{"id":23197,"date":"2024-06-21T17:22:10","date_gmt":"2024-06-21T09:22:10","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=23197"},"modified":"2024-06-26T18:28:57","modified_gmt":"2024-06-26T10:28:57","slug":"ai%e5%8f%88%e4%b8%8d%e6%98%af%e7%9c%9f%e7%9a%84%e4%ba%ba%ef%bc%8c%e7%82%ba%e4%bb%80%e9%ba%bc%e6%9c%83%e6%9c%89%e5%81%8f%e8%a6%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=23197","title":{"rendered":"AI\u53c8\u4e0d\u662f\u771f\u7684\u4eba\uff0c\u70ba\u4ec0\u9ebc\u6703\u6709\u504f\u898b\uff1f"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p>\u6587\/\u694a\u5b8f\u6587(Hubert)<\/p>\n\n\n\n<p>\u66fe\u7d93\u5354\u52a9Google\u6253\u9020\u641c\u5c0b\u53ca\u4eba\u5de5\u667a\u6167\u696d\u52d9\u5718\u968a\u7684\u7d04\u7ff0\uff0e\u8a79\u5357\u5fb7\u96f7\u4e9e (John Giannandrea) \u8868\u793a\uff1a\u8207\u5176\u64d4\u5fc3AI\u6dd8\u6c70\u4eba\u985e\uff0c\u4e0d\u5982\u5148\u64d4\u5fc3\u6709\u504f\u898b\u7684AI\u5e36\u4f86\u7684\u793e\u6703\u96b1\u6182\u3002<\/p>\n\n\n\n<p>\u90a3\u9ebc\uff0c\u4ec0\u9ebc\u662f\u6709\u504f\u898b\u7684AI\u5462\uff1f<\/p>\n\n\n\n<p>\u8acb\u4f60\u5148\u6253\u958bChatGPT, Gemini, Copilot\u6216Claude\uff0c\u7d66\u4ed6\u4f60\u7684\u540d\u5b57\uff0c\u554f\u554f\u4ed6\u77e5\u4e0d\u77e5\u9053\u9019\u500b\u540d\u5b57\u662f\u4ec0\u9ebc\u8077\u696d\uff1f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-us.googleusercontent.com\/docsz\/AD_4nXdcbSX2u_GX2BWFofdtPxjQeAzrPlJ9rTUYfhcyjsoDGy0pnfSUvzp2cATgZa18hwhGFFshDuMIAoy69-5tzN4xz40JCnJ_K_gdLX-ZguYGZ3bxyjNrieILeGtzk3vLxkCGPmJ_OA4AnYBcPpV6c_sK3w8S?key=D7s6lCM6WKwxJZiSyaFrcg\" alt=\"\"\/><\/figure>\n\n\n\n<p>AI\u5224\u65b7Irene\u662f\u4e00\u4f4d\u5973\u6027\uff0c\u53ef\u80fd\u662f\u6559\u80b2\u5de5\u4f5c\u8005\u3001\u5065\u5eb7\u7167\u9867\u5c08\u696d\u4eba\u54e1\u3001\u85dd\u8853\u5bb6\u6216\u8a2d\u8a08\u5e2b\uff1bHubert\u5247\u662f\u6280\u8853\u5c08\u696d\u4eba\u54e1\u3001\u5546\u696d\u7ba1\u7406\u8005\u3001\u8b1b\u5e2b\u6216\u57f9\u8a13\u5e2b\u3002\u5148\u4e0d\u8ad6\u662f\u5426\u6e96\u78ba\uff0c\u6211\u5011\u53ef\u4ee5\u5148\u63a2\u8a0e\u300c\u70ba\u4ec0\u9ebcAI\u6703\u505a\u9019\u6a23\u7684\u731c\u6e2c\u5462\uff1f\u300d<\/p>\n\n\n\n<p>\u8b93\u6211\u5011\u518d\u770b\u5e7e\u500b\u7d93\u5178\u7684\u6848\u4f8b\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>2016\u5e74\u7684AI\u9078\u7f8e\u4e8b\u4ef6\uff0c\u6a5f\u5668\u4eba\u53ea\u611b\u767d\u4eba<\/strong><\/p>\n\n\n\n<p>2016\u5e748\u6708Youth Laboratories\u4e3b\u8fa6\u4e86\u4e00\u5834\u5225\u958b\u751f\u9762\u7684\u7dda\u4e0a\u9078\u7f8e\u5927\u6703\uff0c\u9019\u5834\u9078\u7f8e\u6703\u6700\u7279\u5225\u7684\u7126\u9ede\u662f\uff0c\u63a1\u7528\u4e94\u4f4dAI\u6a5f\u5668\u4eba\u7576\u8a55\u5be9\uff0c\u8a34\u6c42AI\u5177\u6709\u5ba2\u89c0\u5be9\u7f8e\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u9078\u51fa\u4e16\u754c\u4e0a\u6700\u6f02\u4eae\u7684\u4eba\u3002\u7d50\u679c\u5438\u5f15\u4e86\u8fd1100\u500b\u570b\u5bb6\u516d\u5343\u591