{"id":109325,"date":"2026-09-23T23:25:06","date_gmt":"2026-09-23T15:25:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/109325.html"},"modified":"2026-09-23T23:25:06","modified_gmt":"2026-09-23T15:25:06","slug":"conftuner-training-large-language-models-to-express-their-confidence-verbally","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/109325.html","title":{"rendered":"ConfTuner: Training Large Language Models to Express Their Confidence Verbally"},"content":{"rendered":"<h2>ConfTuner\u8bba\u6587\u603b\u7ed3\u4e0e\u5173\u952e\u90e8\u5206\u7ffb\u8bd1<\/h2>\n<h3>\u4e00\u3001\u6587\u7ae0\u4e3b\u8981\u5185\u5bb9<\/h3>\n<p>\u672c\u6587\u805a\u7126\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u9ad8\u98ce\u9669\u9886\u57df\uff08\u5982\u79d1\u5b66\u3001\u6cd5\u5f8b\u3001\u533b\u7597\uff09\u4e2d\u666e\u904d\u5b58\u5728\u7684\u201c\u8fc7\u5ea6\u81ea\u4fe1\u201d\u95ee\u9898\u2014\u2014\u5373\u6a21\u578b\u751f\u6210\u9519\u8bef\u7b54\u6848\u65f6\u4ecd\u8868\u73b0\u51fa\u9ad8\u7f6e\u4fe1\u5ea6\uff0c\u8fd9\u4e25\u91cd\u5f71\u54cd\u4e86\u4eba\u673a\u534f\u4f5c\u7684\u53ef\u9760\u6027\u4e0e\u4fe1\u4efb\u5ea6\u3002\u4e3a\u89e3\u51b3\u6b64\u95ee\u9898\uff0c\u7814\u7a76\u63d0\u51fa\u4e86ConfTuner\uff0c\u4e00\u79cd\u7b80\u5355\u9ad8\u6548\u7684\u5fae\u8c03\u65b9\u6cd5\uff0c\u65e8\u5728\u8ba9LLMs\u80fd\u4ee5\u81ea\u7136\u8bed\u8a00\u51c6\u786e\u8868\u8fbe\u81ea\u8eab\u7f6e\u4fe1\u5ea6\uff08\u5982\u201c\u6211\u670980%\u7684\u628a\u63e1\u8ba4\u4e3a\u2026\u2026\u201d\uff09\u3002<\/p>\n<h4>1. \u6838\u5fc3\u80cc\u666f\u4e0e\u73b0\u6709\u65b9\u6cd5\u5c40\u9650<\/h4>\n<ul>\n<li>\u95ee\u9898\u6838\u5fc3\uff1a\u5f53\u524dLLMs\u672a\u88ab\u660e\u786e\u8bad\u7ec3\u4ee5\u6821\u51c6\u7f6e\u4fe1\u5ea6\u8868\u8fbe\uff0c\u5bfc\u81f4\u8fc7\u5ea6\u81ea\u4fe1\uff0c\u5728\u9ad8\u98ce\u9669\u573a\u666f\uff08\u5982\u533b\u7597\u8bca\u65ad\uff09\u4e2d\u53ef\u80fd\u5f15\u53d1\u4e25\u91cd\u540e\u679c\uff08\u4f8b\u5982\u6807\u51c6LLM\u53ef\u80fd\u8bef\u5224\u75be\u75c5\u5374\u7ed9\u51fa\u9ad8\u7f6e\u4fe1\u5ea6\uff0c\u800c\u6821\u51c6\u540e\u7684LLM\u80fd\u5408\u7406\u8868\u8fbe\u4e0d\u786e\u5b9a\u6027\uff0c\u8f85\u52a9\u533b\u751f\u505a\u51fa\u66f4\u5b89\u5168\u51b3\u7b56\uff09\u3002<\/li>\n<li>\u73b0\u6709\u65b9\u6cd5\u7f3a\u9677\uff1a\n<ul>\n<li>\u57fa\u4e8e\u63d0\u793a\u5de5\u7a0b\u7684\u65b9\u6cd5\uff1a\u4f9d\u8d56\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6307\u4ee4\uff0c\u4f46\u6821\u51c6\u6548\u679c\u6709\u9650\uff1b<\/li>\n<li>\u57fa\u4e8e\u8bad\u7ec3\u7684\u65b9\u6cd5\uff1a\u9700\u7528\u542f\u53d1\u5f0f\u751f\u6210\u7684\u201c\u4ee3\u7406\u7f6e\u4fe1\u5ea6\u201d\uff08\u5982\u76f8\u4f3c\u95ee\u9898\u7684\u5e73\u5747\u51c6\u786e\u7387\u3001\u591a\u54cd\u5e94\u4e00\u81f4\u6027\uff09\u4f5c\u4e3a\u6807\u7b7e\uff0c\u5374\u5b58\u5728\u201c\u5047\u8bbe\u540c\u7c7b\u95ee\u9898\u7b49\u4ef7\u201d\u201c\u8ba1\u7b97\u6210\u672c\u9ad8\u201d\u201c\u5f15\u5165\u6a21\u578b\u504f\u89c1\u201d\u7b49\u95ee\u9898\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>2. 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