{"id":46080,"date":"2026-01-09T18:00:55","date_gmt":"2026-01-09T10:00:55","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=46080"},"modified":"2026-01-09T10:28:28","modified_gmt":"2026-01-09T02:28:28","slug":"%e9%81%8b%e7%94%a8%e5%a4%9a%e6%a8%a1%e6%85%8b%e5%a4%a7%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8b%e8%be%a8%e8%ad%98%e5%ad%b8%e7%94%9f%e7%9a%84%e5%ad%b8%e7%bf%92%e6%83%85%e7%b7%92","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=46080","title":{"rendered":"\u904b\u7528\u591a\u6a21\u614b\u5927\u8a9e\u8a00\u6a21\u578b\u8fa8\u8b58\u5b78\u751f\u7684\u5b78\u7fd2\u60c5\u7dd2"},"content":{"rendered":"

\u60c5\u7dd2\u5728\u6211\u5011\u65e5\u5e38\u751f\u6d3b\u7684\u6c7a\u7b56\u4e2d\uff0c\u626e\u6f14\u4e86\u91cd\u8981\u7684\u89d2\u8272\uff0c\u5728\u6559\u80b2\u7684\u5834\u57df\u4e2d\uff0c\u4e5f\u6709\u8a31\u591a\u7814\u7a76\u8005\u5011\uff0c\u8a66\u8457\u900f\u904e\u4e86\u89e3\u5b78\u751f\u7684\u57fa\u672c\u60c5\u7dd2\u4ee5\u53ca\u5b78\u696d\u6709\u95dc\u7684\u60c5\u7dd2\uff0c\u8a66\u5716\u4e86\u89e3\u5b78\u751f\u5011\u7684\u5b78\u7fd2\u9700\u6c42\u3002\u5728\u5c11\u5b50\u5316\u7684\u4eca\u65e5\uff0c\u300c\u500b\u4eba\u5316\u5b78\u7fd2 (personalized learning)\u300d\u9019\u500b\u6982\u5ff5\u7684\u51fa\u73fe\uff0c\u518d\u52a0\u4e0a\u76ee\u524dAI\u79d1\u6280\u7684\u767c\u5c55\uff0c\u900f\u904eAI\u8f14\u52a9\u4f86\u8fa8\u8b58\u5b78\u751f\u7684\u5b78\u7fd2\u60c5\u7dd2\uff0c\u4e5f\u6709\u52a9\u65bc\u63d0\u4f9b\u66f4\u52a0\u500b\u4eba\u5316\u7684\u5b78\u7fd2\u6307\u5f15\u3002<\/strong><\/span><\/p>\n

\u64b0\u6587\uff5c\u738b\u51a0\u4e91<\/strong><\/p>\n

\"\"
\u4f86\u6e90\uff1aMotionElements<\/figcaption><\/figure>\n

 <\/p>\n

\u591a\u6a21\u614b\u6a21\u578b\u5e36\u4f86\u7684\u65b0\u5951\u6a5f<\/strong><\/span><\/h6>\n

