{"id":7385,"date":"2025-10-15T10:57:00","date_gmt":"2025-10-15T10:57:00","guid":{"rendered":"https:\/\/paperpal.com\/blog\/?p=7385"},"modified":"2026-03-17T09:33:00","modified_gmt":"2026-03-17T09:33:00","slug":"ai-hallucinations-types-causes-and-how-to-avoid-them-in-academic-writing","status":"publish","type":"post","link":"https:\/\/paperpal.cn\/zh\/blog\/academic-writing-guides\/ai-hallucinations-types-causes-and-how-to-avoid-them-in-academic-writing","title":{"rendered":"\u4ec0\u4e48\u662fAI\u5e7b\u89c9\uff1a\u7c7b\u578b\u3001\u6210\u56e0\u53ca\u5982\u4f55\u5728\u5b66\u672f\u5199\u4f5c\u4e2d\u907f\u514d"},"content":{"rendered":"\n<p>AI\u5e7b\u89c9\u51e0\u4e4e\u4e0d\u53ef\u907f\u514d\u3002\u4f60\u5728\u4f7f\u7528AI\u8f85\u52a9\u5b66\u672f\u5199\u4f5c\u65f6\uff0c\u53ef\u80fd\u5df2\u7ecf\u4eb2\u8eab\u9047\u5230\u8fc7\u8fd9\u79cd\u60c5\u51b5\uff1a\u5f53\u4f60\u8ba9AI\u603b\u7ed3\u4e00\u7bc7\u8bba\u6587\u6216\u56de\u7b54\u4e00\u4e2a\u6280\u672f\u6027\u95ee\u9898\u65f6\uff0c\u5b83\u7ed9\u51fa\u7684\u56de\u7b54\u542c\u8d77\u6765\u5341\u5206\u51fa\u8272\u2014\u2014\u8bed\u6c14\u81ea\u4fe1\u3001\u63aa\u8f9e\u7cbe\u51c6\uff0c\u751a\u81f3\u8fde\u5f15\u7528\u683c\u5f0f\u90fd\u770b\u8d77\u6765\u65e0\u53ef\u6311\u5254\u3002\u4f46\u5f53\u4f60\u4ed4\u7ec6\u6838\u67e5\u540e\u5374\u4f1a\u53d1\u73b0\uff0c\u5176\u4e2d\u90e8\u5206\u88ab\u5f15\u7528\u7684\u7814\u7a76\u5176\u5b9e\u5e76\u4e0d\u5b58\u5728\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u9519\u8bef\u5f88\u5bb9\u6613\u5728\u4e0d\u77e5\u4e0d\u89c9\u4e2d\u6df7\u5165\u4f60\u7684\u7a3f\u4ef6\u4e2d\uff0c\u9020\u6210\u4fe1\u606f\u5931\u771f\uff0c\u751a\u81f3\u5e26\u6765\u4e25\u91cd\u7684\u5b66\u672f\u4fe1\u8a89\u98ce\u9669\u3002\u968f\u7740\u8d8a\u6765\u8d8a\u591a\u7684\u5b66\u8005\u5728\u8bba\u6587\u5199\u4f5c\u4e2d\u4f7f\u7528AI\uff0c\u7406\u89e3\u4ec0\u4e48\u662fAI\u5e7b\u89c9\u3001\u5b83\u4e3a\u4f55\u4f1a\u51fa\u73b0\uff0c\u4ee5\u53ca\u5982\u4f55\u4ee5\u8d1f\u8d23\u4efb\u7684\u65b9\u5f0f\u5c06AI\u878d\u5165\u79d1\u7814\u5199\u4f5c\uff0c\u5df2\u53d8\u5f97\u5c24\u4e3a\u5173\u952e\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"%25e4%25bb%2580%25e4%25b9%2588%25e6%2598%25afai%25e5%25b9%25bb%25e8%25a7%2589\">\u4ec0\u4e48\u662fAI\u5e7b\u89c9\uff1f<\/h2>\n\n\n<p>\u5f53\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u751f\u6210\u7684\u5185\u5bb9\u770b\u4f3c\u53ef\u4fe1\uff0c\u4f46\u5b9e\u9645\u4e0a\u5374\u662f\u9519\u8bef\u7684\u3001\u5177\u6709\u8bef\u5bfc\u6027\u7684\u3001\u88ab\u626d\u66f2\u7684\uff0c\u751a\u81f3\u662f\u5b8c\u5168\u634f\u9020\u7684\u5185\u5bb9\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0 