{"id":30364,"date":"2026-10-12T10:38:14","date_gmt":"2026-10-12T02:38:14","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=30364"},"modified":"2026-10-12T10:38:14","modified_gmt":"2026-10-12T02:38:14","slug":"emnlp26-oral-%e9%ba%bb%e7%9c%81%e7%90%86%e5%b7%a5%ef%bc%9a%e9%9d%a0%e8%ae%bf%e8%b0%88%e8%ae%a9ai%e6%a8%a1%e6%8b%9f%e7%9c%9f%e4%ba%ba%ef%bc%8c%e8%bf%99%e6%9d%a1%e8%b7%af%e8%83%bd%e8%b5%b0%e5%a4%9a","status":"publish","type":"post","link":"https:\/\/www.ixpower.cn\/index.php\/2026\/10\/12\/30364\/","title":{"rendered":"EMNLP&#8217;26 Oral | \u9ebb\u7701\u7406\u5de5\uff1a\u9760\u8bbf\u8c08\u8ba9AI\u6a21\u62df\u771f\u4eba\uff0c\u8fd9\u6761\u8def\u80fd\u8d70\u591a\u8fdc\uff1f"},"content":{"rendered":"<div class=\"article-desc\">AI\u5373\u4f7f\u5df2\u7ecf\u5b66\u4f1a\u4e86\u4f60\u73b0\u5728\u600e\u4e48\u60f3\uff0c\u6362\u4e00\u4e2a\u6b64\u524d\u6ca1\u95ee\u8fc7\u7684\u65b0\u60c5\u5883\uff0c\u5b83\u8fd8\u80fd\u4e0d\u80fd\u7ee7\u7eed\u7b54\u5f97\u50cf\u4f60\uff1f<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p><strong>\u53ea\u8981\u548c\u4e00\u4e2a\u4eba\u804a\u5f97\u8db3\u591f\u4e45\uff0c\u5927\u6a21\u578b\u5c31\u80fd\u6210\u4e3a\u4ed6\u7684\u300c\u6570\u5b57\u5206\u8eab\u300d\u5417\uff1f<\/strong><\/p>\n<p class=\"js_darkmode__text__14\">\u4ece\u865a\u62df\u7528\u6237\u3001\u5408\u6210\u53d7\u8bbf\u8005\uff0c\u5230\u4e2a\u6027\u5316AI Agent\uff0c\u4e00\u6761\u8d8a\u6765\u8d8a\u6d41\u884c\u7684\u6280\u672f\u8def\u7ebf\u662f\uff1a\u5148\u901a\u8fc7\u8bbf\u8c08\u3001\u95ee\u5377\u548c\u4e2a\u4eba\u8d44\u6599\u4e86\u89e3\u4e00\u4e2a\u771f\u5b9e\u7684\u4eba\uff0c\u518d\u8ba9\u5927\u6a21\u578b\u626e\u6f14\u8fd9\u4e2a\u4eba\uff0c\u9884\u6d4b\u4ed6\u5728\u6ca1\u89c1\u8fc7\u7684\u95ee\u9898\u4e0a\u4f1a\u5982\u4f55\u56de\u7b54\u3002<\/p>\n<p 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class=\"js_darkmode__text__26\">\u4e3a\u68c0\u9a8c\u8fd9\u4e00\u70b9\uff0c\u9ebb\u7701\u7406\u5de5\u7b49\u673a\u6784\u7814\u7a76\u8005\u63d0\u51faHugAgent\uff0c\u8ba9\u5927\u6a21\u578b\u57fa\u4e8e\u771f\u5b9e\u53c2\u4e0e\u8005\u7684\u8bbf\u8c08\uff0c\u9884\u6d4b\u4ed6\u4eec\u5728\u5168\u6c11\u533b\u7597\u3001\u516c\u5171\u76d1\u63a7\u548c\u4f4f\u623f\u589e\u5bc6\u7b49\u65b0\u60c5\u5883\u4e0b\u7684\u56de\u7b54\u3002\u7814\u7a76\u8986\u76d654\u540d\u53c2\u4e0e\u8005\u30011,742\u4e2a\u8bc4\u6d4b\u9879\uff0c\u5e76\u6d4b\u8bd5\u4e86GPT\u3001Claude\u3001Gemini\u3001DeepSeek\u3001Llama\u3001Qwen\u7b49\u6a21\u578b\u3002\u76f8\u5173\u8bba\u6587\u5165\u9009<strong>EMNLP 2026 Main Oral<\/strong>\u3002<\/p>\n<p><img data-dominant-color=\"e4e4e4\" data-has-transparency=\"false\" style=\"--dominant-color: #e4e4e4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30365\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/34714d471868efbe1bd222412f97e7bed5d99f.png\" width=\"1080\" height=\"280\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/34714d471868efbe1bd222412f97e7bed5d99f.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/34714d471868efbe1bd222412f97e7bed5d99f-300x78.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/34714d471868efbe1bd222412f97e7bed5d99f-1024x265.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/34714d471868efbe1bd222412f97e7bed5d99f-150x39.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/34714d471868efbe1bd222412f97e7bed5d99f-768x199.