Yu\u7b49\u4eba (2025) \u767c\u8868\u7684\u6700\u65b0\u7814\u7a76\u4e2d\uff0c\u770b\u5230\u4e86\u4f7f\u7528\u591a\u6a21\u614b\u5927\u8a9e\u8a00\u6a21\u578b (Multimodal Large Language Model, MLLM) \u4f86\u9032\u884c\u81ea\u52d5\u60c5\u7dd2\u8fa8\u8b58 (Automated Emotion Recognition, AER) \u7684\u53ef\u80fd\u6027\u3002\u81ea\u52d5\u60c5\u7dd2\u8fa8\u8b58\u5728\u6559\u80b2\u60c5\u5883\u4e0a\uff0c\u6307\u7684\u662f\u4f7f\u7528AI\u5de5\u5177\u4f86\u5354\u52a9\u5075\u6e2c\u6216\u662f\u56de\u61c9\u5b78\u7fd2\u8005\u7684\u60c5\u7dd2\uff0c\u4e26\u4e14\u4ee5\u6b64\u4f5c\u70ba\u6253\u9020\u500b\u4eba\u5316\u5b78\u7fd2\u7684\u91cd\u8981\u53c3\u8003\u4e4b\u4e00\u3002\u6709\u4e00\u6d3e\u7684\u7814\u7a76\u5c08\u6ce8\u65bc\u8fa8\u8b58\u5fc3\u7406\u5b78\u5bb6\u5011\u6240\u63d0\u51fa\u7684\u57fa\u672c\u60c5\u7dd2\uff0c\u4f8b\u5982\u958b\u5fc3\u3001\u751f\u6c23\u3001\u9a5a\u8a1d\u7b49\u7b49\uff0c\u6709\u4e00\u6d3e\u7684\u7814\u7a76\u5247\u662f\u7279\u5316\u65bc\u8fa8\u8b58\u8207\u5b78\u7fd2\u6709\u95dc\u7684\u60c5\u7dd2\uff0c\u4f8b\u5982\u56f0\u60d1\u3001\u5c08\u6ce8\u7b49\u7b49\u3002\u4e0d\u904e\uff0c\u904e\u53bb\u7684AI\u5de5\u5177\u5728\u9032\u884c\u8fa8\u8b58\u7684\u6642\u5019\uff0c\u5177\u6709\u67d0\u4e9b\u6280\u8853\u4e0a\u7684\u9650\u5236\u3002\u6280\u8853\u4e0a\u4e26\u4e0d\u662f\u771f\u7684\u80fd\u61c9\u7528\u5728\u5be6\u52d9\u7684\u6559\u80b2\u5834\u57df\uff0c\u4e14\u904e\u53bb\u6a5f\u5668\u5b78\u7fd2\u6216\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\uff0c\u9084\u662f\u5982\u540c\u300c\u9ed1\u76d2\u5b50\u300d\u4e00\u822c\uff0c\u4e26\u4e0d\u80fd\u8b93\u4f7f\u7528\u8005\u7406\u89e3AI\u662f\u4f9d\u9760\u4ec0\u9ebc\u4f86\u8fa8\u8b58\u5b78\u7fd2\u7d19\u7684\u60c5\u7dd2\uff0c\u6b64\u5916\uff0c\u4e5f\u5c1a\u672a\u6709\u5f88\u5177\u6709\u5283\u6642\u4ee3\u7684\u7814\u7a76\u6216\u767c\u660e\uff0c\u771f\u7684\u80fd\u975e\u5e38\u5177\u6709\u5373\u6642\u6027\u7684\u5728\u6559\u80b2\u7528\u7684\u61c9\u7528\u7a0b\u5f0f\u88e1\u9762\uff0c\u5c0e\u5165\u81ea\u52d5\u60c5\u7dd2\u8fa8\u8b58\u529f\u80fd\u3002<\/p>\n