a\u4f4d\u7f8e\u5973\u5bc4\u7167\u7247\u53bb\u53c3\u8cfd\u3002\u7576\u7d50\u679c\u51fa\u7210\uff0c\u5f15\u8d77\u4e00\u7247\u8b41\u7136\uff0c\u56e0\u70ba44\u4f4d\u8d0f\u5bb6\u7576\u4e2d\u5e7e\u4e4e\u4e00\u9762\u5012\u7684\u90fd\u662f\u767d\u4eba\u3002<\/p>\n\n\n\n<p>\u5118\u7ba1\u7814\u767c\u5718\u968a\u5805\u7a31\uff0c\u6c92\u6709\u4ee5\u819a\u8272\u4f5c\u70ba\u8a55\u5206\u7684\u6a19\u6e96\uff0c\u4e0d\u904e\u4e8b\u5be6\u64fa\u5728\u773c\u524d\uff0c\u90a3\u53c8\u662f\u4ec0\u9ebc\u539f\u56e0\u5c0e\u81f4\u9019\u500b\u7d50\u679c\u5462\uff1f\u6709\u5b78\u8005\u6307\u51fa\u300c\u5373\u4f7f\u4ed6\u5011\u5ba3\u7a31\u662f\u7531\u6f14\u7b97\u6a5f\u5236\u5728\u4e3b\u5c0e\uff0c\u4f46\u7562\u7adf\u662f\u4eba\u985e\u8a2d\u8a08\u51fa\u4f86\u7684\uff0c\u672c\u8cea\u4e0a\u9084\u662f\u4eba\u985e\u5728\u505a\u601d\u8003\u300d\u3002\u56e0\u6b64\u8a31\u591a\u4eba\u6279\u8a55\uff0c\u8a2d\u8a08\u5be9\u7f8eAI\u6f14\u7b97\u6cd5\u7684\u5c08\u5bb6\uff0c\u5167\u5fc3\u53ef\u80fd\u5b58\u5728\u6839\u6df1\u67e2\u56fa\u7684\u500b\u4eba\u504f\u898b\uff0c\u6240\u4ee5\u5c31\u7b97\u8a55\u5224\u6a5f\u5236\u8868\u9762\u4e2d\u7acb\u5ba2\u89c0\uff0c\u771f\u5be6\u8a08\u7b97\u5f8c\u9084\u662f\u6703\u628a\u539f\u5275\u8005\u7684\u60f3\u6cd5\u9084\u539f\u4e26\u653e\u5927\u3002<\/p>\n\n\n\n<p>\u4e3b\u8fa6\u55ae\u4f4dYouth Laboratories\u7684\u9996\u5e2d\u79d1\u5b78\u5bb6Alex Zhavoronkov\u5247\u8868\u793a\uff0c\u300c\u6211\u5c0d\u7d50\u679c\u5927\u611f\u610f\u5916\u300d\u300c\u4f46\u4e3b\u8981\u554f\u984c\u5728\u65bc\uff0c\u9019\u6b21\u7528\u4f86\u5efa\u7acb\u6f14\u7b97\u6a5f\u5236\u7684\u8cc7\u6599\u5305\u542b\u7684\u6709\u8272\u4eba\u7a2e\u4e0d\u8db3\u3002\u300d<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u7f8e\u570b\u7528AI\u5354\u52a9\u6cd5\u5b98\u91cf\u5211\uff0c\u537b\u5c0d\u975e\u88d4\u4eba\u58eb\u8cbc\u4e0a\u9ad8\u98a8\u96aa\u6a19\u7c64<\/strong><\/p>\n\n\n\n<p>COMPAS (Correctional Offender Management Profiling for Alternative Sanctions) 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class=\"has-medium-font-size\"><strong>\u4e0d\u8981\u904e\u65bc\u76f8\u4fe1\u51b0\u51b7\u6578\u64da\u990a\u51fa\u4f86\u7684AI<\/strong><\/p>\n\n\n\n<p>\u6211\u60f3\uff0c\u4f60\u5927\u6982\u77e5\u9053\u6211\u8981\u8868\u9054\u4ec0\u9ebc\u4e86\uff01AI\u7684\u80fd\u529b\u6709\u4e00\u5927\u90e8\u5206\u662f\u4f86\u81ea\u65bc\u300c\u76e3\u7763\u5f0f\u5b78\u7fd2\u300d\u3002\u63db\u8a00\u4e4b\uff0c\u4ed6\u662f\u6839\u64da\u4ed6\u6240\u770b\u904e\u7684\u6578\u64da\u8cc7\u6599\u4f86\u505a\u63a8\u8ad6\uff0c\u9019\u8ddf\u4eba\u985e\u7684\u884c\u70ba\u662f\u4e00\u6a21\u4e00\u6a23\u3002\u4f46\u662f\u4eba\u985e\u5728\u505a\u9032\u4e00\u6b65\u63a8\u8ad6\u6642\uff0c\u6703\u4fdd\u6301\u8b66\u89ba\u5fc3\uff0c\u907f\u514d\u9444\u4e0b\u5927\u932f\uff0c\u4f46AI\u53ef\u80fd\u4e0d\u6703\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff1a\u5982\u679c\u554f\u4f60\u300cBob\u548cJane\u8ab0\u6bd4\u8f03\u6703\u5beb\u7a0b\u5f0f\u300d\u300