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alt=\"diagram\" class=\"wp-image-1184758\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-1.png 865w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-1-300x174.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-1-768x446.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-1-480x280.png 480w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-1-240x139.png 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u6574\u4f53\u8bc4\u6d4b\u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 id=\"\u5224\u65ad-ai-\u662f\u5426-\u50cf\u4eba-\u4e0d\u80fd\u53ea\u770b\u4e00\u4e2a\u7ef4\u5ea6\" class=\"wp-block-heading\">\u5224\u65ad&nbsp;AI&nbsp;\u662f\u5426\u201c\u50cf\u4eba\u201d\uff0c\u4e0d\u80fd\u53ea\u770b\u4e00\u4e2a\u7ef4\u5ea6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u5458\u4eec\u5c06\u201c\u7c7b\u4eba\u6027\u201d\u62c6\u89e3\u4e3a\u4e09\u4e2a\u6838\u5fc3\u539f\u5219\uff1a\u7406\u6027\uff08Rationality\uff09\u3001\u4e00\u81f4\u6027\uff08Consistency\uff09\u548c\u591a\u6837\u6027\uff08Diversity\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"\u7406\u6027-\u8fd9\u4e00\u523b-\u5b83\u50cf\u4e0d\u50cf\u8fd9\u4e2a\u7528\u6237\"><strong>\u7406\u6027\uff1a\u8fd9\u4e00\u523b\uff0c\u5b83\u50cf\u4e0d\u50cf\u8fd9\u4e2a\u7528\u6237\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7406\u6027\u5e76\u4e0d\u610f\u5473\u7740\u201c\u7edd\u5bf9\u6b63\u786e\u201d\uff0c\u800c\u662f\u6307&nbsp;AI&nbsp;\u7684\u884c\u4e3a\u662f\u5426\u7b26\u5408\u8be5\u7528\u6237\u7684\u5386\u53f2\u504f\u597d\u4e0e\u884c\u4e3a\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u7528\u6237\u8fc7\u53bb\u6301\u7eed\u8d2d\u4e70\u6e29\u99a8\u7231\u60c5\u7247\u548c\u5723\u8bde\u9898\u6750\u7684\u7535\u5f71\uff0c\u90a3\u4e48AI&nbsp;\u540e\u7eed\u7a81\u7136\u63a8\u8350\u79d1\u5e7b\u60ca\u609a\u7247\u3001\u6050\u6016\u7247\u6216\u65e0\u5173\u97f3\u4e50\u89c6\u9891\uff0c\u663e\u7136\u53ef\u80fd\u5c31\u504f\u79bb\u4e86\u8fd9\u4e2a\u4eba\u7684\u5174\u8da3\u8f68\u8ff9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u4ece\u4e24\u4e2a\u89d2\u5ea6\u8861\u91cf\u8fd9\u4e00\u70b9\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8211;&nbsp;\u53ef\u533a\u5206\u6027\uff08Distinguishability\uff09\uff1aAI&nbsp;\u751f\u6210\u7684\u884c\u4e3a\u662f\u5426\u5f88\u5bb9\u6613\u88ab\u8bc6\u522b\u4e3a\u673a\u5668\u884c\u4e3a\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8211;&nbsp;\u53ef\u9884\u6d4b\u6027\uff08Predictability\uff09\uff1aAI&nbsp;\u540e\u7eed\u751f\u6210\u7684\u884c\u4e3a\u662f\u5426\u4e0e\u8be5\u7528\u6237\u5df2\u6709\u753b\u50cf\u76f8\u5339\u914d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6362\u53e5\u8bdd\u8bf4\uff0cAI&nbsp;\u4e0d\u4ec5\u8981\u201c\u8bf4\u5f97\u901a\u201d\uff0c\u8fd8\u8981\u201c\u50cf\u8fd9\u4e2a\u4eba\u4f1a\u505a\u51fa\u7684\u9009\u62e9\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"\u4e00\u81f4\u6027-\u524d\u540e\u8fd8\u662f\u4e0d\u662f\u540c\u4e00\u4e2a\u4eba\"><strong>\u4e00\u81f4\u6027\uff1a\u524d\u540e\u8fd8\u662f\u4e0d\u662f\u540c\u4e00\u4e2a\u4eba\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u7c7b\u7684\u884c\u4e3a\u4f1a\u53d8\u5316\uff0c\u4f46\u901a\u5e38\u5b58\u5728\u7a33\u5b9a\u7684\u5e95\u5c42\u6a21\u5f0f\uff1a\u957f\u671f\u5174\u8da3\u3001\u8868\u8fbe\u98ce\u683c\u3001\u77e5\u8bc6\u8fb9\u754c\u3001\u601d\u7ef4\u4e60\u60ef\uff0c\u4ee5\u53ca\u51fa\u884c\u548c\u6d88\u8d39\u4e2d\u7684\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u5b83\u521a\u521a\u5230\u8fbe\u4e86\u4e00\u5904\u9910\u5385\uff0c\u5341\u51e0\u79d2\u540e\u53c8\u201c\u77ac\u79fb\u201d\u5230\u4e8c\u5341\u516c\u91cc\u5916\u7684\u529e\u516c\u5ba4\uff0c\u90a3\u4e48\u8fd9\u79cd\u884c\u4e3a\u5373\u4f7f\u5355\u72ec\u770b\u4f3c\u4e4e\u5408\u7406\uff0c\u653e\u5728\u8fde\u7eed\u8f68\u8ff9\u4e2d\u4e5f\u4f1a\u663e\u5f97\u4e0d\u53ef\u4fe1\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8fdb\u4e00\u6b65\u8861\u91cf\uff0c\u4e00\u6bb5&nbsp;AI&nbsp;\u751f\u6210\u884c\u4e3a\u5e8f\u5217\u7684\u524d\u540e\u4e24\u90e8\u5206\uff0c\u662f\u5426\u4ecd\u7136\u50cf\u540c\u4e00\u4e2a\u7528\u6237\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"\u591a\u6837\u6027-\u4e00\u7fa4-ai-\u771f\u7684\u50cf\u4e00\u7fa4\u4eba\u5417\"><strong>\u591a\u6837\u6027\uff1a\u4e00\u7fa4\u00a0AI\uff0c\u771f\u7684\u50cf\u4e00\u7fa4\u4eba\u5417\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6216\u8bb8\u662f\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u3001\u5374\u5bf9\u793e\u4f1a\u6a21\u62df\u6700\u91cd\u8981\u7684\u4e00\u70b9\u3002\u4e00\u4e2a\u6a21\u578b\u53ef\u4ee5\u4e3a\u67d0\u4e2a\u7528\u6237\u751f\u6210\u5408\u7406\u7b54\u6848\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u5b83\u80fd\u6a21\u62df\u4e00\u4e2a\u771f\u5b9e\u4eba\u7fa4\u3002\u82e5\u4e0d\u540cAI&nbsp;\u7528\u6237\u6700\u7ec8\u90fd\u8868\u73b0\u51fa\u76f8\u4f3c\u504f\u597d\u3001\u76f8\u4f3c\u8868\u8fbe\u548c\u76f8\u4f3c\u63a8\u7406\u8def\u5f84\uff0c\u90a3\u4e48\u770b\u4f3c\u4eba\u6570\u5f88\u591a\u7684\u6a21\u62df\u793e\u4f1a\uff0c\u672c\u8d28\u4e0a\u53ef\u80fd\u53ea\u662f\u540c\u4e00\u79cd\u4eba\u683c\u7684\u91cd\u590d\u590d\u5236\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u7814\u7a76\u4ece\u7fa4\u4f53\u5c42\u9762\u6bd4\u8f83\u771f\u5b9e\u7528\u6237\u548c&nbsp;AI&nbsp;\u7528\u6237\u7684\u884c\u4e3a\u5206\u5e03\uff1a\u771f\u5b9e\u7528\u6237\u7fa4\u4f53\u4e2d\u7684\u6bcf\u4e00\u79cd\u504f\u597d\u3001\u98ce\u683c\u548c\u884c\u4e3a\u6a21\u5f0f\uff0c\u80fd\u5426\u5728&nbsp;AI&nbsp;\u6a21\u62df\u7fa4\u4f53\u4e2d\u627e\u5230\u76f8\u8fd1\u7684\u5bf9\u5e94\u8005\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 