\u7d9c\u89bd\u76ee\u524dAER\u6280\u8853\u5728\u6559\u80b2\u9818\u57df\u6240\u9047\u5230\u7684\u74f6\u9838\uff0cYu\u7b49\u4eba (2025) \u5728\u8ad6\u6587\u4e2d\u6307\u51fa\uff0c\u76ee\u524d\u591a\u6578\u7684\u904e\u53bb\u7814\u7a76\uff0c\u5728\u6a21\u578b\u8a13\u7df4\u65b9\u9762\uff0c\u9ad8\u5ea6\u4f9d\u8cf4\u5927\u898f\u6a21\u3001\u9ad8\u54c1\u8cea\u8981\u6c42\u3001\u4e14\u9700\u8981\u5df2\u7d93\u88ab\u6a19\u7c64\u7684\u8cc7\u6599\u5eab\uff0c\u6240\u4ee5\u6703\u8b93\u6574\u500bAI\u61c9\u7528\u7814\u7a76\u8b8a\u5f97\u975e\u5e38\u66e0\u65e5\u5ee2\u6642\uff0c\u4f46\u5982\u679c\u4f7f\u7528MLLM\u6280\u8853\uff0c\u5728\u5927\u8a9e\u8a00\u6a21\u578b\u7684\u8a13\u7df4\u968e\u6bb5\uff0c\u672c\u8eab\u65e9\u5df2\u7d93\u53d7\u904e\u5927\u91cf\u8cc7\u6599\u7684\u8a13\u7df4\u3002\u518d\u8005\uff0c\u904e\u5f80\u7814\u7a76\u548c\u6a21\u578b\u7f3a\u767c\u5f48\u6027\uff0c\u4e26\u4e14\u5728\u61c9\u7528\u6642\u53ef\u80fd\u4e5f\u6703\u96e3\u4ee5\u7279\u5316\u5230\u7279\u5b9a\u9818\u57df\uff0c\u4f46MLLM\u7684\u53ef\u8f49\u79fb\u6027\u76f8\u5c0d\u8f03\u9ad8\u3002\u800c\u76ee\u524d\u5927\u8a9e\u8a00\u6a21\u578b\u7684\u767c\u5c55\u9084\u6b63\u5728\u840c\u82bd\uff0c\u61c9\u7528\u65bc\u6559\u80b2\u9818\u57df\u7684\u5c1a\u672a\u6709\u76f8\u7576\u5b8c\u6574\u4e14\u8c50\u5bcc\u7814\u7a76\uff0c\u56e0\u6b64\uff0c\u975e\u5e38\u503c\u5f97\u4f7f\u7528\u65b0\u7684\u6280\u8853\u4f86\u9032\u884c\u521d\u6b65\u5617\u8a66\u3002<\/p>\n

 <\/p>\n

\u904b\u7528Gemini<\/strong>\u7684\u591a\u6a21\u614b\u6a21\u578b\u5230\u4e94\u500b\u6700\u5927\u7684\u60c5\u7dd2\u8cc7\u6599\u5eab<\/strong><\/span><\/h6>\n

\u65bc\u662fYu\u7b49\u4eba (2025) \u4f7f\u7528\u4e86\u5728\u9032\u884c\u7814\u7a76\u6642\uff0cGoogle\u6700\u65b0\u91cb\u51fa\u7684Gemini\u591a\u6a21\u614b\u7684\u7248\u672c\uff0c\u61c9\u7528\u5728CK+\u3001FER-2013\u3001RAF-DB\u3001OL-SFED\u3001DAIiSEE\u9019\u4e94\u500b\u8cc7\u6599\u5eab\u3002\u9019\u4e9b\u8cc7\u6599\u5eab\u5305\u542b\u4e86\u8a31\u591a\u5df2\u7d93\u88ab\u9032\u884c\u6a19\u8a3b\u7684\u4eba\u985e\u81c9\u90e8\u8868\u60c5\uff0c\u524d\u4e09\u500b\u8cc7\u6599\u5eab\u4ee5\u57fa\u672c\u60c5\u7dd2\u70ba\u4e3b\uff0c\u5305\u542b\u751f\u6c23\u3001\u5641\u5fc3\u3001\u5bb3\u6015\u3001\u958b\u5fc3\u3001\u9a5a\u8a1d\u7b49\u7b49\uff0c\u5f8c\u5169\u500b\u8cc7\u6599\u5eab\u5247\u662f\u5c08\u6ce8\u5728\u5b78\u7fd2\u6709\u95dc\u7684\u60c5\u7dd2\uff0c\u5305\u542b\u4eab\u53d7 (enjoyment)\u3001\u56f0\u60d1 (confusion)\u3001\u75b2\u7d2f (fatigue)\u3001\u5206\u5fc3 (distraction)\u3001\u7121\u804a (boredom)\u3001\u5c08\u6ce8 (engagement) \u7b49\u7b49\uff0c\u9019\u4e9b\u8cc7\u6599\u5eab\u6700\u5927\u578b\u7684\u751a\u81f3\u5305\u542b\u4e86\u8d85\u904e3\u842c\u5f35\u5716\u7247\uff0c\u6709\u76f8\u7576\u8c50\u5bcc\u7684\u8cc7\u6599\u3002\u4e0d\u904e\uff0c\u70ba\u4e86\u9032\u884c\u8de8\u8cc7\u6599\u5eab\u7684\u6bd4\u8f03\uff0c\u6240\u4ee5\u7814\u7a76\u8005\u4e5f\u5206\u5225\u5f9e\u9019\u4e94\u500b\u8cc7\u6599\u5eab\u4e2d\u96a8\u6a5f\u62bd\u53d6\u4e86\u90e8\u5206\u7684\u8cc7\u6599\uff0c\u8b93\u53ef\u4f9b\u8a13\u7df4\u7684\u7167\u7247\u6578\u91cf\u53d6\u5f97\u5e73\u8861\uff0c\u5982\u6b64\u4e00\u4f86\u624d\u80fd\u907f\u514d\u6389\u8cc7\u6e90\u898f\u6a21\u4e0d\u540c\u800c\u7522\u751f\u7684\u8aa4\u5dee\u3002<\/p>\n