cJohn\u548cMary\u8ab0\u6bd4\u8f03\u6703\u716e\u83dc\u300d\u300c\u5c0f\u5077\u6bd4\u8f03\u53ef\u80fd\u662fJames\u9084\u662fEmily\u300d\uff0c\u4f60\u5927\u6982\u90fd\u4e0d\u6562\u56de\u7b54\u3002\u4f46\u662fAI\u53ef\u80fd\u6703\u8aaa\u300cBob\u9019\u500b\u7537\u6027\u540d\u5b57\uff0c\u4ed6\u53ef\u80fd\u6bd4Jane\u66f4\u6709\u6a5f\u6703\u63a5\u89f8\u5230\u96fb\u8166\u548c\u79d1\u6280\u9818\u57df\uff0c\u56e0\u6b64\u66f4\u6709\u53ef\u80fd\u5b78\u7fd2\u5beb\u7a0b\u5f0f\u300d\u300c\u6709Mary\u9019\u500b\u5973\u6027\u540d\u5b57\u7684\u4eba\uff0c\u53ef\u80fd\u6bd4John\u9019\u500b\u7537\u6027\u540d\u5b57\u7684\u4eba\u66f4\u64c5\u9577\u716e\u83dc\u3002\u300d<\/p>\n\n\n\n<p>\u6709\u4e00\u53e5\u8a71\u8aaa\u5f97\u5f88\u597d\u300c\u53d7\u6c61\u67d3\u7684\u8cc7\u6599\uff0c\u5fc5\u7136\u7522\u751f\u88ab\u6c61\u67d3\u7684\u7d50\u679c\u300d\u300cGarbage in, garbage out\u300d\uff0cAI\u6a21\u578b\u662f\u4eba\u5275\u9020\u51fa\u4f86\u7684\uff0c\u5c0e\u81f4AI\u4e5f\u6709\u523b\u677f\u5370\u8c61\uff0c\u4ed6\u4e5f\u6703\u5e36\u8457\u6709\u8272\u773c\u93e1\u770b\u4eba\u3002\u5982\u679c\u6211\u5011\u4e00\u6627\u76f8\u4fe1\u5e36\u6709\u504f\u898b\u7684AI\u63d0\u4f9b\u7d66\u6211\u5011\u7684\u8cc7\u8a0a\uff0c\u53ef\u80fd\u6703\u4e0d\u77e5\u4e0d\u89ba\u9593\u6210\u70ba\u7a2e\u65cf\u6b67\u8996\u548c\u6027\u5225\u6b67\u8996\u7684\u5e6b\u5147\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u8b93\u6211\u5011\u9032\u4e00\u6b65\u4e86\u89e3AI\u7684\u504f\u898b<\/strong><\/p>\n\n\n\n<p>\u7dad\u57fa\u767e\u79d1\u4e0a\u5c0dAI\u504f\u898b\u7684\u8aaa\u6cd5\uff0c\u5f88\u503c\u5f97\u53c3\u8003\u3002<\/p>\n\n\n\n<p>\u5927\u591a\u6578\u4eba\u90fd\u8a8d\u70baAI\u6f14\u7b97\u6cd5\u6240\u8a08\u7b97\u51fa\u4f86\u7684\u7d50\u679c\u662f\u4e2d\u7acb\u4e14\u5ba2\u89c0\u7684\uff0c\u4f46\u5be6\u969b\u4e0a\u9019\u662f\u4e00\u7a2e\u932f\u8aa4\u7684\u8ff7\u601d\uff0cAI\u6f14\u7b97\u6cd5\u6703\u56e0\u70ba\u8a31\u591a\u539f\u56e0\u5c0e\u81f4\u7d50\u679c\u7522\u751f\u504f\u8aa4\u3001\u504f\u898b\u3002\u4f8b\u5982\uff1a\u300c\u8a13\u7df4AI\u7684\u8cc7\u6599\u5eab\u5167\u5bb9\u672c\u8eab\u6709\u6240\u504f\u8aa4\u3001\u8cc7\u6599\u4e0d\u5468\u5168\u672a\u6db5\u84cb\u6240\u6709\u53ef\u80fd\u7684\u7bc4\u570d\u3001\u9593\u63a5\u8cc7\u6599\u7121\u6cd5\u4ee3\u8868\u6240\u6b32\u8a08\u7b97\u7684\u8cc7\u8a0a\u3001\u6709\u76ee\u7684\u6027\u7684\u64cd\u4f5c\u4f7fAI\u7684\u904b\u4f5c\u51fa\u7684\u7d50\u679c\u7522\u751f\u6709\u610f\u7684\u504f\u8aa4&#8230;\u7b49\u7b49\u3002\u300d\u800c\u7576\u4eba\u5011\u8a8d\u70ba\u4f7f\u7528AI\u6240\u8a08\u7b97\u51fa\u7684\u7d50\u679c\u662f\u5ba2\u89c0\u4e2d\u7acb\u6642\uff0c\u5c07\u53ef\u80fd\u5c0e\u81f4\u5ffd\u7565AI\u7522\u751f\u7684\u7d50\u679c\u5167\u4f9d\u820a\u542b\u6709\u504f\u898b\u53ca\u504f\u5dee\uff0c\u4f7f\u5f31\u52e2\u65cf\u7fa4\u3001\u5718\u9ad4\u9677\u5165\u66f4\u52a0\u4e0d\u5229\u7684\u8655\u5883\u3002<\/p>\n\n\n\n<p>\u8fd1\u5e7e\u5e74\uff0c\u8a31\u591a\u570b\u5916\u5927\u516c\u53f8\u5168\u529b\u767c\u5c55AI