id=\"\u66f4\u5927\u7684\u6a21\u578b\u66f4\u50cf\u4eba-\u4f46\u4ecd\u672a\u8fbe\u5230\u771f\u5b9e\u4eba\u7c7b\u6c34\u5e73\" class=\"wp-block-heading\">\u66f4\u5927\u7684\u6a21\u578b\u66f4\u50cf\u4eba\uff0c\u4f46\u4ecd\u672a\u8fbe\u5230\u771f\u5b9e\u4eba\u7c7b\u6c34\u5e73<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7814\u7a76\u5de5\u4f5c\u8bc4\u4f30\u4e86&nbsp;Phi\u3001Mistral\u3001Qwen2.5\u3001Qwen3\u3001Llama-3.1\u548c&nbsp;GPT-4o&nbsp;\u7b49&nbsp;14&nbsp;\u4e2a\u4e3b\u6d41\u6a21\u578b\u7248\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u603b\u4f53\u4e0a\uff0c\u6a21\u578b\u89c4\u6a21\u8d8a\u5927\uff0c\u7c7b\u4eba\u884c\u4e3a\u6a21\u62df\u80fd\u529b\u8d8a\u5f3a\u3002GPT-4o&nbsp;\u5728\u7efc\u5408\u8868\u73b0\u4e0a\u9886\u5148\uff0cLlama-3.1&nbsp;\u548c&nbsp;Qwen\u7cfb\u5217\u7d27\u968f\u5176\u540e\u3002\u4f46\u201c\u6700\u597d\u201d\u5e76\u4e0d\u610f\u5473\u7740\u201c\u8db3\u591f\u50cf\u4eba\u201d\u3002\u5728\u5728\u7ebf\u8d2d\u7269\u3001\u5f00\u653e\u95ee\u7b54\u548c\u57ce\u5e02\u51fa\u884c\u4e09\u4e2a\u573a\u666f\u4e2d\uff0c\u8868\u73b0\u6700\u597d\u7684\u6a21\u578b\u4e0e\u771f\u5b9e\u7528\u6237\u76f8\u6bd4\uff0c\u7efc\u5408\u5f97\u5206\u4ecd\u5206\u522b\u5b58\u5728\u7ea610%\u300117%&nbsp;\u548c&nbsp;10%&nbsp;\u7684\u5dee\u8ddd\u3002\u5176\u4e2d\uff0c\u5f00\u653e\u5f0f\u95ee\u7b54\u662f\u6700\u96be\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f\u56e0\u4e3a\uff0c\u5728\u5019\u9009\u96c6\u5185\u9009\u5546\u54c1\u6216\u5730\u70b9\uff0c\u6a21\u578b\u53ea\u9700\u8981\u5728\u6709\u9650\u7a7a\u95f4\u4e2d\u505a\u51fa\u9009\u62e9\uff0c\u800c\u5728\u5f00\u653e\u95ee\u7b54\u4e2d\uff0c\u6a21\u578b\u4e0d\u4ec5\u8981\u6a21\u4eff\u7528\u6237\u7684\u8bed\u8a00\u98ce\u683c\uff0c\u8fd8\u9700\u8981\u590d\u73b0\u5176\u77e5\u8bc6\u8303\u56f4\u3001\u4ef7\u503c\u5224\u65ad\u3001\u63a8\u7406\u4e60\u60ef\u548c\u4e16\u754c\u89c2\u3002\u201c\u5199\u5f97\u901a\u987a\u201d\u8fdc\u8fdc\u4e0d\u7b49\u4e8e\u201c\u8fd9\u4e2a\u4eba\u771f\u7684\u4f1a\u8fd9\u4e48\u60f3\u201d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"329\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-2.png\" alt=\"table\" class=\"wp-image-1184759\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-2.png 692w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-2-300x143.