Yu\u7b49\u4eba (2025) \u7684\u7814\u7a76\u9078\u5b9a\u4e86\u4f7f\u7528Google\u7684Gemini\u9032\u884c\u6e2c\u8a66\uff0c\u6240\u4ee5\u4ed6\u5011\u4e5f\u53c3\u8003\u4e86Google\u5b98\u65b9\u64b0\u5beb\u63d0\u793a\u8a5e (prompt) \u7684\u6307\u5357\u66f8\uff0c\u4e26\u4e14\u4e5f\u53c3\u8003\u4e86\u904e\u5f80\u7814\u7a76\u5728\u63d0\u793a\u8a5e\u65b9\u9762\u7684\u898b\u89e3\u3002\u5c07\u63d0\u793a\u8a5e\u7684\u8a2d\u8a08\u5206\u4e8610\u6bb5\u4e0d\u540c\u7684\u6210\u5206\uff0c\u5f9e\u63d0\u4f9b\u660e\u78ba\u4e14\u5177\u9ad4\u7684\u6307\u793a\u958b\u59cb\uff0c\u4e26\u4e14\u63d0\u4f9b\u5c11\u91cf\u4f8b\u5b50\u3001\u6307\u5b9a\u89d2\u8272\u3001\u6dfb\u52a0\u8108\u7d61\u8cc7\u8a0a\u7b49\u7b49\uff0c\u8b93\u63d0\u793a\u8a5e\u7684\u8a2d\u8a08\u8b8a\u5f97\u66f4\u52a0\u5408\u7406\u3002\u800c\u6709\u95dc\u60c5\u7dd2\u8fa8\u8b58\u7684\u90e8\u5206\uff0c\u4e5f\u5957\u7528\u4e86\u5fc3\u7406\u5b78\u5bb6Willcox\u6240\u63d0\u51fa\u7684\u300c\u60c5\u7dd2\u4e4b\u8f2a (Feeling Wheel)\u300d\uff0c\u5c07\u76f8\u95dc\u7684\u60c5\u7dd2\u5316\u7d04\u5230\u8cc7\u6599\u5eab\u4e2d\u7684\u5e7e\u7a2e\u5df2\u88ab\u6a19\u7c64\u7684\u60c5\u7dd2\u4e2d\uff0c\u9019\u6a23\u6bd4\u8f03\u6709\u52a9\u65bc\u4ee5LLM\u7684\u63d0\u793a\u8a5e\u4f86\u7406\u89e3\u4e26\u5206\u985e\u3002<\/p>\n

 <\/p>\n

Gemini<\/strong>\u7684\u6b63\u78ba\u7387\u4ee5\u53ca\u672a\u4f86\u53ef\u80fd\u767c\u5c55<\/strong><\/p>\n