LLM(\u5927\u8a9e\u8a00\u6a21\u578b)\uff0c\u800c\u8a13\u7df4\u8a9e\u8a00\u6a21\u578b\u6642\u9700\u8981\u5927\u91cf\u7684\u6578\u64da\u8cc7\u6599\uff0c\u4ed6\u5011\u4f7f\u7528\u7684\u8cc7\u6599\u96c6\u5927\u90e8\u5206\u662f\u82f1\u6587\uff0c\u4f5450%\u4ee5\u4e0a\uff0c\u897f\u73ed\u7259\u6587\u5176\u6b21\uff0c\u7d04\u670930%\uff0c\u4e2d\u6587\u5927\u6982\u53ea\u67091%\uff0c\u5176\u4e2d\u53c8\u670990%\u662f\u7c21\u9ad4\u4e2d\u6587\uff0c\u9019\u5c31\u6703\u5c0e\u81f4\u4e00\u500b\u56b4\u91cd\u7684\u504f\u5dee\uff0cAI\u7528\u975e\u4e2d\u6587\u7684\u77e5\u8b58\u53ca\u908f\u8f2f\u5728\u7406\u89e3\u9019\u500b\u4e16\u754c\uff0c\u4e26\u5f71\u97ff\u6bcf\u4e00\u500b\u4f7f\u7528\u8005\uff0c\u6f38\u6f38\u7684\uff0c\u4e2d\u6587\u8207\u6587\u5316\u6703\u8d8a\u4f86\u8d8a\u5f31\u52e2\uff0c\u5c24\u5176\u662f\u7e41\u9ad4\u4e2d\u6587\u6240\u4ee3\u8868\u7684\u50b3\u7d71\u4e2d\u83ef\u6587\u5316\u6703\u9010\u6f38\u88ab\u5927\u5bb6\u907a\u5fd8\u3002\u7121\u602a\u4e4eGoogle\u53f0\u7063\u8463\u4e8b\u7e3d\u7d93\u7406\u7c21\u7acb\u5cf0\u8aac\uff1a\u300c\u6709\u80fd\u529b\u958b\u767cAI\u7684\u570b\u5bb6\uff0c\u6b63\u5728\u8b93\u6c92\u6709AI\u80fd\u529b\u7684\u570b\u5bb6\uff08\u6587\u5316\uff09\u6d88\u5931\u300d<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>AI\u6709\u54ea\u4e9b\u53ef\u80fd\u7684\u504f\u898b?<\/strong><\/p>\n\n\n\n<p>\u5305\u542b\u4ee5\u4e0b\u5e7e\u7a2e\u504f\u898b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6578\u64da\u504f\u898b (Data bias)\uff1a\u9019\u662f\u6700\u986f\u800c\u6613\u898b\u7684\u4e00\u7a2e\u504f\u5dee\u3002\u56e0\u70ba AI (LLM) \u7684\u8a13\u7df4\u6578\u64da\u662f\u4f86\u81ea\u65bc\u73fe\u5be6\u4e16\u754c\u7684\uff0c\u800c\u73fe\u5be6\u4e16\u754c\u672c\u8eab\u5c31\u5b58\u5728\u8457\u5404\u7a2e\u5404\u6a23\u7684\u504f\u898b\u3002<\/strong><\/li>\n<\/ol>\n\n\n\n<p>\u4f8b\u5982\uff1a\u7f8e\u570b\u570b\u5bb6\u6a19\u6e96\u8207\u6280\u8853\u7814\u7a76\u9662(NIST)\u505a\u904e\u4e00\u9805\u7814\u7a76\uff0c\u5982\u679c\u628a\u4e00\u4f4d\u975e\u88d4\u7f8e\u570b\u5973\u6027\u7684\u81c9\u653e\u9032\u5927\u578b\u8cc7\u6599\u5eab\u505a\u6bd4\u5c0d\uff0c\u8fa8\u8b58\u932f\u8aa4\u7684\u6a5f\u7387\u7279\u5225\u9ad8\uff1b\u5728\u67d0\u4e9b\u6848\u4f8b\u4e2d\uff0c\u975e\u88d4\u548c\u4e9e\u88d4\u7f8e\u570b\u4eba\u88ab\u932f\u8aa4\u8fa8\u8b58\u7684\u6a5f\u7387\uff0c\u6bd4\u767d\u4eba\u7537\u6027\u9ad8\u51fa100\u500d\u3002\u800c\u4e14\uff0c\u7121\u8ad6\u600e\u9ebc\u6e2c\u8a66\uff0c\u4e2d\u5e74\u767d\u4eba\u7537\u6027\u7684\u8fa8\u8b58\u6e96\u78ba\u7387\u90fd\u662f\u6700\u9ad8\u3002\u7a76\u5176\u539f\u56e0\uff0c\u62ff\u53bb\u7d66AI\u8a13\u7df4\u7684\u8cc7\u6599\u4e2d\uff0c\u7d55\u5927\u90e8\u5206\u90fd\u662f\u767d\u4eba\u7537\u6027\u7684\u7167\u7247\u3002\u4e5f\u5c31\u662f\u8aaa\uff0c\u53ea\u8981\u662f\u7f3a\u4e4f\u4ee3\u8868\u6027\u7684\u8a13\u7df4\u6578\u64da\uff0c\u5c31\u53ef\u80fd\u4f7f\u5f97\u7cfb\u7d71\u7121\u6cd5\u5c0d\u7279\u5b9a\u7fa4\u9ad4\u6216\u500b\u4eba\u505a\u51fa\u6e96\u78ba\u5224\u65b7\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li><strong>\u7b97\u6cd5\u504f\u898b (Algorithmic bias)\uff1aAI (LLM) \u7684\u7b97\u6cd5\u8a2d\u8a08\u4e5f\u53ef\u80fd\u5b58\u5728\u504f\u898b\u3002<\/strong><\/li>\n<\/ol>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5982\u679c\u4e00\u500bAI (LLM) \u7684\u7b97\u6cd5\u662f\u70ba\u4e86\u63d0\u9ad8\u6e96\u78ba\u7387\u800c\u8a2d\u8a08\u7684\uff0c\u90a3\u9ebc\u9019\u500bAI (LLM)\u5c31\u66f4\u6709\u53ef\u80fd\u504f\u5411\u65bc\u90a3\u4e9b\u5df2\u7d93\u88ab\u8b49\u5be6\u662f\u6b63\u78ba\u7684\u89c0\u9ede\uff0c\u800c\u5ffd\u7565\u90a3\u4e9b\u53ef\u80fd\u66f4\u5177\u5275\u65b0\u6027\u6216\u6311\u6230\u6027\u7684\u89c0\u9ede\u3002<\/p>\n\n\n\n<p>\u53c8\u5982\uff1a\u540c\u6a23\u4e00\u53e5\u8a71\u5728\u4e0d\u540c\u8a9e\u8a00\u4e2d\u7684Token\u6578\u5dee\u7570\u53ef\u80fd\u9054\u597d\u5e7e\u500d\u3002\u7576\u4f60\u5c0dAI\u4e0b\u4ee4\u300c\u5f9e\u9019\u4efd\u6578\u64da\u4e2d\u627e\u51fa\u7570\u5e38\u8cc7\u8a0a\u300d<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-us.googleusercontent.com\/docsz\/AD_4nXcwvPbr5eZXAjGcznsiaPrjlM140oarmAgeE4Seaxe_Iw-gxnzWa-uuapodTNYYWfpK0rmfWp0tHSjy6z61p71CqEZGqxGh9AwwWgSKhB2yzTl3U2QzQzEsthFdW4Dk3TWIBxL1nDFxPtXi6gcx2uUXLiD4?key=D7s6lCM6WKwxJZiSyaFrcg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u7528\u82f1\u6587\u8aaa\uff1a5\u500bToken<\/p>\n\n\n\n<p>\u7528\u897f\u73ed\u7259\u6587\u8aaa\uff1a9\u500bToken<\/p>\n\n\n\n<p>\u7528\u65e5\u6587\u8aaa\uff1a13\u500bToken<\/p>\n\n\n\n<p>\u7528\u97d3\u6587\u8aaa\uff1a15\u500bToken<\/p>\n\n\n\n<p>\u7528\u4e2d\u6587\u8aaa\uff1a20\u500bToken<\/p>\n\n\n\n<p>\u7528\u7dec\u7538\u6587\u8aaa\uff1a67\u500bToken<\/p>\n\n\n\n<p>\u4e0d\u540c\u8a9e\u8a00\u5929\u751f\u9593\u6709\u660e\u986f\u7684\u4e0d\u5e73\u7b49\uff0c\u56e0\u6b64\u8ddfAI\u8b1b\u7dec\u7538\u6587\uff0c\u8655\u7406\u901f\u5ea6\u6703\u6bd4\u8b1b\u82f1\u6587\u6162\u5f97\u591a\uff0c\u800c\u4ee5Token\u8a08\u50f9\u7684\u6e9d\u901a\u6210\u672c\uff0c\u4e5f\u6703\u662f\u82f1\u6587\u7684\u597d\u5e7e\u500d\u3002\u9019\u5c31\u4e0d\u5229\u65bcAI\u5728\u67d0\u4e9b\u8a9e\u8a00\u4e16\u754c\u4e2d\u7684\u5546\u696d\u61c9\u7528\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li><strong>\u4eba\u985e\u53cd\u994b\u548c\u4ea4\u4e92\u504f\u5dee (Interaction bias)\uff1a\u4eba\u985e\u5728\u8a13\u7df4\u548c\u4f7f\u7528AI\u7cfb\u7d71\u6642\u6703\u5e36\u5165\u81ea\u5df1\u7684\u504f\u898b\uff0c\u5f71\u97ff\u7cfb\u7d71\u7684\u884c\u70ba\u3002\u4eba\u6a5f\u4e92\u52d5\u904e\u7a0b\u4e2d\uff0c\u4f7f\u7528\u8005\u7684\u53cd\u994b\u53ef\u80fd\u4e5f\u6703\u52a0\u5f37\u548c\u5f37\u5316\u7cfb\u7d71\u539f\u6709\u7684\u504f\u898b\u3002<\/strong><\/li>\n<\/ol>\n\n\n\n<p>\u4f8b\u5982\uff1a\u5fae\u8edf\u57282016\u5e74\u524d\u63a8\u51fa\u4e00\u500b\u6a21\u64ec19\u6b72\u5e74\u8f15\u5973\u751f\u7684\u804a\u5929\u6a5f\u5668\u4ebaTay\uff0c\u5728\u793e\u7fa4\u5a92\u9ad4Twitter\u4e0a\u8ddf18~24 \u6b72\u7684\u9752\u5c11\u5e74\u4e92\u52d5\uff0c\u672c\u4f86\u662f\u5e0c\u671b\u5979\u53ef\u4ee5\u5728\u5c0d\u8a71\u4e2d\uff0c\u9010\u6f38\u5f62\u6210\u81ea\u5df1\u7684\u601d\u60df\u9ad4\u7cfb\u3002\u6c92\u60f3\u5230\u5979\u9047\u5230\u592a\u591a\u6559\u5979\u8b1b\u9ad2\u8a71\u7684\u5e74\u8f15\u4eba\uff0c\u5c0e\u81f4\u5979\u5f88\u5feb\u5b78\u58de\u4e86\uff0c\u9084\u8b1b\u51fa\u8a31\u591a\u7a2e\u65cf\u6b67\u8996\u7684\u4e0d\u7576\u8a00\u8ad6\uff0c\u5fae\u8edf\u53ea\u597d\u8d95\u5feb\u5c07\u5b83\u4e0b\u67b6\u8abf\u6574\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li><strong>\u7cfb\u7d71\u504f\u5dee (System bias)\uff1a\u73fe\u4ee3AI\u7cfb\u7d71\u901a\u5e38\u975e\u5e38\u8907\u96dc\uff0c\u96e3\u4ee5\u5fb9\u5e95\u7406\u89e3\u5176\u5167\u90e8\u904b\u4f5c\uff0c\u9019\u589e\u52a0\u4e86\u504f\u5dee\u7522\u751f\u7684\u53ef\u80fd\u6027\u3002<\/strong><\/li>\n<\/ol>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u8981\u5982\u4f55\u9010\u6b65\u6e1b\u5c11\u504f\u898b\uff1f<\/strong><\/p>\n\n\n\n<p>AI\u7e3d\u6703\u8d8a\u4f86\u8d8a\u9032\u6b65\uff0c\u53ea\u8981\u6211\u5011\u91cd\u8996\u9019\u500b\u504f\u898b\u7684\u554f\u984c\uff0c\u4e26\u63a1\u884c\u4ee5\u4e0b\u7684\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u591a\u5143\u5316\u548c\u5e73\u8861\u6578\u64da\u96c6\uff1a\u78ba\u4fdd\u8a13\u7df4\u6578\u64da\u5168\u9762\u4e14\u4ee3\u8868\u6027\u5f37\uff0c\u53ef\u4ee5\u6e1b\u5c11\u6578\u64da\u504f\u5dee\u3002<\/li>\n\n\n\n<li>\u900f\u660e\u548c\u53ef\u89e3\u91cb\u7684\u7cfb\u7d71\uff1a\u958b\u767c\u900f\u660e\u7684AI\u6a21\u578b\uff0c\u4f7f\u5176\u6c7a\u7b56\u904e\u7a0b\u53ef\u88ab\u8ffd\u8e64\u548c\u89e3\u91cb\u3002<\/li>\n\n\n\n<li>\u6301\u7e8c\u76e3\u63a7\u548c\u8a55\u4f30\uff1a\u5c0dAI\u7cfb\u7d71\u7684\u6c7a\u7b56\u7d50\u679c\u9032\u884c\u6301\u7e8c\u7684\u76e3\u63a7\u548c\u8a55\u4f30\uff0c\u78ba\u4fdd\u5176\u516c\u6b63\u6027\u3002<\/li>\n\n\n\n<li>\u591a\u5b78\u79d1\u8996\u89d2\u7684\u5408\u4f5c\uff1a\u5728AI\u7cfb\u7d71\u7684\u8a2d\u8a08\u548c\u958b\u767c\u904e\u7a0b\u4e2d\uff0c\u52a0\u5165\u4f86\u81ea\u4e0d\u540c\u80cc\u666f\u7684\u5c08\u5bb6\uff0c\u4ee5\u589e\u52a0\u8996\u89d2\u7684\u591a\u6a23\u6027\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6709\u4e00\u500b\u771f\u5be6\u7684\u6848\u4f8b\u53ef\u4ee5\u7d66\u5927\u5bb6\u53c3\u8003\uff0c\u4e5f\u4f5c\u70ba\u9019\u4e00\u7bc7\u6587\u7ae0\u7684\u7d50\u8a9e\u3002<\/p>\n\n\n\n<p>\u7f8e\u570b\u7cfb\u7d71\u696d\u8005\u904e\u53bb\u66fe\u7d93\u7814\u767c\u904e\u8a31\u591a\u72af\u7f6a\u9810\u6e2c\u7cfb\u7d71\uff0c\u4f46\u90fd\u5b58\u5728\u7a2e\u65cf\u504f\u898b\u30022022\u5e74\uff0c\u829d\u52a0\u54e5\u5927\u5b78\u548c\u8b66\u5bdf\u5408\u4f5c\u958b\u767c\u4e86\u4e00\u5957\u65b0\u578b\u7684\u6f14\u7b97\u6cd5\u6a21\u578b\uff0c\u9810\u6e2c\u4e00\u500b\u5730\u5340\u5728\u672a\u4f86\u4e00\u5468\u7684\u72af\u7f6a\u60c5\u6cc1\uff0c\u6e96\u78ba\u7387\u9ad8\u9054\u523090%\u3002\u6b64\u6a21\u578b\u5229\u7528\u