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-2-240x114.png 240w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1a\u4e09\u7c7b\u573a\u666f\u4e0b\u7684\u4e3b\u5b9e\u9a8c\u7ed3\u679c\u3002Cons\u3001Dist\u3001Pred\u3001Div&nbsp;\u548c&nbsp;Avg&nbsp;\u5206\u522b\u8868\u793a\u4e00\u81f4\u6027\uff08Consistency\uff09\u3001\u53ef\u533a\u5206\u6027\uff08Distinguishability\uff09\u3001\u53ef\u9884\u6d4b\u6027\uff08Predictability\uff09\u3001\u591a\u6837\u6027\uff08Diversity\uff09\uff0c\u4ee5\u53ca\u56db\u9879\u6307\u6807\u7684\u5e73\u5747\u5f97\u5206\u3002\u8be5\u7814\u7a76\u8bc4\u4f30\u7684\u6240\u6709\u6a21\u578b\u5747\u4e3a\u6307\u4ee4\u5fae\u8c03\u7248\u672c\u3002\u5bf9\u4e8e\u771f\u5b9e\u7528\u6237\uff0c\u7814\u7a76\u5458\u4eec\u76f4\u63a5\u4f7f\u7528\u5176\u771f\u5b9e\u884c\u4e3a\u800c\u975eLLMs&nbsp;\u751f\u6210\u7684\u6a21\u62df\u884c\u4e3a\u6765\u8ba1\u7b97\u5404\u9879\u6307\u6807\u3002<\/figcaption><\/figure>\n\n\n\n<h2 id=\"ai-\u4f1a\u4e0d\u4f1a\u628a\u5343\u4e07\u4e2a\u7528\u6237-\u6a21\u62df\u6210-\u540c\u4e00\u79cd\u4eba\" class=\"wp-block-heading\">AI&nbsp;\u4f1a\u4e0d\u4f1a\u628a\u5343\u4e07\u4e2a\u7528\u6237\uff0c\u6a21\u62df\u6210\u201c\u540c\u4e00\u79cd\u4eba\u201d\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u7fa4\u4f53\u5c42\u9762\u7684\u53ef\u89c6\u5316\u5206\u6790\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u4e86\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u73b0\u8c61\uff1a\u5206\u5e03\u574d\u7f29\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f83\u5c0f\u6a21\u578b\u5728\u6a21\u62df\u4e0d\u540c\u7528\u6237\u65f6\uff0c\u5f80\u5f80\u4f1a\u751f\u6210\u8f83\u4e3a\u96c6\u4e2d\u7684\u884c\u4e3a\u6a21\u5f0f\u3002\u4e0d\u540cAI&nbsp;\u7528\u6237\u770b\u4f3c\u62e5\u6709\u4e0d\u540c\u753b\u50cf\uff0c\u4f46\u6700\u7ec8\u5374\u53ef\u80fd\u7ed9\u51fa\u9ad8\u5ea6\u76f8\u4f3c\u7684\u504f\u597d\u3001\u89c2\u70b9\u548c\u56de\u7b54\u3002\u968f\u7740\u6a21\u578b\u89c4\u6a21\u589e\u5927\uff0c\u8fd9\u79cd\u73b0\u8c61\u4f1a\u6709\u6240\u7f13\u89e3\uff1a\u6a21\u62df\u7528\u6237\u5728\u884c\u4e3a\u7a7a\u95f4\u4e2d\u7684\u5206\u5e03\u53d8\u5f97\u66f4\u5e7f\uff0c\u4e5f\u66f4\u63a5\u8fd1\u771f\u5b9e\u7528\u6237\u7fa4\u4f53\u3002\u4f46\u5373\u4f7f\u662f\u66f4\u5f3a\u7684\u5927\u6a21\u578b\uff0c\u4f9d\u7136\u65e0\u6cd5\u5b8c\u5168\u8986\u76d6\u771f\u5b9e\u4eba\u7fa4\u7684\u4e30\u5bcc\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"663\" height=\"506\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-3.png\" alt=\"chart, scatter chart\" class=\"wp-image-1184760\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-3.png 663w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-3-300x229.