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p class=\"js_darkmode__text__34\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2510.15144<\/p>\n<p class=\"js_darkmode__text__40\">\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/jajamoa\/HugAgent<\/p>\n<p class=\"js_darkmode__text__46\">\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/jajamoa.github.io\/HugAgent\/<\/p>\n<p class=\"js_darkmode__text__52\">\u7814\u7a76\u53d1\u73b0\uff0c\u4e2a\u4eba\u8bbf\u8c08\u786e\u5b9e\u80fd\u591f\u5e2e\u52a9\u6a21\u578b\u66f4\u51c6\u786e\u5730\u6a21\u62df\u4e00\u4e2a\u5177\u4f53\u7684\u4eba\u3002\u4f46\u4e00\u4e2a\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u73b0\u8c61\u662f\uff1a<strong>\u548c\u4e00\u4e2a\u4eba\u804a\u5f97\u66f4\u4e45\uff0cAI\u4f1a\u66f4\u6e05\u695a\u4ed6\u73b0\u5728\u600e\u4e48\u60f3\uff0c\u5374\u4e0d\u4e00\u5b9a\u66f4\u77e5\u9053\u6761\u4ef6\u53d8\u5316\u540e\u4ed6\u4f1a\u600e\u4e48\u56de\u7b54\u3002<\/strong><\/p>\n<p 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https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/c3fe49b02571ca70466042564d69a97869e10b-300x81.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/c3fe49b02571ca70466042564d69a97869e10b-1024x276.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/c3fe49b02571ca70466042564d69a97869e10b-150x40.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/c3fe49b02571ca70466042564d69a97869e10b-768x207.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p 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class=\"js_darkmode__text__110\">\u53ef\u5982\u679c\u6761\u4ef6\u53d8\u4e86\u5462\uff1f<\/p>\n<p class=\"js_darkmode__text__113\">\u5982\u679c\u65b0\u7684\u65b9\u6848\u6bcf\u5e74\u80fd\u4e3a\u4ed6\u7684\u5bb6\u5ead\u8282\u77013000\u7f8e\u5143\uff0c\u6216\u8005\u79c1\u4eba\u4fdd\u9669\u4ecd\u7136\u53ef\u4ee5\u4fdd\u7559\uff0c\u4ed6\u8fd8\u4f1a\u505a\u51fa\u540c\u6837\u7684\u9009\u62e9\u5417\uff1f<\/p>\n<p class=\"js_darkmode__text__116\">\u8fd9\u65f6\uff0c\u6a21\u578b\u8981\u505a\u7684\u5df2\u7ecf\u4e0d\u53ea\u662f\u8bb0\u4f4f\u300c\u4ed6\u652f\u6301\u5168\u6c11\u533b\u7597\u300d\uff0c\u800c\u662f\u4ece\u8fc7\u53bb\u7684\u8868\u8fbe\u4e2d\u5224\u65ad\u4ed6\u771f\u6b63\u770b\u91cd\u4ec0\u4e48\uff0c\u4ee5\u53ca\u4e0d\u540c\u6761\u4ef6\u53d1\u751f\u53d8\u5316\u540e\uff0c\u4ed6\u4f1a\u5982\u4f55\u91cd\u65b0\u6743\u8861\u3002<\/p>\n<p class=\"js_darkmode__text__119\">\u8fd9\u6b63\u662fHugAgent\u60f3\u68c0\u9a8c\u7684\u95ee\u9898\uff1a<\/p>\n<p 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class=\"js_darkmode__text__141\">HugAgent\u56e0\u6b64\u6ca1\u6709\u4ece\u516c\u5f00\u4eba\u7269\u8d44\u6599\u6216\u7f51\u7edc\u6587\u672c\u51fa\u53d1\uff0c\u800c\u662f\u91cd\u65b0\u62db\u52df\u771f\u5b9e\u53c2\u4e0e\u8005\u3002\u56e2\u961f\u9009\u62e9\u4e86\u4e09\u4e2a\u5728\u7f8e\u56fd\u5b58\u5728\u660e\u663e\u5206\u6b67\u3001\u540c\u65f6\u53c8\u6d89\u53ca\u771f\u5b9e\u4ef7\u503c\u53d6\u820d\u7684\u8bdd\u9898\uff1a\u5168\u6c11\u533b\u7597\u3001\u516c\u5171\u76d1\u63a7\uff0c\u4ee5\u53ca\u4f4f\u623f\u589e\u5bc6\uff0c\u4e5f\u5c31\u662f\u653e\u5bbd\u90e8\u5206\u5206\u533a\u9650\u5236\uff0c\u5141\u8bb8\u5efa\u8bbe\u66f4\u9ad8\u3001\u66f4\u5bc6\u7684\u4f4f\u5b85\u3002\u4ece120\u591a\u4f4d\u62db\u52df\u8005\u4e2d\u7ecf\u8fc7\u8d28\u91cf\u7b5b\u9009\uff0c\u6700\u7ec8\u4fdd\u7559\u4e8654\u540d\u53c2\u4e0e\u8005\u3002<\/p>\n<p class=\"js_darkmode__text__144\"><strong>\u7b2c\u4e00\u6b65\uff1a\u95ee\u5377\uff0c\u8bb0\u4e0b\u300c\u73b0\u5728\u7684\u4f60\u300d\u3002<\/strong><\/p>\n<p