AI \u5e7b\u89c9\u3002\u8fd9\u7c7b\u95ee\u9898\u65e2\u53ef\u80fd\u662f\u8f83\u8f7b\u5fae\u7684\u9519\u8bef\uff0c\u4f8b\u5982\u65e5\u671f\u4e0d\u51c6\u786e\uff0c\u4e5f\u53ef\u80fd\u662f\u4e25\u91cd\u7684\u634f\u9020\u884c\u4e3a\uff0c\u6bd4\u5982\u5f15\u7528\u4e86\u6839\u672c\u4e0d\u5b58\u5728\u7684\u6587\u732e\u3002<\/p>\n\n\n\n<p>\u52a0\u62ff\u5927\u5fc3\u7406\u5b66\u4f1a\uff08Canadian Psychological Association\uff09\u65d7\u4e0b\u671f\u520a Mind Pad \u53d1\u8868\u7684<a href=\"https:\/\/www.psypost.org\/chatgpt-hallucinates-fake-but-plausible-scientific-citations-at-a-staggering-rate-study-finds\/?utm_source=chatgpt.com\">\u4e00\u9879\u7814\u7a76<\/a>\u6307\u51fa\uff0cChatGPT \u4f1a\u4f7f\u7528\u771f\u5b9e\u7814\u7a76\u4eba\u5458\u7684\u59d3\u540d\u3001\u770b\u8d77\u6765\u975e\u5e38\u4e13\u4e1a\u7684\u671f\u520a\u540d\u79f0\uff0c\u4ee5\u53ca\u683c\u5f0f\u5b8c\u5168\u6b63\u786e\u7684 DOI\u3002\u8fd9\u79cd\u201c\u9ad8\u5ea6\u62df\u771f\u201d\u7684\u8868\u73b0\uff0c\u4f7f\u5f97\u5f15\u7528\u9519\u8bef\u53d8\u5f97\u6781\u96be\u8bc6\u522b\uff0c\u5927\u5927\u589e\u52a0\u4e86\u672a\u7ecf\u6838\u5b9e\u7684 AI \u5185\u5bb9\u5728\u4e0d\u77e5\u4e0d\u89c9\u4e2d\u88ab\u5199\u5165\u8bba\u6587\u7684\u98ce\u9669\u2014\u2014\u800c\u8fd9\u79cd\u98ce\u9669\u5728\u5b66\u672f\u573a\u666f\u4e2d\u662f\u4e0d\u53ef\u63a5\u53d7\u7684\u3002\u6b63\u56e0\u5982\u6b64\uff0c\u5305\u62ec ChatGPT \u5728\u5185\u7684\u4e3b\u6d41 AI \u516c\u53f8\u90fd\u4f1a\u5728\u4ea7\u54c1\u4e2d\u660e\u786e\u63d0\u793a\u5176\u8f93\u51fa\u5185\u5bb9\u53ef\u80fd\u5b58\u5728\u4e0d\u51c6\u786e\u4e4b\u5904\uff0c\u5e76\u63d0\u9192\u7528\u6237\u5bf9\u5173\u952e\u4fe1\u606f\u8fdb\u884c\u6838\u67e5\u4e0e\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"903\" height=\"114\" src=\"https:\/\/pp-blog.paperpal.com\/wp-content\/uploads\/2025\/10\/image-6.png\" alt=\"\" class=\"wp-image-7387\" srcset=\"https:\/\/paperpal.cn\/zh\/blog\/wp-content\/uploads\/2025\/10\/image-6.png 903w, https:\/\/paperpal.cn\/zh\/blog\/wp-content\/uploads\/2025\/10\/image-6-300x38.png 300w, https:\/\/paperpal.cn\/zh\/blog\/wp-content\/uploads\/2025\/10\/image-6-768x97.png 768w, https:\/\/paperpal.cn\/zh\/blog\/wp-content\/uploads\/2025\/10\/image-6-585x74.png 585w\" sizes=\"(max-width: 903px) 100vw, 903px\" \/><\/figure>\n\n\n\n<p>\u4f46 AI \u5e7b\u89c9\u8fd9\u4e00\u95ee\u9898\u7a76\u7adf\u6709\u591a\u666e\u904d\uff1f<a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC11681264\/\">\u4e00\u9879\u53d1\u8868\u4e8e 2024 \u5e74\u3001\u9488\u5bf9 ChatGPT \u7684 AI \u5e7b\u89c9\u53d1\u751f\u9891\u7387\u7684\u7814\u7a76\u53d1\u73b0<\/a>\uff1a\u5728\u751f\u6210\u7684 178 \u6761\u53c2\u8003\u6587\u732e\u4e2d\uff0c\u6709 28 \u6761\u65e0\u6cd5\u68c0\u7d22\u5230\uff0c\u53e6\u6709 69 \u6761\u5e76\u975e\u6570\u5b57\u5bf9\u8c61\u552f\u4e00\u6807\u8bc6\u7b26\uff08DOI\uff09\u3002\u4e0d\u8fc7\uff0c\u5355\u4e00\u7814\u7a76\u5e76\u4e0d\u80fd\u4ee3\u8868\u5168\u90e8\u4e8b\u5b9e\u3002\u5c3d\u7ba1\u5927\u578b\u8bed\u8a00\u6a21\u578b\u786e\u5b9e\u53ef\u80fd\u751f\u6210\u9519\u8bef\u4fe1\u606f\uff0c\u4f46\u8fd9\u7c7b\u9519\u8bef\u51fa\u73b0\u7684\u9891\u7387\u672c\u8eab\u5374\u96be\u4ee5\u7cbe\u786e\u9884\u6d4b\u3002<a href=\"https:\/\/drainpipe.io\/the-reality-of-ai-hallucinations-in-2025\/\">AI \u5e7b\u89c9\u7684\u53d1\u751f\u7387\u4f1a\u53d7\u5230\u591a\u79cd\u56e0\u7d20\u5f71\u54cd<\/a>\uff0c\u5305\u62ec\u6240\u4f7f\u7528\u7684\u6a21\u578b\u7c7b\u578b\u3001\u5177\u4f53\u5e94\u7528\u9886\u57df\uff08\u4f8b\u5982\u533b\u7597\u5065\u5eb7\uff09\uff0c\u4ee5\u53ca\u4efb\u52a1\u672c\u8eab\u7684\u590d\u6742\u7a0b\u5ea6\uff08\u5982\u591a\u6b65\u9aa4\u6307\u4ee4\uff09\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"%25e5%25ad%25a6%25e6%259c%25af%25e5%2586%2599%25e4%25bd%259c%25e4%25b8%25ad%25e7%259a%2584ai%25e5%25b9%25bb%25e8%25a7%2589\">\u5b66\u672f\u5199\u4f5c\u4e2d\u7684AI\u5e7b\u89c9<\/h2>\n\n\n<p>\u5728\u5b66\u672f\u573a\u666f\u4e2d\uff0cAI\u5e7b\u89c9\u7684\u5371\u5bb3\u5c24\u4e3a\u4e25\u91cd\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ef\u80fd\u626d\u66f2\u8bc1\u636e\u3001\u4f20\u64ad\u9519\u8bef\u4fe1\u606f\uff0c\u5e76\u524a\u5f31\u5b66\u672f\u8bda\u4fe1\u3002\u4e0b\u8868\u6982\u8ff0\u4e86\u5728\u79d1\u7814\u4e0e\u5199\u4f5c\u8fc7\u7a0b\u4e2d\u6700\u5e38\u89c1\u3001\u4e14\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u51e0\u7c7bAI\u5e7b\u89c9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><div class=\"pcrstb-wrap\"><table class=\"has-fixed-layout\"><tbody><tr><td>AI\u5e7b\u89c9\u7c7b\u578b<\/td><td><strong>\u91ca\u4e49<\/strong>&nbsp;<\/td><td>AI\u5e7b\u89c9\u793a\u4f8b<\/td><\/tr><tr><td>\u865a\u6784\u7684\u6587\u732e\u5f15\u7528<\/td><td>\u5f53AI\u751f\u6210\u4e86\u5b9e\u9645\u4e0a\u5e76\u4e0d\u5b58\u5728\u7684\u53c2\u8003\u6587\u732e\u3001\u7814\u7a76\u8005\u59d3\u540d\u6216\u7814\u7a76\u6210\u679c\uff0c\u4f46\u5176\u5448\u73b0\u5f62\u5f0f\u5374\u770b\u8d77\u6765\u5b8c\u5168\u771f\u5b9e\u3001\u5408\u4e4e\u89c4\u8303\u65f6\u3002<\/td><td>AI\u5f15\u7528\u4e86\u4e00\u4e2a\u5e76\u4e0d\u5b58\u5728\u7684 2019 \u5e74\u300aNature\u300b\u8bba\u6587\uff0c\u4f7f\u7528\u4e86\u771f\u5b9e\u4f5c\u8005\u7684\u59d3\u540d\uff0c\u5374\u914d\u4e0a\u4e86\u865a\u5047\u7684 