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-3-80x60.png 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u6574\u4f53\u6846\u67b6-3-236x180.png 236w\" sizes=\"auto, (max-width: 663px) 100vw, 663px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u771f\u5b9e\u7528\u6237\u4e0e\u6a21\u62df\u7528\u6237\u7684\u5d4c\u5165\u5206\u5e03\u53ef\u89c6\u5316<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u8fd9\u5bf9\u4e8e\u793e\u4f1a\u4eff\u771f\u3001\u7528\u6237\u6a21\u62df\u548c\u4ea7\u54c1\u6d4b\u8bd5\u5c24\u5176\u91cd\u8981\u3002\u5982\u679c&nbsp;AI&nbsp;\u7528\u6237\u7fa4\u4f53\u7f3a\u5c11\u771f\u5b9e\u591a\u6837\u6027\uff0c\u90a3\u4e48\u57fa\u4e8e\u8fd9\u4e9b\u6a21\u62df\u4eba\u7fa4\u5f97\u5230\u7684\u7ed3\u8bba\uff0c\u53ef\u80fd\u4f1a\u9ad8\u4f30\u67d0\u4e9b\u504f\u597d\u3001\u5ffd\u89c6\u5c11\u6570\u7fa4\u4f53\uff0c\u751a\u81f3\u5bfc\u5411\u9519\u8bef\u7684\u4ea7\u54c1\u4e0e\u793e\u4f1a\u5224\u65ad\u3002<\/p>\n\n\n\n<h2 id=\"\u4ece\u7b54\u5bf9\u95ee\u9898-\u8d70\u5411\u62df\u5408\u4eba\u7c7b\u884c\u4e3a\u5206\u5e03\" class=\"wp-block-heading\">\u4ece\u7b54\u5bf9\u95ee\u9898\uff0c\u8d70\u5411\u62df\u5408\u4eba\u7c7b\u884c\u4e3a\u5206\u5e03<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7bc7\u8bba\u6587\u7814\u7a76\u7684\u6838\u5fc3\u610f\u4e49\uff0c\u4e0d\u53ea\u662f\u63d0\u51fa\u4e86\u4e00\u5957\u65b0\u7684\u8bc4\u6d4b\u6307\u6807\u3002\u5b83\u5c1d\u8bd5\u628a\u4e00\u4e2a\u957f\u671f\u88ab\u7b80\u5316\u7684\u95ee\u9898\u91cd\u65b0\u5c55\u5f00\uff1a\u8bc4\u4f30AI&nbsp;\u662f\u5426\u50cf\u4eba\uff0c\u4e0d\u80fd\u53ea\u770b\u5b83\u80fd\u5426\u901a\u8fc7\u4e00\u6bb5\u77ed\u5bf9\u8bdd\uff0c\u4e5f\u4e0d\u80fd\u53ea\u770b\u5b83\u80fd\u5426\u7b54\u5bf9\u4e00\u9053\u9898\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u80fd\u5426\u5728\u771f\u5b9e\u3001\u5f00\u653e\u3001\u957f\u671f\u7684\u884c\u4e3a\u8fc7\u7a0b\u4e2d\uff0c\u8868\u73b0\u51fa\u7a33\u5b9a\u3001\u5408\u7406\u4e14\u591a\u6837\u7684\u4eba\u7c7b\u7279\u5f81\u3002\u8fd9\u5bf9\u672a\u6765\u7684\u6570\u5b57\u4eba\u3001\u667a\u80fdNPC\u3001\u4e2a\u6027\u5316\u52a9\u624b\u3001\u7528\u6237\u6a21\u62df\u5668\u548c\u793e\u4f1a\u4eff\u771f\u7cfb\u7edf\u800c\u8a00\uff0c\u662f\u4e00\u9879\u57fa\u7840\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7136\uff0c\u7c7b\u4eba\u884c\u4e3a\u6a21\u62df\u7684\u76ee\u6807\u5e76\u4e0d\u662f\u8ba9&nbsp;AI&nbsp;\u5728\u6240\u6709\u573a\u666f\u4e2d\u4f2a\u88c5\u6210\u4eba\uff0c\u800c\u662f\u5e2e\u52a9\u79d1\u7814\u4eba\u5458\u66f4\u6e05\u695a\u5730\u7406\u89e3\uff0c\u5f53&nbsp;AI&nbsp;\u88ab\u7528\u4e8e\u6a21\u62df\u3001\u9884\u6d4b\u6216\u670d\u52a1\u4eba\u7c7b\u65f6\uff0c\u5b83\u7684\u80fd\u529b\u8fb9\u754c\u7a76\u7adf\u5728\u54ea\u91cc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u201c\u50cf\u4eba\u8bf4\u8bdd\u201d\uff0c\u5230\u201c\u50cf\u4eba\u884c\u52a8\u201d\uff0c\u518d\u5230\u201c\u50cf\u4e00\u7fa4\u4e0d\u540c\u7684\u4eba\u5171\u540c\u751f\u6d3b\u201d\u2014\u2014\u5927\u6a21\u578b\u8ddd\u79bb\u771f\u6b63\u53ef\u4fe1\u7684\u4eba\u7c7b\u884c\u4e3a\u6a21\u62df\uff0c\u4ecd\u5728\u8def\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>A