class=\"js_darkmode__text__148\">\u53c2\u4e0e\u8005\u9996\u5148\u586b\u5199\u4eba\u53e3\u7edf\u8ba1\u4fe1\u606f\uff0c\u518d\u5bf9\u4e0d\u540c\u8bae\u9898\u7ed9\u51fa1\u523010\u5206\u7684\u652f\u6301\u5ea6\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4ed6\u4eec\u8fd8\u9700\u8981\u8bc4\u4ef7\u4e00\u7cfb\u5217\u7406\u7531\u5bf9\u81ea\u5df1\u7acb\u573a\u7684\u5f71\u54cd\u6709\u591a\u5927\u3002<\/p>\n<p class=\"js_darkmode__text__151\">\u6bd4\u5982\uff0c\u540c\u6837\u53cd\u5bf9\u4f4f\u623f\u589e\u5bc6\uff0c\u4e00\u4e2a\u4eba\u53ef\u80fd\u6700\u62c5\u5fc3\u793e\u533a\u98ce\u8c8c\u548c\u623f\u4ea7\u4ef7\u503c\uff0c\u53e6\u4e00\u4e2a\u4eba\u5219\u53ef\u80fd\u4e3b\u8981\u5728\u610f\u4ea4\u901a\u3001\u79df\u91d1\u6216\u4f4f\u623f\u4f9b\u7ed9\u3002\u6700\u7ec8\u7684\u300c\u652f\u6301\u8fd8\u662f\u53cd\u5bf9\u300d\u53ea\u662f\u4e00\u4e2a\u7b54\u6848\uff0c\u771f\u6b63\u533a\u5206\u4e0d\u540c\u4eba\u7684\uff0c\u5f80\u5f80\u662f\u7b54\u6848\u80cc\u540e\u7684\u7406\u7531\u4ee5\u53ca\u8fd9\u4e9b\u7406\u7531\u5404\u81ea\u6709\u591a\u91cd\u8981\u3002<\/p>\n<p class=\"js_darkmode__text__154\">\u8fd9\u4e9b\u4fe1\u606f\u5171\u540c\u6784\u6210\u4e86\u4e00\u4e2a\u4eba\u5f53\u4e0b\u7684 belief state\uff08\u4fe1\u5ff5\u72b6\u6001\uff09\uff0c\u4e5f\u5c31\u662f\u4ed6\u73b0\u5728\u6301\u6709\u4ec0\u4e48\u7acb\u573a\uff0c\u4ee5\u53ca\u652f\u6491\u8fd9\u4e9b\u7acb\u573a\u7684\u7406\u7531\u3002<\/p>\n<p class=\"js_darkmode__text__157\"><strong>\u7b2c\u4e8c\u6b65\uff1a\u6539\u53d8\u6761\u4ef6\uff0c\u8bb0\u5f55\u300c\u5982\u679c\u2026\u2026\u4f1a\u600e\u6837\u300d\u3002<\/strong><\/p>\n<p class=\"js_darkmode__text__161\">\u63a5\u4e0b\u6765\uff0c\u95ee\u5377\u5f00\u59cb\u6539\u53d8\u5176\u4e2d\u4e00\u4e2a\u6761\u4ef6\u3002<\/p>\n<p class=\"js_darkmode__text__164\">\u5982\u679c\u4f4f\u623f\u589e\u5bc6\u4ee5\u540e\uff0c\u5f53\u5730\u79df\u91d1\u4e0b\u964d10%\u523015%\uff1f\u5982\u679c\u5168\u6c11\u533b\u7597\u6bcf\u5e74\u80fd\u4e3a\u4e00\u4e2a\u5bb6\u5ead\u8282\u77013000\u7f8e\u5143\uff1f\u5982\u679c\u516c\u5171\u76d1\u63a7\u7684\u5f55\u50cf\u53ea\u4fdd\u5b5848\u5c0f\u65f6\uff1f<\/p>\n<p class=\"js_darkmode__text__167\">\u53c2\u4e0e\u8005\u9700\u8981\u5728\u6bcf\u4e2a\u65b0\u7684\u5047\u8bbe\u60c5\u5883\u4e0b\u91cd\u65b0\u7ed9\u51fa\u81ea\u5df1\u7684\u7acb\u573a\uff0c\u5e76\u518d\u6b21\u8bc4\u4ef7\u76f8\u5173\u7406\u7531\u7684\u91cd\u8981\u7a0b\u5ea6\u3002<\/p>\n<p class=\"js_darkmode__text__170\">\u8fd9\u6837\uff0c\u7814\u7a76\u56e2\u961f\u4e0d\u4ec5\u77e5\u9053\u4e00\u4e2a\u4eba\u300c\u73b0\u5728\u600e\u4e48\u60f3\u300d\uff0c\u4e5f\u8bb0\u5f55\u4e0b\u4e86\u5f53\u67d0\u4e2a\u6761\u4ef6\u53d1\u751f\u53d8\u5316\u4ee5\u540e\uff0c\u4ed6\u81ea\u5df1\u4f1a\u5982\u4f55\u91cd\u65b0\u56de\u7b54\u3002\u524d\u540e\u4e24\u79cd\u72b6\u6001\u4e4b\u95f4\u7684\u53d8\u5316\uff0c\u5c31\u6784\u6210\u4e86HugAgent\u60f3\u8981\u9884\u6d4b\u7684 belief update\uff08\u4fe1\u5ff5\u66f4\u65b0\uff09\u3002<\/p>\n<p class=\"js_darkmode__text__173\">\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e9b\u7b54\u6848\u6765\u81ea\u53c2\u4e0e\u8005\u672c\u4eba\u3002\u4e4b\u540e\u6a21\u578b\u53c2\u52a0\u8003\u8bd5\u65f6\uff0c\u5e76\u4e0d\u4f1a\u76f4\u63a5\u770b\u5230\u76ee\u6807\u60c5\u5883\u4e0b\u7684\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p><img data-dominant-color=\"efeeee\" data-has-transparency=\"false\" style=\"--dominant-color: #efeeee;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30367\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/76e4de365ed17b1a991904afaca8f0ac9d1ea4.jpg\" width=\"1053\" height=\"386\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/76e4de365ed17b1a991904afaca8f0ac9d1ea4.jpg 1053w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/76e4de365ed17b1a991904afaca8f0ac9d1ea4-300x110.