8fd9\u6837\u80fd\u591f\u907f\u514d\u76f4\u63a5\u8ba9\u6a21\u578b\u6839\u636e\u201c\u51bb\u5e72\u201d\u201c\u4f4e\u6e29\u201d\u201c\u9ad8\u7aef\u5de5\u827a\u201d\u7b49\u81ea\u7136\u8bed\u8a00\u6807\u7b7e\u968f\u610f\u751f\u6210\u4ef7\u683c\u6ea2\u4ef7\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">8.3 \u6570\u636e\u96c6\u5e94\u5f53\u4fdd\u5b58\u53ef\u68c0\u9a8c\u7684\u8fc7\u7a0b\u6848\u4f8b<\/h4>\n\n\n\n<p>\u82e5\u5e0c\u671b\u901a\u8fc7\u6570\u636e\u96c6\u8fdb\u4e00\u6b65\u4f18\u5316\u4ef7\u503c\u4f30\u8ba1\uff0c\u6570\u636e\u8bb0\u5f55\u4e0d\u5e94\u53ea\u5305\u542b\u201c\u98df\u54c1\u540d\u79f0\u2014\u4ef7\u503c\u5206\u201d\uff0c\u800c\u5e94\u5c3d\u91cf\u4fdd\u5b58\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u539f\u6599\u4e0e\u521d\u59cb\u72b6\u6001\uff1b<\/li>\n\n\n\n<li>\u52a0\u5de5\u5de5\u827a\u548c\u64cd\u4f5c\u6761\u4ef6\uff1b<\/li>\n\n\n\n<li>\u8bbe\u5907\u6216\u751f\u4ea7\u89c4\u6a21\uff1b<\/li>\n\n\n\n<li>\u6295\u5165\u4e0e\u5b9e\u9645\u4ea7\u51fa\uff1b<\/li>\n\n\n\n<li>\u8d44\u6e90\u6d88\u8017\uff1b<\/li>\n\n\n\n<li>\u6d4b\u91cf\u7ed3\u679c\u4e0e\u5355\u4f4d\uff1b<\/li>\n\n\n\n<li>\u6587\u732e\u6765\u6e90\uff1b<\/li>\n\n\n\n<li>\u662f\u5426\u771f\u6b63\u80fd\u591f\u68c0\u9a8c\u67d0\u4e00\u6761\u98df\u54c1\u547d\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6570\u636e\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6309\u7167\u7528\u9014\u5206\u6210\uff1a\u547d\u9898\u6784\u5efa\u8d44\u6599\u3001\u547d\u9898\u4fee\u8ba2\u6848\u4f8b\u4ee5\u53ca\u51bb\u7ed3\u9a8c\u8bc1\u6848\u4f8b\u3002<\/p>\n\n\n\n<p>\u5df2\u7ecf\u53c2\u4e0e\u547d\u9898\u4fee\u8ba2\u7684\u6848\u4f8b\u4e0d\u80fd\u518d\u6b21\u88ab\u5f53\u6210\u5b8c\u5168\u72ec\u7acb\u7684\u76f2\u6d4b\u6837\u672c\uff0c\u5426\u5219\u5bb9\u6613\u9ad8\u4f30\u547d\u9898\u5e93\u7684\u5b9e\u9645\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">8.4 \u81ea\u8fed\u4ee3\u547d\u9898\u5e93\u5e94\u8be5\u7531\u53cd\u4f8b\u9a71\u52a8<\/h4>\n\n\n\n<p>\u53ef\u4ee5\u5c1d\u8bd5\u6784\u5efa\u5982\u4e0b\u79bb\u7ebf\u8fed\u4ee3\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u5019\u9009\u98df\u54c1\u547d\u9898\n        \u2193\n\u660e\u786e\u9002\u7528\u8303\u56f4\u4e0e\u68c0\u9a8c\u6761\u4ef6\n        \u2193\n\u8bfb\u53d6\u65b0\u7684\u72ec\u7acb\u5b9e\u9a8c\u6216\u8d44\u6599\n        \u2193\n\u652f\u6301 \/ \u53cd\u9a73 \/ \u65e0\u76f4\u63a5\u8bc1\u636e\n        \u2193\n\u4fdd\u7559\u3001\u7f29\u5c0f\u8303\u56f4\u3001\u5206\u62c6\u6216\u505c\u7528\n        \u2193\n\u4f7f\u7528\u672a\u53c2\u4e0e\u4fee\u8ba2\u7684\u6848\u4f8b\u91cd\u65b0\u9a8c\u8bc1<\/pre>\n\n\n\n<p>\u5982\u679c\u65b0\u8d44\u6599\u6ee1\u8db3\u539f\u547d\u9898\u7684\u9002\u7528\u6761\u4ef6\uff0c\u5374\u7ed9\u51fa\u4e86\u76f8\u53cd\u7ed3\u679c\uff0c\u5e94\u9996\u5148\u68c0\u67e5\u62bd\u53d6\u3001\u5355\u4f4d\u548c\u5b9e\u9a8c\u6761\u4ef6\uff1b\u786e\u8ba4\u65e0\u8bef\u540e\uff0c\u4e0d\u80fd\u7b80\u5355\u589e\u52a0\u4e00\u4e2a\u4e34\u65f6\u4f8b\u5916\u8ba9\u547d\u9898\u6c38\u8fdc\u6b63\u786e\uff0c\u800c\u5e94\u8003\u8651\u4fee\u6539\u9002\u7528\u8303\u56f4\u6216\u8005\u505c\u7528\u539f\u547d\u9898\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u81ea\u8fed\u4ee3\u7684\u76ee\u6807\u4e0d\u662f\u8ba9\u547d\u9898\u6570\u91cf\u6301\u7eed\u589e\u52a0\uff0c\u800c\u662f\u8ba9<strong>\u547d\u9898\u8fb9\u754c\u3001\u8bc1\u636e\u72b6\u6001\u548c\u53ef\u8ba1\u7b97\u4f5c\u7528\u9010\u6b65\u66f4\u52a0\u51c6\u786e<\/strong>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">8.5 \u8bc4\u4ef7\u547d\u9898\u5e93\u65f6\uff0c\u540c\u65f6\u5173\u6ce8\u77e5\u8bc6\u53ef\u9760\u6027\u548c\u4ef7\u503c\u4f30\u8ba1\u6548\u679c<\/h4>\n\n\n\n<p>\u98df\u54c1\u9886\u57df\u53ef\u4ee5\u501f\u9274\u672c\u6587 precision \/ recall \u7684\u601d\u60f3\uff0c\u4f46\u4e0d\u80fd\u53ea\u505c\u7559\u5728\u77e5\u8bc6\u5c42\u9762\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u5c42\u8bc4\u4ef7\u547d\u9898\u662f\u5426\u83b7\u5f97\u72ec\u7acb\u8bc1\u636e\u652f\u6301\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\nP_{\\mathrm{pred}}\n=\n\\frac{n_s}{n_s+n_c}\n\\]\n<\/div>\n\n\n\n<p>\u540c\u65f6\u62a5\u544a\u6709\u591a\u5c11\u547d\u9898\u6216\u9884\u6d4b\u771f\u6b63\u627e\u5230\u4e86\u76f4\u63a5\u68c0\u9a8c\u8bc1\u636e\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u5c42\u5219\u9700\u8981\u8bc4\u4ef7\u547d\u9898\u8fdb\u5165\u4ef7\u503c\u8ba1\u7b97\u540e\u662f\u5426\u771f\u6b63\u6539\u5584\u7ed3\u679c\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u5b58\u5728\u72ec\u7acb\u6d4b\u91cf\u503c \\(y_i\\) \u7684\u6848\u4f8b\uff0c\u5982\u679c\u7cfb\u7edf\u8f93\u51fa\u533a\u95f4 \\([L_i,U_i]\\)\uff0c\u53ef\u4ee5\u89c2\u5bdf\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\n\\mathbf{1}\n\\left[\nL_i\\le y_i\\le U_i\n\\right]\n\\]\n<\/div>\n\n\n\n<p>\u4ee5\u53ca\u5bf9\u5e94\u7684\u533a\u95f4\u5bbd\u5ea6\uff1a<\/p>\n\n\n\n<div