Yu\u7b49\u4eba (2025) \u7684\u7814\u7a76\u7d50\u679c\u6307\u51fa\uff0cGemini\u5728\u4e94\u5927\u8cc7\u6599\u5eab\u4e2d\u5206\u985e\u4e0d\u540c\u60c5\u7dd2\u7684\u6b63\u78ba\u7387\u4ecb\u65bc56%\u523077%\u4e4b\u9593\uff0c\u8868\u73fe\u8f03\u597d\u7684\u5169\u500b\u8cc7\u6599\u5eab\u662fCK+\u4ee5\u53caRAF-DB\uff0c\u5206\u5225\u662f77%\u4ee5\u53ca67%\u3002\u4e14\u82e5\u53ea\u9032\u884c\u4e8c\u5143\u5206\u985e\uff0c\u5373\u53ea\u5206\u8fa8\u6b63\u5411\u60c5\u7dd2\u4ee5\u53ca\u8ca0\u5411\u60c5\u7dd2\u7684\u8a71\uff0c\u5728CK+\u8cc7\u6599\u5eab\u751a\u81f3\u53ef\u4ee5\u9ad8\u905496%\u3002<\/p>\n

\u7136\u800c\uff0c\u9019\u6a23\u7684\u7d50\u679c\u4e26\u6c92\u6709\u6bd4\u904e\u5f80\u7684\u7814\u7a76\u9084\u8981\u5177\u5099\u66f4\u597d\u7684\u6b63\u78ba\u7387\uff0cYu\u7b49\u4eba (2025) \u4e5f\u5728\u8ad6\u6587\u4e2d\u6bd4\u8f03\u4e86\u904e\u5f80\u4f7f\u7528\u6df1\u5ea6\u5b78\u7fd2\u6216\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u7814\u7a76\u7684\u6e96\u78ba\u7387\uff0c\u4ee5\u505a\u7814\u7a76\u7576\u4e0b\u6642\u9593\u9ede\u7684Gemini\u8868\u73fe\u800c\u8a00\uff0c\u5c1a\u672a\u6709\u8d85\u8d8a\u7d93\u5178\u6a5f\u5668\u5b78\u7fd2\u6216\u6df1\u5ea6\u5b78\u7fd2\u7684\u6210\u679c\u3002\u4f46\u904e\u5f80\u7814\u7a76\u4ee5\u53ca\u5c0d\u65bcGemini\u800c\u8a00\uff0c\u8cc7\u6599\u5eab\u88e1\u9762\u7684\u8cc7\u6599\u8d8a\u662f\u5728\u53d7\u5230\u63a7\u5236\u7684\u5be6\u9a57\u5ba4\u74b0\u5883\u4e0b\u6240\u6536\u96c6\u5230\u7684\u8cc7\u6599\uff0c\u5c0d\u65bc\u6a21\u578b\u800c\u8a00\u66f4\u80fd\u5920\u6e05\u695a\u7684\u8fa8\u8b58\uff0c\u4e5f\u5c31\u8d8a\u80fd\u5920\u64c1\u6709\u66f4\u9ad8\u7684\u6e96\u78ba\u7387\uff0c\u5c31\u50cfCK+\u8cc7\u6599\u5eab\uff0c\u88e1\u9762\u7684\u81c9\u90e8\u8868\u60c5\u5716\u7247\u662f\u5728\u5be6\u9a57\u5ba4\u63a7\u5236\u7684\u74b0\u5883\u4e0b\u6536\u96c6\u800c\u5f97\u3002<\/p>\n

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 <\/p>\n

\n

\u53c3\u8003\u6587\u737b<\/strong><\/p>\n

    \n
  1. Yu, S., Androsov, A., & Yan, H. (2025). Exploring the prospects of multimodal large language models for Automated Emotion Recognition in education: Insights from Gemini. Computers & Education, 232, 105307.<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

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