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/76e4de365ed17b1a991904afaca8f0ac9d1ea4-1024x375.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/76e4de365ed17b1a991904afaca8f0ac9d1ea4-150x55.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/76e4de365ed17b1a991904afaca8f0ac9d1ea4-768x282.jpg 768w\" sizes=\"auto, (max-width: 1053px) 100vw, 1053px\" \/><\/p>\n<p class=\"js_darkmode__text__176\">\u56fe\u6ce8: TraceYourThinking\u7684\u8bbf\u8c08\u8fc7\u7a0b\u3002\u7cfb\u7edf\u4ece\u5f00\u653e\u5f0f\u95ee\u9898\u51fa\u53d1\uff0c\u6839\u636e\u53c2\u4e0e\u8005\u7684\u56de\u7b54\u52a8\u6001\u6784\u5efa\u56e0\u679c\u4fe1\u5ff5\u56fe\uff0c\u5e76\u81ea\u52a8\u751f\u6210\u4e0b\u4e00\u8f6e\u8ffd\u95ee\uff0c\u9010\u6b65\u4e86\u89e3\u4e00\u4e2a\u4eba\u7684\u89c2\u70b9\u3001\u7406\u7531\u548c\u4e0d\u540c\u56e0\u7d20\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<p class=\"js_darkmode__text__181\"><strong>\u7b2c\u4e09\u6b65\uff1athink-aloud\u8bbf\u8c08\uff0c\u628a\u300c\u4e3a\u4ec0\u4e48\u300d\u6162\u6162\u95ee\u51fa\u6765\u3002<\/strong><\/p>\n<p class=\"js_darkmode__text__185\">\u53ea\u8bb0\u5f55\u95ee\u5377\u7b54\u6848\u8fd8\u4e0d\u591f\u3002<\/p>\n<p class=\"js_darkmode__text__188\">\u53c2\u4e0e\u8005\u968f\u540e\u901a\u8fc7\u56e2\u961f\u5f00\u6e90\u7684\u804a\u5929\u673a\u5668\u4eba<strong>TraceYourThinking<\/strong>\u63a5\u53d7\u534a\u7ed3\u6784\u5316\u7684think-aloud\uff08\u53e3\u8ff0\u601d\u8003\uff09\u8bbf\u8c08\uff0c\u53ef\u4ee5\u6253\u5b57\uff0c\u4e5f\u53ef\u4ee5\u76f4\u63a5\u7528\u8bed\u97f3\uff0c\u4e00\u8fb9\u601d\u8003\u4e00\u8fb9\u628a\u81ea\u5df1\u7684\u5224\u65ad\u7406\u7531\u8bf4\u51fa\u6765\u3002<\/p>\n<p class=\"js_darkmode__text__196\">\u8fd9\u5e76\u4e0d\u662f\u4e00\u5957\u4ece\u5934\u5230\u5c3e\u56fa\u5b9a\u4e0d\u53d8\u7684\u95ee\u9898\u6e05\u5355\u3002<\/p>\n<p class=\"js_darkmode__text__199\">\u673a\u5668\u4eba\u4f1a\u6839\u636e\u53c2\u4e0e\u8005\u524d\u9762\u8bf4\u8fc7\u7684\u8bdd\uff0c\u52a8\u6001\u6574\u7406\u8fd9\u4e2a\u4eba\u7684\u300c\u56e0\u679c\u4fe1\u5ff5\u56fe\u300d\uff1a\u4ed6\u63d0\u5230\u4e86\u54ea\u4e9b\u56e0\u7d20\uff0c\u8fd9\u4e9b\u56e0\u7d20\u4f1a\u8ba9\u7acb\u573a\u5f80\u4ec0\u4e48\u65b9\u5411\u53d8\u5316\uff0c\u5f71\u54cd\u6709\u591a\u5f3a\u3002\u57fa\u4e8e\u8fd9\u4e9b\u4fe1\u606f\uff0c\u7cfb\u7edf\u518d\u81ea\u52a8\u751f\u6210\u4e0b\u4e00\u8f6e follow-up question\uff0c\u7ee7\u7eed\u8ffd\u95ee\u8fd8\u6ca1\u6709\u8bf4\u6e05\u695a\u3001\u5b58\u5728\u77db\u76fe\uff0c\u6216\u8005\u503c\u5f97\u8fdb\u4e00\u6b65\u5c55\u5f00\u7684\u5730\u65b9\u3002<\/p>\n<p class=\"js_darkmode__text__202\">\u6bd4\u5982\uff0c\u4e00\u4e2a\u4eba\u8bf4\u81ea\u5df1\u62c5\u5fc3\u67d0\u9879\u653f\u7b56\u5e26\u6765\u7684\u6210\u672c\uff0c\u673a\u5668\u4eba\u53ef\u4ee5\u7ee7\u7eed\u95ee\uff1a\u5982\u679c\u6210\u672c\u4e0b\u964d\uff0c\u8fd9\u4f1a\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u6539\u53d8\u4f60\u7684\u6001\u5ea6\uff1f\u5982\u679c\u4ed6\u8bf4\u300c\u8fd9\u4e2a\u6211\u4e5f\u4e0d\u592a\u786e\u5b9a\u300d\uff0c\u7cfb\u7edf\u4e5f\u4f1a\u628a\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u7ee7\u7eed\u8ffd\u95ee\u4e0b\u53bb\u3002<\/p>\n<p class=\"js_darkmode__text__205\"><strong>\u300c\u6211\u62ff\u4e0d\u51c6\u300d\u672c\u8eab\u4e5f\u662f\u4fe1\u606f\u3002<\/strong><\/p>\n<p