class=\"latex-equation\">\n\\[\nW_i=U_i-L_i\n\\]\n<\/div>\n\n\n\n<p>\u533a\u95f4\u66f4\u7a84\u5e76\u4e0d\u81ea\u52a8\u610f\u5473\u7740\u65b9\u6cd5\u66f4\u51c6\u786e\u3002\u5982\u679c\u65b0\u7684\u65b9\u6cd5\u867d\u7136\u7f29\u7a84\u533a\u95f4\uff0c\u5374\u8ba9\u66f4\u591a\u771f\u5b9e\u7ed3\u679c\u843d\u5728\u533a\u95f4\u4e4b\u5916\uff0c\u5219\u4e0d\u80fd\u7b80\u5355\u79f0\u4e3a\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">8.6 \u79bb\u7ebf\u77e5\u8bc6\u6784\u5efa\u4e0e\u5728\u7ebf\u4ef7\u503c\u4f30\u8ba1\u5206\u79bb<\/h4>\n\n\n\n<p>THEORIZER \u7684\u5b8c\u6574\u6d41\u7a0b\u6d89\u53ca\u6587\u732e\u68c0\u7d22\u3001\u5168\u6587\u8bfb\u53d6\u3001\u8bc1\u636e\u62bd\u53d6\u3001\u7406\u8bba\u751f\u6210\u4ee5\u53ca\u540e\u7eed\u6587\u732e\u8bc4\u4ef7\uff0c\u672c\u8eab\u5e76\u4e0d\u9002\u5408\u76f4\u63a5\u653e\u5165\u4f4e\u5ef6\u8fdf\u98df\u54c1\u8bc4\u5206\u63a5\u53e3\u3002<\/p>\n\n\n\n<p>\u66f4\u5408\u7406\u7684\u7cfb\u7edf\u8bbe\u8ba1\u662f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u79bb\u7ebf\uff1a\n\u6587\u732e\u68c0\u7d22\n\u2192 \u5de5\u827a\u8bc1\u636e\u62bd\u53d6\n\u2192 \u6761\u4ef6\u5316\u547d\u9898\u751f\u6210\n\u2192 \u72ec\u7acb\u8bc1\u636e\u68c0\u9a8c\n\u2192 \u547d\u9898\u5e93 \/ \u53c2\u6570\u8bc1\u636e\u5e93\n\n\u5728\u7ebf\uff1a\n\u98df\u54c1\u6807\u7b7e\u8f93\u5165\n\u2192 \u5339\u914d\u9002\u7528\u8bc1\u636e\n\u2192 \u914d\u65b9\u7ea6\u675f\u4e0e\u6210\u672c\u8ba1\u7b97\n\u2192 \u5e02\u573a\u53c2\u7167\n\u2192 \u5143\/100g\u53c2\u8003\u4ef7\u503c\u533a\u95f4<\/pre>\n\n\n\n<p>\u8fd9\u6837\u53ef\u4ee5\u5229\u7528 THEORIZER \u7684\u79d1\u5b66\u77e5\u8bc6\u7efc\u5408\u601d\u60f3\uff0c\u53c8\u4e0d\u4f1a\u8ba9\u6bcf\u4e00\u6b21\u98df\u54c1\u8bc4\u5206\u90fd\u91cd\u65b0\u641c\u7d22\u548c\u9605\u8bfb\u5927\u91cf\u8bba\u6587\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e5d. \u603b\u7ed3<\/h3>\n\n\n\n<p>THEORIZER \u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u79d1\u7814\u8f85\u52a9\u80fd\u529b\uff0c\u4ece\u751f\u6210\u96f6\u6563\u7814\u7a76\u60f3\u6cd5\u8fdb\u4e00\u6b65\u6269\u5c55\u5230\u4e86\u8de8\u6587\u732e\u7684\u5019\u9009\u7406\u8bba\u7efc\u5408\u3002<\/p>\n\n\n\n<p>\u5176\u6700\u503c\u5f97\u5173\u6ce8\u7684\u8bbe\u8ba1\uff0c\u4e0d\u53ea\u662f RAG \u6216\u591a\u6587\u6863\u6458\u8981\uff0c\u800c\u662f\u4e09\u4e2a\u66f4\u5177\u6709\u7814\u7a76\u610f\u4e49\u7684\u601d\u60f3\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u89c4\u5f8b\u4e0e\u9002\u7528\u8303\u56f4\u5fc5\u987b\u540c\u65f6\u8868\u8fbe\u3002<\/strong><\/li>\n\n\n\n<li><strong>\u8bed\u4e49\u76f8\u5173\u6587\u732e\u4e0e\u771f\u6b63\u7684\u76f4\u63a5\u68c0\u9a8c\u8bc1\u636e\u5fc5\u987b\u533a\u5206\u3