DOI\u3002<\/td><\/tr><tr><td>\u9519\u8bef\u7684\u6570\u636e\u89e3\u8bfb\uff0c\u5305\u62ec\u8fc7\u5ea6\u7b80\u5316\u6216\u8fc7\u5ea6\u6982\u62ec<\/td><td>\u5f53AI\u5bf9\u6570\u636e\u3001\u7edf\u8ba1\u7ed3\u679c\u6216\u5b9e\u9a8c\u7ed3\u8bba\u8fdb\u884c\u9519\u8bef\u8868\u8ff0\uff0c\u6216\u7ed9\u51fa\u4e0d\u51c6\u786e\u7684\u603b\u7ed3\u65f6\u3002<\/td><td>AI \u58f0\u79f0\u67d0\u9879\u7814\u7a76\u663e\u793a\u6210\u529f\u7387\u4e3a70%\uff0c\u800c\u5b9e\u9645\u4e0a\u7814\u7a76\u7ed3\u679c\u7ed9\u51fa\u7684\u533a\u95f4\u662f66%\u201379%\u3002<\/td><\/tr><tr><td>\u4e8b\u5b9e\u6027\u9519\u8bef\u4e0e\u65f6\u95f4\u4e0a\u7684\u4e0d\u4e00\u81f4<\/td><td>\u5f53AI\u751f\u6210\u4e86\u4e0e\u4e8b\u5b9e\u4e0d\u7b26\u7684\u7ec6\u8282\uff0c\u6216\u6df7\u6dc6\u4e86\u5730\u70b9\u3001\u4e8b\u4ef6\u4e0e\u65f6\u95f4\u7ebf\u76f8\u5173\u7684\u4fe1\u606f\u65f6\u3002<\/td><td>\u4f8b\u5982\u5c06\u591a\u4f26\u591a\u5217\u4e3a\u52a0\u62ff\u5927\u7684\u9996\u90fd\uff0c\u6216\u628a\u4eba\u7c7b\u767b\u6708\u65f6\u95f4\u9519\u8bef\u5730\u5199\u62101968\u5e74\uff0c\u800c\u975e\u5b9e\u9645\u76841969\u5e74\u3002<\/td><\/tr><tr><td>\u6709\u5bb3\u7684\u9519\u8bef\u4fe1\u606f<\/td><td>\u5f53AI\u5728\u4f26\u7406\u3001\u533b\u7597\u6216\u6cd5\u5f8b\u7b49\u654f\u611f\u9886\u57df\u7ed9\u51fa\u4e0d\u51c6\u786e\u6216\u8fc7\u5ea6\u7b80\u5316\u7684\u4fe1\u606f\uff0c\u5e76\u53ef\u80fd\u56e0\u6b64\u5e26\u6765\u5371\u9669\u6216\u4e0d\u826f\u540e\u679c\u65f6\u3002<\/td><td>\u4f8b\u5982\uff0cAI\u53ef\u80fd\u4f1a\u9519\u8bef\u5730\u8ba4\u4e3a\u53e3\u5934\u5408\u540c\u5728\u4efb\u4f55\u60c5\u51b5\u4e0b\u90fd\u5177\u6709\u6cd5\u5f8b\u6548\u529b\uff0c\u6216\u5bf9\u533b\u7597\u95ee\u9898\u7ed9\u51fa\u4e0d\u6b63\u786e\u7684\u5224\u65ad\u4e0e\u5efa\u8bae\u3002<\/td><\/tr><tr><td>\u4e0d\u5408\u903b\u8f91\u6216\u6beb\u65e0\u610f\u4e49\u7684\u8f93\u51fa<\/td><td>\u5f53 AI \u751f\u6210\u4e0e\u63d0\u793a\u65e0\u5173\u3001\u903b\u8f91\u6df7\u4e71\u6216\u660e\u663e\u4e0d\u5408\u5e38\u7406\u7684\u5185\u5bb9\u65f6\u3002<\/td><td>&nbsp;<\/td><\/tr><\/tbody><\/table><\/div><\/figure>\n\n\n\n<p>\u4e4d\u4e00\u770b\uff0c\u4e0a\u8ff0\u793a\u4f8b\u4f3c\u4e4e\u53ea\u662f\u4e00\u4e9b\u5c0f\u95ee\u9898\uff0c\u4f46\u5728\u5b66\u672f\u73af\u5883\u4e2d\uff0c\u54ea\u6015\u662f\u7ec6\u5fae\u7684\u4e0d\u51c6\u786e\uff0c\u4e5f\u53ef\u80fd\u5f15\u53d1\u67e5\u91cd\u6216\u6284\u88ad\u8b66\u544a\u3001\u8bba\u6587\u64a4\u7a3f\u98ce\u9669\uff0c\u751a\u81f3\u635f\u5bb3\u7814\u7a76\u7684\u53ef\u4fe1\u5ea6\u3002\u968f\u7740\u8d8a\u6765\u8d8a\u591a\u7684\u5b66\u751f\u548c\u7814\u7a76\u8005\u5c06 