class=\"js_darkmode__text__209\">\u5b83\u53ef\u80fd\u610f\u5473\u7740\u8fd9\u4e2a\u4eba\u7684\u7acb\u573a\u5e76\u4e0d\u7262\u56fa\uff0c\u4e5f\u53ef\u80fd\u610f\u5473\u7740\u4e24\u79cd\u4ef7\u503c\u6b63\u5728\u76f8\u4e92\u62c9\u626f\u3002\u76f8\u6bd4\u4e00\u4e2a\u7b80\u5355\u76841\u523010\u5206\uff0cthink-aloud\u8bbf\u8c08\u7559\u4e0b\u7684\u662f\u66f4\u4e30\u5bcc\u7684\u7ebf\u7d22\uff1a\u8fd9\u4e2a\u4eba\u5728\u610f\u4ec0\u4e48\uff0c\u4e3a\u4ec0\u4e48\u5728\u610f\uff0c\u54ea\u4e9b\u5224\u65ad\u5f88\u786e\u5b9a\uff0c\u54ea\u4e9b\u5730\u65b9\u8fd8\u5728\u72b9\u8c6b\u3002<\/p>\n<p class=\"js_darkmode__text__212\">\u6700\u7ec8\uff0c\u6a21\u578b\u62ff\u5230\u7684\u662f\u5173\u4e8e\u8fd9\u4e2a\u4eba\u7684\u80cc\u666f\u4fe1\u606f\u548c\u8fd9\u6bb5\u8bbf\u8c08\uff0c\u800c\u4e0d\u662f\u76ee\u6807\u60c5\u5883\u4e0b\u672c\u4eba\u771f\u6b63\u7ed9\u51fa\u7684\u7b54\u6848\u3002<\/p>\n<p><img data-dominant-color=\"d7d6d6\" data-has-transparency=\"true\" style=\"--dominant-color: #d7d6d6;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-30368\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/7554388787575dcba3f7379a244dea6d59aca8.png\" width=\"1080\" height=\"802\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/7554388787575dcba3f7379a244dea6d59aca8.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/7554388787575dcba3f7379a244dea6d59aca8-300x223.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/7554388787575dcba3f7379a244dea6d59aca8-1024x760.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/7554388787575dcba3f7379a244dea6d59aca8-150x111.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/7554388787575dcba3f7379a244dea6d59aca8-768x570.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p class=\"js_darkmode__text__215\">\u56fe\u6ce8: HugAgent\u7684\u4e24\u7c7b\u8bc4\u6d4b\u4efb\u52a1\u3002Belief State Inference\u6839\u636e\u8bbf\u8c08\u63a8\u65ad\u4e00\u4e2a\u4eba\u5f53\u524d\u7684\u4fe1\u5ff5\uff1bBelief Dynamics Update\u5219\u52a0\u5165\u65b0\u7684\u5047\u8bbe\u60c5\u5883\uff0c\u9884\u6d4b\u540c\u4e00\u4e2a\u4eba\u7684\u7acb\u573a\u548c\u7406\u7531\u4f1a\u5982\u4f55\u53d8\u5316\u3002<\/p>\n<p class=\"js_darkmode__text__220\">HugAgent\u518d\u628a\u8fd9\u4e9b\u6750\u6599\u53d8\u6210\u4e24\u7c7b\u8003\u8bd5\u3002<\/p>\n<p class=\"js_darkmode__text__223\">\u7b2c\u4e00\u7c7b\u662f<strong>Belief State Inference<\/strong>\uff0c\u5171356\u9898\uff0c\u6d4b\u8bd5\u6a21\u578b\u80fd\u4e0d\u80fd\u4ece\u8bbf\u8c08\u4e2d\u63a8\u65ad\u8fd9\u4e2a\u4eba\u5f53\u524d\u6ca1\u6709\u76f4\u63a5\u8bf4\u51fa\u7684\u4fe1\u5ff5\u3002<\/p>\n<p class=\"js_darkmode__text__231\">\u7b2c\u4e8c\u7c7b\u662f<strong>Belief Dynamics Update<\/strong>\uff0c\u51711386\u9898\uff0c\u6d4b\u8bd5\u5728\u7ed9\u51fa\u4e00\u4e2a\u65b0\u7684\u5047\u8bbe\u60c5\u5883\u540e\uff0c\u6a21\u578b\u80fd\u4e0d\u80fd\u9884\u6d4b\u8fd9\u4e2a\u4eba\u7684\u65b0\u7acb\u573a\u548c\u7406\u7531\u6743\u91cd\u3002<\/p>\n<p class=\"js_darkmode__text__239\">\u6574\u4e2abenchmark\u4e00\u5171\u5305\u542b1742\u4e2a\u8bc4\u6d4b\u9879\u3002<\/p>\n<p class=\"js_darkmode__text__242\">\u4e3a\u4e86\u7ed9\u4efb\u52a1\u8bbe\u5b9a\u4e00\u4e2a\u7ecf\u9a8c\u4e0a\u9650\uff0c\u56e2\u961f\u572814\u5929\u540e\u9080\u8bf7\u90e8\u5206\u53c2\u4e0e\u8005\u91cd\u65b0\u56de\u7b54\u540c\u6837\u7684\u95ee\u9898\u3002\u53c2\u4e0e\u8005\u4e0e\u4e24\u5468\u524d\u81ea\u5df1\u7684\u56de\u7b54\u4e00\u81f4\u6027\uff0c\u5728\u4e24\u7c7b\u4efb\u52a1\u4e0a\u5206\u522b\u4e3a84.84%\u548c85.66%\uff0c\u8fd9\u88ab\u7528\u4f5c\u540e\u7eed\u6a21\u578b\u6bd4\u8f83\u7684 ceiling\uff08\u7ecf\u9a8c\u4e0a\u9650\uff09\u3002<\/p>\n<p class=\"js_darkmode__text__245\">\u5230\u8fd9\u91cc\uff0c\u4e00\u4e2a\u539f\u672c\u5f88\u62bd\u8c61\u7684\u95ee\u9898\u7ec8\u4e8e\u53d8\u5f97\u53ef\u4ee5\u76f4\u63a5\u6d4b\u91cf\uff1a<\/p>\n<p