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96%\u3002\u5176\u7c21\u55ae\u6027\u4f7f\u5b83\u5011\u9069\u5408\u8cc7\u6e90\u53d7\u9650\u7684\u74b0\u5883\u3002<\/p>\n<p>\u5fae\u8abf\u7684\u8f49\u63db\u5668\u6a21\u578b\uff0c\u5982 DistilBERT\u3001RoBERTa \u6216 DeBERTa\uff0c\u4ee5\u63a5\u8fd1 99.6% \u7684\u7cbe\u78ba\u5ea6\u5075\u6e2c\u653b\u64ca\u800c\u812b\u7a4e\u800c\u51fa\u3002\u9019\u4e9b\u66f4\u8907\u96dc\u7684\u6a21\u578b\u80fd\u7d30\u7dfb\u5206\u6790\u6587\u5b57\u542b\u7fa9\uff0c\u4e26\u4ee5\u9ad8\u53ef\u9760\u6027\u8b58\u5225\u64cd\u7e31\u5617\u8a66\u3002\u5b83\u5011\u7684\u4e3b\u8981\u7f3a\u9ede\u5728\u65bc\u8a08\u7b97\u6210\u672c\u8f03\u9ad8\uff0c\u53ef\u80fd\u9650\u5236\u5176\u5728\u9700\u8981\u5feb\u901f\u56de\u61c9\u7684\u7cfb\u7d71\u4e2d\u7684\u90e8\u7f72\u3002<\/p>\n<p>\u5c08\u9580\u8a2d\u8a08\u7528\u65bc\u5075\u6e2c\u63d0\u793a\u6ce8\u5165\u7684\u6a21\u578b\u986f\u793a\u51fa\u597d\u58de\u53c3\u534a\u7684\u7d50\u679c\u3002\u5118\u7ba1\u5b83\u5011\u91dd\u5c0d\u6b64\u4efb\u52d9\u9032\u884c\u4e86\u512a\u5316\uff0c\u4f46\u5176\u5075\u6e2c\u7387\u901a\u5e38\u8f03\u4f4e\uff0c\u53ec\u56de\u7387\u5206\u6578\u6709\u6642\u4f4e\u65bc 25%\u3002\u9019\u610f\u5473\u7740\u5b83\u5011\u6703\u932f\u904e\u5927\u91cf\u653b\u64ca\uff0c\u5f9e\u800c\u964d\u4f4e\u5176\u5be6\u969b\u7528\u9014\u3002<\/p>\n<p>\u6700\u5f8c\uff0c\u901a\u7528\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff0c\u5982 gpt-5-nano\uff0c\u4e5f\u53ef\u7528\u65bc\u5075\u6e2c\u9019\u4e9b\u653b\u64ca\u3002\u5b83\u5011\u7684\u7cbe\u78ba\u5ea6\u70ba 84%\uff0c\u53ec\u56de\u7387\u70ba 71%\uff0c\u5728\u6548\u80fd\u548c\u591a\u529f\u80fd\u6027\u4e4b\u9593\u63d0\u4f9b\u4e86\u826f\u597d\u7684\u5e73\u8861\u3002\u5b83\u5011\u7684\u512a\u52e2\u5728\u65bc\u80fd\u5920\u9069\u61c9\u4e0d\u540c\u985e\u578b\u7684\u67e5\u8a62\uff0c\u800c\u7121\u9700\u7279\u5b9a\u7684\u8a13\u7df4\u3002<\/p>\n<p>\u9019\u9805\u5206\u6790\u986f\u793a\uff0c\u6c92\u6709\u4efb\u4f55\u4e00\u7a2e\u65b9\u6cd5\u5728\u6240\u6709\u60c5\u5883\u4e0b\u90fd\u512a\u65bc\u5176\u4ed6\u65b9\u6cd5\u3002\u50b3\u7d71\u5206\u985e\u5668\u9069\u5408\u8f15\u91cf\u7d1a\u7cfb\u7d71\uff0c\u800c\u5fae\u8abf\u7684\u8f49\u63db\u5668\u6a21\u578b\u5728\u7cbe\u78ba\u5ea6\u512a\u5148\u65bc\u901f\u5ea6\u7684\u5834\u5408\u8868\u73fe\u512a\u7570\u3002\u5c08\u9580\u6a21\u578b\u96d6\u7136\u524d\u666f\u5149\u660e\uff0c\u4f46\u4ecd\u9700\u6539\u9032\u624d\u80fd\u8207\u5176\u4ed6\u65b9\u6cd5\u7af6\u722d\u3002\u81f3\u65bc\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff0c\u5b83\u5011\u63d0\u4f9b\u4e86\u4e00\u500b\u9748\u6d3b\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u4f46\u5176\u90e8\u7f72\u53d6\u6c7a\u65bc\u6280\u8853\u9650\u5236\u548c\u7279\u5b9a\u9700\u6c42\u3002<\/p>\n<p>&#8220;`<\/p>\n<hr>\n<h2>Bases documentaires<\/h2>\n<h3>Rapport de r\u00e9f\u00e9rence<\/h3>\n<p><strong>DOI\u00a0:<\/strong> <a href=\"https:\/\/doi.org\/10.1007\/s10207-026-01264-8\" target=\"_blank\">https:\/\/doi.org\/10.1007\/s10207-026-01264-8<\/a><\/p>\n<p><strong>Titre\u00a0:<\/strong> Comparative evaluation of machine learning methods for protecting LLMs from prompt injection attacks<\/p>\n<p><strong>Revue : <\/strong> International Journal of Information Security<\/p>\n<p><strong>\u00c9diteur : <\/strong> Springer Science and Business Media LLC<\/p>\n<p><strong>Auteurs : <\/strong> Nazarii Dzhaliuk; Dmytro Sabodashko; Volodymyr Khoma; Yuriy Khoma; Viktor Kolchenko; Michal Podpora<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#8220;`html \u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u66f4\u597d\u5730\u4fdd\u8b77\u4eba\u5de5\u667a\u6167\u514d\u53d7\u63d0\u793a\u6ce8\u5165\u653b\u64ca \u73fe\u4ee3\u4eba\u5de5\u667a\u6167\uff0c\u5c24\u5176\u662f\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff0c\u8d8a&hellip; <a 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