66b4\u529b\u548c\u8ca1\u7522\u9019\u5169\u500b\u4e3b\u8981\u72af\u7f6a\u985e\u5225\u9032\u884c\u8a13\u7df4\u5728\u5957\u5165\u6d1b\u6749\u78ef\u3001\u8cbb\u57ce\u548c\u820a\u91d1\u5c71\u7b49\u57ce\u5e02\u7684\u72af\u7f6a\u6578\u64da\u5f8c\uff0c\u5176\u9810\u6e2c\u529b\u76f8\u7576\u51fa\u8272\u3002\u829d\u52a0\u54e5\u5927\u5b78\u7814\u7a76\u5718\u968a\u7684\u6a21\u578b\u4e4b\u6240\u4ee5\u6e96\u78ba\u7387\u5982\u6b64\u7684\u9ad8\uff0c\u662f\u56e0\u70ba\u4ed6\u5011\u4f7f\u7528\u4e86\u6210\u5343\u4e0a\u842c\u500b\u793e\u6703\u5b78\u6a21\u7d44\u8a08\u7b97\u7279\u5b9a\u6642\u9593\u548c\u7a7a\u9593\u7684\u72af\u7f6a\u98a8\u96aa\uff0c\u6240\u4ee5\u6709\u6548\u6392\u9664\u504f\u898b\u8207\u72f9\u9698\u56e0\u7d20\u4ee5\u63d0\u5347\u9810\u6e2c\u6e96\u78ba\u7387\u3002<\/p>\n\n\n\n<p>\u4ee5\u6b64\u6848\u4f8b\u8db3\u898b\uff0c\u900f\u904e\u63a1\u884c\u4e00\u4e9b\u4fee\u6b63\u7684\u7b56\u7565\uff0c\u6211\u5011\u53ef\u4ee5\u9010\u6b65\u6e1b\u5c11AI\u7cfb\u7d71\u4e2d\u7684\u504f\u898b\uff0c\u4f7f\u5176\u66f4\u52a0\u516c\u6b63\u548c\u53ef\u9760\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\">\u63a8\u85a6\u5b78\u7fd2\uff1a<a href=\"https:\/\/www.tibame.com\/offline\/ITS_AI?utm_source=blog&amp;utm_medium=post&amp;utm_campaign=tra_da_itsai_20240626\" title=\"https:\/\/www.tibame.com\/offline\/ITS_AI?utm_source=blog&amp;utm_medium=post&amp;utm_campaign=tra_da_itsai_20240626\">ITS AI\u4eba\u5de5\u667a\u6167\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed<\/a><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2024\/06\/20240515-ITS-AI\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed-V2_1200x630.jpg\" data-rel=\"penci-gallery-image-content\" ><img decoding=\"async\" width=\"1024\" height=\"537\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2024\/06\/20240515-ITS-AI\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed-V2_1200x630-1024x537.jpg\" alt=\"\" class=\"wp-image-23204\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/06\/20240515-ITS-AI\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed-V2_1200x630-1024x537.jpg 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/06\/20240515-ITS-AI\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed-V2_1200x630-300x157.jpg 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/06\/20240515-ITS-AI\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed-V2_1200x630-768x403.jpg 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/06\/20240515-ITS-AI\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed-V2_1200x630-1536x806.jpg 1536w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/06\/20240515-ITS-AI\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed-V2_1200x630-2048x1075.jpg 2048w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/06\/20240515-ITS-AI\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed-V2_1200x630-1920x1008.jpg 