class=\"js_darkmode__text__248\"><strong>\u5982\u679c\u548c\u4e00\u4e2a\u4eba\u804a\u5f97\u8d8a\u6765\u8d8a\u591a\uff0c\u4ed6\u7684\u300c\u6570\u5b57\u5206\u8eab\u300d\u4f1a\u4e0d\u4f1a\u4e5f\u8d8a\u6765\u8d8a\u4f1a\u9884\u6d4b\u4ed6\uff1f<\/strong><\/p>\n<h2>\u6838\u5fc3\u7ed3\u679c\uff1a\u8bfb\u61c2\u300c\u73b0\u5728\u7684\u4f60\u300d\u5bb9\u6613\uff0c\u6761\u4ef6\u53d8\u4e86\u5c31\u96be\u4e86<\/h2>\n<p class=\"js_darkmode__text__256\">HugAgent\u6700\u76f4\u89c2\u7684\u7ed3\u679c\uff0c\u662f\u6a21\u578b\u5728\u4e24\u7c7b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u62c9\u5f00\u4e86\u660e\u663e\u5dee\u8ddd\u3002<\/p>\n<p class=\"js_darkmode__text__259\">\u5728<strong>Belief State Inference<\/strong>\uff08\u4fe1\u5ff5\u72b6\u6001\u63a8\u65ad\uff09\u4e2d\uff0c\u8868\u73b0\u6700\u597d\u7684\u65b9\u6cd5\u51c6\u786e\u7387\u8fbe\u5230<strong>77.56%<\/strong>\uff0cGPT-4o\u4e3a<strong>74.66%<\/strong>\u3002\u53c2\u4e0e\u8005\u572814\u5929\u540e\u91cd\u65b0\u56de\u7b54\u76f8\u540c\u95ee\u9898\u65f6\uff0c\u81ea\u6211\u4e00\u81f4\u6027\u4e3a<strong>84.84%<\/strong>\uff0c\u8bba\u6587\u5c06\u5176\u4f5c\u4e3a\u8fd9\u4e00\u4efb\u52a1\u7684\u7ecf\u9a8cceiling\u3002<\/p>\n<p class=\"js_darkmode__text__282\">\u5230\u4e86<strong>Belief Dynamics Update<\/strong>\uff08\u4fe1\u5ff5\u52a8\u6001\u66f4\u65b0\uff09\uff0c\u6700\u597d\u7684Claude Sonnet 4.5\u8fbe\u5230<strong>68.61%<\/strong>\uff0cLLaMA 3.3 70B\u4e3a\u00a0<strong>67.57%<\/strong>\uff0cGPT-4o\u4e3a<strong>63.11%<\/strong>\uff1b\u5bf9\u5e94\u7684\u7ecf\u9a8cceiling\u5219\u4e3a<strong>85.66%<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__text__310\">\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728\u5404\u81ea\u7684\u8bc4\u6d4b\u8bbe\u7f6e\u4e0b\uff0c\u5927\u6a21\u578b\u5df2\u7ecf\u6bd4\u8f83\u64c5\u957f\u4ece\u8bbf\u8c08\u4e2d\u6062\u590d\u4e00\u4e2a\u4eba\u300c\u73b0\u5728\u600e\u4e48\u60f3\u300d\uff0c\u4f46\u9762\u5bf9\u4e00\u4e2a\u6b64\u524d\u6ca1\u6709\u56de\u7b54\u8fc7\u7684\u65b0\u60c5\u5883\u65f6\uff0c\u8ddd\u79bb\u53c2\u4e0e\u8005\u672c\u4eba\u7684\u56de\u7b54\u8fd8\u6709\u66f4\u660e\u663e\u7684\u5dee\u8ddd\u3002<\/p>\n<p><img data-dominant-color=\"eaeaea\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeaea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30369\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/62b8c86945c4c298681758ddf52cd50df9156b.png\" width=\"1080\" height=\"913\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/62b8c86945c4c298681758ddf52cd50df9156b.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/62b8c86945c4c298681758ddf52cd50df9156b-300x254.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/62b8c86945c4c298681758ddf52cd50df9156b-1024x866.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/62b8c86945c4c298681758ddf52cd50df9156b-150x127.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/62b8c86945c4c298681758ddf52cd50df9156b-768x649.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p class=\"js_darkmode__text__313\">\u56fe\u6ce8: \u4e0d\u540c\u6a21\u578b\u5728\u4e24\u7c7bHugAgent\u4efb\u52a1\u4e0a\u7684\u6574\u4f53\u8868\u73b0\u3002\u76f8\u6bd4\u63a8\u65ad\u4e00\u4e2a\u4eba\u5f53\u524d\u7684\u4fe1\u5ff5\uff0c\u6a21\u578b\u5728\u9884\u6d4b\u65b0\u60c5\u5883\u4e0b\u7684\u56de\u7b54\u65f6\uff0c\u4e0e\u53c2\u4e0e\u8005\u81ea\u8eab\u7684\u4e00\u81f4\u6027\u4e0a\u9650\u4e4b\u95f4\u4ecd\u6709\u66f4\u660e\u663e\u7684\u5dee\u8ddd\u3002<\/p>\n<p