Computational Framework for Evaluating Human-likeness in LLMs\u2019 Open-ended Human Behaviors (ICML 2026)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/icml.cc\/virtual\/2026\/poster\/65092\">https:\/\/icml.cc\/virtual\/2026\/poster\/65092<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u6211\u4eec\u8ba9&nbsp;AI&nbsp;\u626e\u6f14\u4e00\u4f4d\u7528\u6237\u65f6\uff0c\u5b83\u901a\u5e38\u80fd\u591f\u5feb\u901f\u7ed9\u51fa\u50cf\u6a21\u50cf\u6837\u7684\u56de\u7b54\u3002\u5b83\u53ef\u4ee5\u6a21\u4eff\u4e00\u4e2a\u5f71\u8ff7\u6311\u9009\u7535\u5f71\uff0c\u6a21\u4eff\u4e00\u4f4d\u7f51\u53cb\u8ba8\u8bba\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u6839\u636e\u5386\u53f2\u8db3\u8ff9\u9884\u6d4b\u4e00\u4e2a\u4eba\u4e0b\u4e00\u7ad9\u4f1a\u53bb\u54ea\u91cc\u3002 \u968f\u7740\u5927\u6a21\u578b\u80fd\u529b\u7684\u5feb\u901f\u63d0\u5347\uff0c\u667a\u80fd&nbsp;NPC\u3001\u7528\u6237\u6a21\u62df\u5668\u3001\u793e\u4f1a\u4eff\u771f\u7b49\u5e94\u7528\u6b63\u5728\u53d8\u5f97\u8d8a\u6765\u8d8a\u771f\u5b9e\u3002\u4f46\u4e00\u4e2a\u66f4\u5173\u952e\u7684\u95ee\u9898\u662f\uff1aAI\u751f\u6210\u7684\u884c\u4e3a\uff0c\u771f\u7684\u50cf\u4eba\u5417\uff1f \u5b83\u662f\u5426\u771f\u7684\u7406\u89e3\u4e86\u4e00\u4e2a\u4eba\u7684\u504f\u597d\u3001\u601d\u7ef4\u65b9\u5f0f\u548c\u957f\u671f\u4e60\u60ef\uff1f\u5b83\u80fd\u5426\u5728\u591a\u8f6e\u4ea4\u4e92\u540e\u4f9d\u7136\u4fdd\u6301\u201c\u540c\u4e00\u4e2a\u4eba\u201d\u7684\u4e00\u81f4\u6027\uff1f\u5f53\u6a21\u62df\u6210\u5343\u4e0a\u4e07\u4e2a\u7528\u6237\u65f6\uff0c\u8fd9\u4e9b&nbsp;AI&nbsp;\u53c8\u80fd\u5426\u50cf\u771f\u5b9e\u793e\u4f1a\u4e00\u6837\u5448\u73b0\u4e30\u5bcc\u3001\u591a\u6837\u3001\u751a\u81f3\u5f7c\u6b64\u4e0d\u540c\u7684\u4eba\u7fa4\u5206\u5e03\uff1f \u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u5957\u9762\u5411\u5927\u6a21\u578b\u7c7b\u4eba\u884c\u4e3a\u7684\u8ba1\u7b97\u8bc4\u6d4b\u6846\u67b6\uff0c\u5c1d\u8bd5\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u3002\u7814\u7a76\u53d1\u73b0\uff1a\u5927\u6a21\u578b\u5df2\u7ecf\u80fd\u591f\u751f\u6210\u4e0d\u5c11\u770b\u4f3c\u5408\u7406\u7684\u4e2a\u4f53\u884c\u4e3a\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u7a33\u5b9a\u3001\u53ef\u4fe1\u3001\u4e30\u5bcc\u7684\u4eba\u7c7b\u884c\u4e3a\u6a21\u62df\uff0c\u4ecd\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\u76f8\u5173\u8bba\u6587\u5df2\u88abICML 2026\u63a5\u6536\u3002 \u8bba\u6587\u4fe1\u606f\u5df2\u6574\u7406\u81f3\u6587\u672b\uff0c\u6b22\u8fce\u70b9\u51fb\u76f8\u5173\u94fe\u63a5\uff0c\u4e86\u89e3\u66f4\u591a\u6280\u672f\u8be6\u60c5\u3002 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