AI \u7eb3\u5165\u65e5\u5e38\u79d1\u7814\u4e0e\u5199\u4f5c\u6d41\u7a0b\uff0c\u7406\u89e3\u8fd9\u4e9b\u9519\u8bef\u4ea7\u751f\u7684\u539f\u56e0\u5c31\u663e\u5f97\u5c24\u4e3a\u91cd\u8981&nbsp;<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"ai-%25e5%25b9%25bb%25e8%25a7%2589%25e4%25b8%25ba%25e4%25bb%2580%25e4%25b9%2588%25e4%25bc%259a%25e5%258f%2591%25e7%2594%259f\">AI \u5e7b\u89c9\u4e3a\u4ec0\u4e48\u4f1a\u53d1\u751f\uff1f<\/h2>\n\n\n<p><strong>1. \u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u7f3a\u53e3\u4e0e\u504f\u5dee<\/strong><\/p>\n\n\n\n<p>AI 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href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC11681264\/\">\u201c\u96ea\u7403\u6548\u5e94\u201d<\/a>\u3002&nbsp;<\/p>\n\n\n\n<p><strong>2. 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AI \u8bbe\u8ba1\u4e0a\u7684\u5c40\u9650\uff1a\u7f3a\u4e4f\u4e8b\u5b9e\u6838\u67e5\u673a\u5236<\/strong>&nbsp;<\/p>\n\n\n\n<p>\u751f\u6210\u5f0fAI\u6280\u672f\u672c\u8eab\u5e76\u4e0d\u662f\u4e3a\u4e86\u533a\u5206\u4e8b\u5b9e\u4e0e\u865a\u6784\u800c\u8bbe\u8ba1\u7684\u3002\u5373\u4fbf\u662f\u50cfChatGPT-5\u8fd9\u6837\u66f4\u5148\u8fdb\u7684\u6a21\u578b\uff0c\u4e5f\u5e76\u4e0d\u5177\u5907\u5185\u7f6e\u7684\u4e8b\u5b9e\u6838\u67e5\u673a\u5236\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u7531\u4e8e\u7b97\u6cd5\u7684\u6838\u5fc3\u903b\u8f91\u662f\u57fa\u4e8e\u201c\u9884\u6d4b\u201d\uff0c\u5373\u4f7f\u6a21\u578b\u53ea\u4f7f\u7528\u5b8c\u5168\u51c6\u786e\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ecd\u7136\u6709\u53ef\u80fd\u751f\u6210\u4e0d\u6b63\u786e\u7684\u7ed3\u8bba\u3002\u4ece\u672c\u8d28\u4e0a\u770b\uff0c\u751f\u6210\u5f0fAI\u7684\u8f93\u51fa\u59cb\u7ec8\u5b58\u5728\u51fa\u73b0\u7ec6\u5fae\u5374\u5173\u952e\u6027\u9519\u8bef\u7684\u98ce\u9669\u3002<\/p>\n\n\n<h2 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class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528\u4e3a\u5b66\u672f\u573a\u666f\u8bbe\u8ba1\u7684\u5de5\u5177\uff1a<\/strong>\u4f18\u5148\u9009\u62e9\u4e13\u4e3a\u79d1\u7814\u6253\u9020\u3001\u5f3a\u8c03\u900f\u660e\u6027\u3001\u6570\u636e\u5b89\u5168\u548c\u51c6\u786e\u6027\u7684AI\u5de5\u5177\u3002\u4f8b\u5982 Paperpal \u4f1a\u6e05\u6670\u6807\u6ce8AI\u8f85\u52a9\u5185\u5bb9\uff0c\u5e76\u4e14\u4ece\u4e0d\u5c06\u7528\u6237\u6570\u636e\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u3002<\/li>\n<\/ol>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li><strong>\u9075\u5faa\u6240\u5728\u673a\u6784\u7684 AI 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