class=\"js_darkmode__text__318\">\u4e0d\u8fc7\uff0c\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u65b0\u60c5\u5883\u4e0b\u7684\u56de\u7b54\u6839\u672c\u65e0\u6cd5\u4ece\u8bbf\u8c08\u4e2d\u9884\u6d4b\u3002<\/p>\n<p class=\"js_darkmode__text__321\">\u4ee5GPT-4o\u4e3a\u4f8b\uff0c\u5982\u679c\u4e0d\u63d0\u4f9b\u4e2a\u4eba\u8bbf\u8c08\uff0c\u53ea\u4f9d\u8d56\u4eba\u53e3\u7edf\u8ba1\u7b49\u4fe1\u606f\uff0cBelief Dynamics Update\u51c6\u786e\u7387\u53ea\u6709\u00a0<strong>39.83%<\/strong>\uff1b\u52a0\u5165\u8fd9\u4e2a\u4eba\u7684\u5b8c\u6574\u8bbf\u8c08\u540e\uff0c\u63d0\u9ad8\u5230<strong>63.11%<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__text__334\">Qwen2.5-32B\u4e5f\u51fa\u73b0\u4e86\u7c7b\u4f3c\u7684\u53d8\u5316\uff0c\u4ece<strong>32.12%<\/strong>\u00a0\u63d0\u9ad8\u5230<strong>58.96%<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__text__347\">\u4e5f\u5c31\u662f\u8bf4\uff0c\u8bbf\u8c08\u5e76\u4e0d\u53ea\u662f\u7ed9\u6a21\u578b\u589e\u52a0\u4e86\u4e00\u6bb5\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u3002<strong>\u8fd9\u4e2a\u4eba\u81ea\u5df1\u8bf4\u8fc7\u7684\u8bdd\uff0c\u786e\u5b9e\u5305\u542b\u4e86\u9884\u6d4b\u4ed6\u4e4b\u540e\u5982\u4f55\u56de\u7b54\u7684\u4e2a\u4f53\u4fe1\u606f\u3002<\/strong><\/p>\n<p class=\"js_darkmode__text__353\">\u8fdb\u4e00\u6b65\u7684cross-person\u5b9e\u9a8c\u4e5f\u5f97\u5230\u76f8\u4f3c\u7ed3\u679c\uff1a\u5982\u679c\u628a\u672c\u4eba\u8bbf\u8c08\u6362\u6210\u53e6\u4e00\u4e2a\u4eba\u7684\uff0cGPT-4o\u5728\u66f4\u65b0\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u7387\u4e0b\u964d\u5230<strong>39.30%<\/strong>\uff0c\u51e0\u4e4e\u56de\u5230\u6ca1\u6709\u672c\u4eba\u8bbf\u8c08\u7684\u6c34\u5e73\u3002<\/p>\n<p><img data-dominant-color=\"eaeaea\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeaea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30370\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/c7c5ef075e13e363148032802bcedc4e0fad0d.png\" width=\"1080\" height=\"231\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/c7c5ef075e13e363148032802bcedc4e0fad0d.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/c7c5ef075e13e363148032802bcedc4e0fad0d-300x64.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/c7c5ef075e13e363148032802bcedc4e0fad0d-1024x219.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/c7c5ef075e13e363148032802bcedc4e0fad0d-150x32.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/c7c5ef075e13e363148032802bcedc4e0fad0d-768x164.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p class=\"js_darkmode__text__361\">\u56fe\u6ce8: \u6ca1\u6709\u4e2a\u4eba\u8bbf\u8c08\u4e0e\u52a0\u5165\u5b8c\u6574\u672c\u4eba\u8bbf\u8c08\u540e\u7684\u8868\u73b0\u5bf9\u6bd4\u3002\u4e2a\u4eba\u8bbf\u8c08\u660e\u663e\u63d0\u9ad8\u4e86\u6a21\u578b\u5bf9\u5177\u4f53\u53c2\u4e0e\u8005\u7684\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n<p class=\"js_darkmode__text__366\">\u65e2\u7136\u8bbf\u8c08\u6709\u7528\uff0c\u4e00\u4e2a\u5f88\u81ea\u7136\u7684\u60f3\u6cd5\u662f\uff1a<strong>\u90a3\u5c31\u591a\u804a\u4e00\u70b9\u3002<\/strong><\/p>\n<p class=\"js_darkmode__text__372\">\u5982\u679c\u6570\u5b57\u5206\u8eab\u4e3b\u8981\u662f\u4e00\u4e2a\u4fe1\u606f\u91cf\u7684\u95ee\u9898\uff0c\u90a3\u4e485\u8f6e\u8bbf\u8c08\u5e94\u8be5\u4e0d\u598210\u8f6e\uff0c10\u8f6e\u53c8\u5e94\u8be5\u4e0d\u5982\u5b8c\u6574\u8bbf\u8c08\u3002<\/p>\n<p class=\"js_darkmode__text__375\">\u4f46HugAgent\u6ca1\u6709\u770b\u5230\u8fd9\u6837\u4e00\u4e2a\u7a33\u5b9a\u7684\u5173\u7cfb\u3002<\/p>\n<p class=\"js_darkmode__text__378\">\u4ee5Qwen2.5-32B\u4e3a\u4f8b\uff0c\u968f\u7740\u8bbf\u8c08\u5185\u5bb9\u589e\u52a0\uff0cBelief