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/06\/20240515-ITS-AI\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed-V2_1200x630-1170x614.jpg 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/06\/20240515-ITS-AI\u570b\u969b\u8a8d\u8b49\u57f9\u8a13\u73ed-V2_1200x630-585x307.jpg 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><em>AI \u6d6a\u6f6e\u7684\u5d1b\u8d77\u6b63\u5728\u6539\u8b8a\u4f7f\u7528\u8005\u7684\u751f\u6d3b\u578b\u614b\uff0c\u767e\u5de5\u767e\u696d\u672a\u4f86\u90fd\u5c07\u5c0e\u5165 AI \u4eba\u5de5\u667a\u6167\uff0c\u63a8\u52d5\u7522\u696d\u5275\u65b0\u63d0\u5347\u751f\u7522\u529b\u3002\u672c\u8ab2\u7a0b\u5c07\u4ee5 AI \u6700\u65b0\u8da8\u52e2\u51fa\u767c\uff0c\u5f9e\u7406\u8ad6\u3001\u61c9\u7528\u6848\u4f8b\u5230\u5be6\u969b\u64cd\u4f5c\u751f\u6210\u5f0f AI \u61c9\u7528\u5de5\u5177\uff0c\u7406\u89e3 AI \u6280\u8853\u7684\u6f5b\u529b\u548c\u98a8\u96aa\uff0c\u5168\u9762\u63d0\u5347\u4f60\u7684 AI \u5c08\u696d\u80fd\u529b<\/em>\uff01<\/figcaption><\/figure>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.tibame.com\/offline\/ITS_AI?utm_source=blog&amp;utm_medium=post&amp;utm_campaign=tra_da_itsai_20240626\">ITS AI \u570b\u969b\u8a8d\u8b49<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u66fe\u7d93\u5354\u52a9Google\u6253\u9020\u641c\u5c0b\u53ca\u4eba\u5de5\u667a\u6167\u696d\u52d9\u5718\u968a\u7684\u7d04\u7ff0\uff0e\u8a79\u5357\u5fb7\u96f7\u4e9e (John Giannandrea) \u8868\u793a\uff1a\u8207\u5176\u64d4\u5fc3AI\u6dd8\u6c70\u4eba\u985e\uff0c\u4e0d\u5982\u5148\u64d4\u5fc3\u6709\u504f\u898b\u7684AI\u5e36\u4f86\u7684\u793e\u6703\u96b1\u6182\u3002<\/p>\n<p>\u90a3\u9ebc\uff0c\u4ec0\u9ebc\u662f\u6709\u504f\u898b\u7684AI\u5462\uff1f<\/p>\n<p>\u8acb\u4f60\u5148\u6253\u958bChatGPT, Gemini, Copilot\u6216Claude\uff0c\u7d66\u4ed6\u4f60\u7684\u540d\u5b57\uff0c\u554f\u554f\u4ed6\u77e5\u4e0d\u77e5\u9053\u9019\u500b\u540d\u5b57\u662f\u4ec0\u9ebc\u8077\u696d\uff1f<\/p>\n","protected":false},"author":25,"featured_media":23201,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[480,1196,173],"tags":[353,2069,2070,2071],"class_list":["post-23197","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","category-ai-","category-173","tag-353","tag-ai","tag-rai"],"aioseo_notices":[],"views":11995,"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/23197","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/users\/25"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=23197"}],"version-history":[{"count":5,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/23197\/revisions"}],"predecessor-version":[{"id":23223,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/23197\/revisions\/23223"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/media\/23201"}],"wp:attachment":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=23197"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=23197"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=23197"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}