002<\/strong><\/li>\n\n\n\n<li><strong>\u5019\u9009\u7406\u8bba\u7684\u751f\u6210\u4e0e\u7406\u8bba\u53ef\u9760\u6027\u7684\u786e\u8ba4\u5fc5\u987b\u5206\u5f00\u3002<\/strong><\/li>\n<\/ol>\n\n\n\n<p>\u8bba\u6587\u5b9e\u9a8c\u8868\u660e\uff0c\u663e\u5f0f\u6587\u732e\u652f\u6301\u80fd\u591f\u63d0\u9ad8\u5019\u9009\u89c4\u5f8b\u7684\u7ecf\u9a8c\u4f9d\u636e\u548c\u9884\u6d4b\u8868\u73b0\uff0c\u5c24\u5176\u80fd\u591f\u964d\u4f4e\u65b0\u9896\u6027\u5bfc\u5411\u751f\u6210\u5e26\u6765\u7684\u98ce\u9669\uff1b\u4f46\u65b0\u9896\u6027\u4e0d\u7b49\u4e8e\u6b63\u786e\u6027\uff0c\u9ad8 precision \u4e5f\u4e0d\u7b49\u4e8e\u5145\u5206\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u98df\u54c1\u4ef7\u503c\u7814\u7a76\u800c\u8a00\uff0c\u66f4\u6709\u610f\u4e49\u7684\u65b9\u5411\u4e0d\u662f\u76f4\u63a5\u8ba9\u6a21\u578b\u6839\u636e\u6587\u732e\u751f\u6210\u201c\u5de5\u827a\u6ea2\u4ef7\u201d\uff0c\u800c\u662f\u628a\u98df\u54c1\u7814\u7a76\u4e2d\u7684\u5de5\u827a\u5173\u7cfb\u6574\u7406\u6210<strong>\u6709\u9002\u7528\u6761\u4ef6\u3001\u6709\u6765\u6e90\u3001\u80fd\u591f\u63a5\u53d7\u53cd\u4f8b\uff0c\u5e76\u5177\u6709\u660e\u786e\u8ba1\u7b97\u843d\u70b9<\/strong>\u7684\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u53ea\u6709\u5f53\u8fd9\u4e9b\u6761\u4ef6\u5316\u547d\u9898\u80fd\u591f\u5728\u72ec\u7acb\u6848\u4f8b\u4e0a\u6539\u5584\u914d\u65b9\u63a8\u65ad\u3001\u52a0\u5de5\u53c2\u6570\u6216\u6210\u672c\u4f30\u8ba1\uff0c\u800c\u4e0d\u53ea\u662f\u8ba9\u89e3\u91ca\u6587\u672c\u66f4\u52a0\u4e30\u5bcc\u65f6\uff0c\u5b83\u4eec\u624d\u771f\u6b63\u6210\u4e3a\u98df\u54c1\u4ef7\u503c\u8bc4\u5206\u65b9\u6cd5\u7684\u4e00\u90e8\u5206\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aPeter Jansen\u3001Peter Clark\u3001Doug Downey\u3001Daniel S. Weld  [&hellip;]<\/p>\n","protected":false},"author":75,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5508","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5508","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/75"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=5508"}],"version-history":[{"count":14,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5508\/revisions"}],"predecessor-version":[{"id":5522,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5508\/revisions\/5522"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=5508"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=5508"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=5508"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}