State Inference\u7684\u51c6\u786e\u7387\u4ece<strong>68.84%<\/strong>\u4e0a\u5347\u5230<strong>73.02%<\/strong>\uff0c\u6700\u7ec8\u8fbe\u5230<strong>77.17%<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__text__396\">\u4f46Belief Dynamics Update\u5e76\u6ca1\u6709\u540c\u6b65\u63d0\u9ad8\uff0c\u53cd\u800c\u4ece<strong>61.79%<\/strong>\u53d8\u4e3a<strong>60.73%<\/strong>\uff0c\u5b8c\u6574\u8bbf\u8c08\u4e0b\u4e3a<strong>58.96%<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__text__414\">\u8fd9\u5e76\u4e0d\u662f\u8bf4\u91c7\u8bbf\u6ca1\u6709\u7528\u3002\u524d\u9762\u7684\u5b9e\u9a8c\u5df2\u7ecf\u8bf4\u660e\uff0c\u4ece\u300c\u4e0d\u8ba4\u8bc6\u8fd9\u4e2a\u4eba\u300d\u5230\u62e5\u6709\u672c\u4eba\u7684\u8bbf\u8c08\uff0c\u5dee\u522b\u5f88\u660e\u663e\u3002<\/p>\n<p class=\"js_darkmode__text__417\">\u771f\u6b63\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff1a<\/p>\n<p class=\"js_darkmode__text__420\"><strong>\u4ece\u6ca1\u6709\u4e2a\u4eba\u4fe1\u606f\u5230\u6709\u4e2a\u4eba\u4fe1\u606f\u5f88\u91cd\u8981\uff0c\u4f46\u7ee7\u7eed\u628a\u5173\u4e8e\u4e00\u4e2a\u4eba\u7684\u6750\u6599\u8d8a\u5806\u8d8a\u591a\uff0c\u5e76\u4e0d\u4f1a\u81ea\u52a8\u6362\u6765\u66f4\u51c6\u786e\u7684\u65b0\u60c5\u5883\u9884\u6d4b\u3002<\/strong><\/p>\n<p><img data-dominant-color=\"e8e8e8\" data-has-transparency=\"false\" style=\"--dominant-color: #e8e8e8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30371\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/07c66cc077bfa128f3c6637647293b56cd63b3.png\" width=\"1080\" height=\"679\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/07c66cc077bfa128f3c6637647293b56cd63b3.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/07c66cc077bfa128f3c6637647293b56cd63b3-300x189.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/07c66cc077bfa128f3c6637647293b56cd63b3-1024x644.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/07c66cc077bfa128f3c6637647293b56cd63b3-150x94.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/07c66cc077bfa128f3c6637647293b56cd63b3-768x483.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p class=\"js_darkmode__text__424\">\u4e0d\u540c\u8bbf\u8c08\u957f\u5ea6\u4e0b\u7684\u6a21\u578b\u8868\u73b0\u3002\u66f4\u591a\u4e0a\u4e0b\u6587\u80fd\u63d0\u4f9b\u66f4\u591a\u5f53\u524d\u4fe1\u5ff5\u7684\u7ebf\u7d22\uff0c\u4f46\u5bf9\u65b0\u60c5\u5883\u56de\u7b54\u7684\u9884\u6d4b\u6ca1\u6709\u51fa\u73b0\u540c\u6837\u7a33\u5b9a\u7684\u63d0\u5347\u3002<\/p>\n<p class=\"js_darkmode__text__429\">\u518d\u5f80\u4e0b\u62c6\uff0c\u6a21\u578b\u7a76\u7adf\u96be\u5728\u54ea\u91cc\uff0c\u4e5f\u80fd\u770b\u5230\u4e00\u4e9b\u7ebf\u7d22\u3002<\/p>\n<p class=\"js_darkmode__text__432\">\u9884\u6d4b\u4e00\u4e2a\u4eba\u7684\u53d8\u5316\uff0c\u5176\u5b9e\u53ef\u4ee5\u7c97\u7565\u62c6\u6210\u4e24\u4e2a\u95ee\u9898\uff1a<strong>\u4ed6\u4f1a\u4e0d\u4f1a\u53d8\uff0c\u4ee5\u53ca\u5982\u679c\u53d8\uff0c\u4f1a\u5f80\u54ea\u4e2a\u65b9\u5411\u53d8\u3002<\/strong><\/p>\n<p class=\"js_darkmode__text__438\">\u81f3\u5c11\u5728\u533b\u7597\u9886\u57df\uff0cGPT-4o\u4e00\u65e6\u5224\u65ad\u67d0\u4e2a\u4eba\u7684\u6001\u5ea6\u4f1a\u53d1\u751f\u53d8\u5316\uff0c\u5bf9\u53d8\u5316\u65b9\u5411\u7684\u5224\u65ad\u51c6\u786e\u7387\u8fbe\u5230<strong>88.89%<\/strong>\uff1b\u4f46\u5224\u65ad\u8fd9\u4e2a\u4eba\u7a76\u7adf\u4f1a\u4e0d\u4f1a\u53d1\u751f\u53d8\u5316\uff0c\u51c6\u786e\u7387\u53ea\u6709<strong>49.36%<\/strong>\u3002<\/p>\n<p 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