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\u6846\u67b6\u80fd\u591f\u663e\u8457\u5730\u63d0\u5347\u6a21\u578b\u7684\u5b89\u5168\u6027\uff0c\u5c24\u5176\u662f\u5728\u9762\u5bf9\u8bad\u7ec3\u9886\u57df\u5916\u7684\u5371\u9669\u8f93\u5165\u548c\u8d8a\u72f1\u63d0\u793a\u7684\u65f6\u5019\uff0c\u80fd\u591f\u5728\u4e09\u4e2a\u4e0d\u540c\u5927\u5c0f\u7684\u6a21\u578b\u4e0a\u964d\u4f4e 9.6% \u7684\u5371\u9669\u7387\u3002\u540c\u65f6\uff0cSafeKey \u80fd\u591f\u5f88\u597d\u5730\u7ef4\u6301\u5927\u578b\u63a8\u7406\u6a21\u578b\u7684\u5404\u9879\u80fd\u529b\uff0c\u5305\u62ec\u6570\u5b66\u63a8\u7406\u3001\u4ee3\u7801\u548c\u8bed\u8a00\u7406\u89e3\uff0c\u5728\u8fd9\u4e9b\u6d4b\u8bd5\u96c6\u4e0a SafeKey \u53d6\u5f97\u4e86\u6bd4\u539f\u6a21\u578b\u9ad8 0.8% \u7684\u51c6\u786e\u7387\u3002\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u5206\u522b\u9a8c\u8bc1\u4e86\u672c\u6b21\u8bbe\u8ba1\u7684\u4e24\u4e2a\u4f18\u5316\u76ee\u6807\u7684\u6709\u6548\u6027\uff0c\u6bd4\u5982\u6a21\u578b\u88ab\u72ec\u81ea\u4f7f\u7528\u65f6\uff0c\u672c\u6b21\u6846\u67b6\u4e5f\u80fd\u63d0\u5347\u6a21\u578b\u7684\u5b89\u5168\u6027\u3002\u5176\u8fd8\u901a\u8fc7\u5b9e\u9a8c\u5206\u6790\u53d1\u73b0 SafeKey \u80fd\u591f\u63d0\u5347\u6a21\u578b\u5728\u751f\u6210\u5173\u952e\u53e5\u7684\u65f6\u5019\u5bf9\u81ea\u5df1\u7684\u590d\u8ff0\u4e0e\u7406\u89e3\u7684\u6ce8\u610f\u529b\u3002\u540c\u65f6\uff0c\u7814\u7a76\u56e2\u961f\u9a8c\u8bc1\u4e86\u53cc\u901a\u8def\u5b89\u5168\u5934\u7684\u635f\u5931\u51fd\u6570\u80fd\u8ba9\u6a21\u578b\u5b66\u5230\u66f4\u597d\u7684\u5b89\u5168\u8868\u5f81\uff0c\u4ece\u800c\u4f7f\u5b89\u5168\u5934\u66f4\u5bb9\u6613\u5b66\u4f1a\u6b63\u786e\u7684\u5b89\u5168\u5206\u7c7b\u3002\u603b\u7684\u6765\u8bf4\uff0cSafeKey \u65b9\u6cd5\u901a\u8fc7\u63d0\u5347\u6a21\u578b\u5185\u5728\u7684\u6ce8\u610f\u529b\u673a\u5236\u548c\u5b89\u5168\u8868\u5f81\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u5b89\u5168\u6027\u3002\u9884\u8ba1\u6b64\u6b21 SafeKey \u6846\u67b6\u80fd\u591f\u5e94\u7528\u5728\u5404\u79cd\u4e0d\u540c\u7684\u5927\u578b\u63a8\u7406\u6a21\u578b\u4e0a\uff0c\u5728\u51e0\u4e4e\u4e0d\u5f71\u54cd\u6a21\u578b\u80fd\u529b\u7684\u540c\u65f6\u63d0\u5347\u6a21\u578b\u7684\u5b89\u5168\u6027\uff0c\u5e76\u4e14\u7ee7\u7eed\u8f83\u5c11\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u56fe | \u5468\u51ef\u6587\uff08\u6765\u6e90\uff1a\u5468\u51ef\u6587\uff09\u4e0e\u6b64\u540c\u65f6\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0 SafeKey \u6a21\u578b\u5728\u591a\u8f6e\u5bf9\u8bdd\u653b\u51fb\u548c\u8fc7\u5ea6\u62d2\u7edd\u7684\u6d4b\u8bd5\u96c6\u4e0a\u4ecd\u6709\u8f83\u5927\u7684\u63d0\u5347\u7a7a\u95f4\u3002\u56e0\u6b64\uff0c\u672a\u6765\u4ed6\u4eec\u8ba1\u5212\u9488\u5bf9\u8fd9\u4e24\u70b9\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u63d0\u5347\u548c\u63a2\u7a76\u3002\u53c2\u8003\u8d44\u6599\uff1a\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2505.16186\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/safekeylrm.github.io\/\u590d\u73b0\u4ee3\u7801\uff1ahttps:\/\/github.com\/eric-ai-lab\/SafeKey\/\u6a21\u578b\uff1ahttps:\/\/huggingface.co\/collections\/kzhou35\/safekey-682e1fe29f845acd875c0c8c\u8fd0\u8425\/\u6392\u7248\uff1a\u4f55\u6668\u9f99","content":"<p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5927\u578b\u63a8\u7406\u6a21\u578b\uff08LRMs\uff09\u5728\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u65f6\u5c55\u73b0\u51fa\u7684\u5f3a\u5927\u80fd\u529b\u4ee4\u4eba\u60ca\u53f9\uff0c\u4f46\u5176\u80cc\u540e\u9690\u85cf\u7684\u5b89\u5168\u98ce\u9669\u540c\u6837\u4e0d\u5bb9\u5ffd\u89c6\u3002\u5982\u5728 SafeKey \u7814\u7a76\u56e2\u961f\u4e4b\u524d\u7684\u6a21\u578b\u8bc4\u4f30\u7c7b\u5de5\u4f5c\u4e2d\u63ed\u793a\u7684\uff0c\u5927\u578b\u63a8\u7406\u6a21\u578b\u5728\u9762\u5bf9\u6709\u5bb3\u67e5\u8be2\u548c\u5bf9\u6297\u6027\u653b\u51fb\u65f6\uff0c\u5b58\u5728\u663e\u8457\u7684\u5b89\u5168\u98ce\u9669\u3002\u540c\u65f6\u7684\u6a21\u578b\u63a8\u7406\u80fd\u529b\u8d8a\u5f3a\uff0c\u5176\u751f\u6210\u7684\u6709\u5bb3\u5185\u5bb9\u5c31\u53ef\u80fd\u8d8a\u5177\u8ff7\u60d1\u6027\u548c\u8bf4\u670d\u529b\uff0c\u8fd9\u6784\u6210\u4e86\u4e00\u4e2a\u4e25\u5cfb\u7684\u6311\u6218\u3002<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5c3d\u7ba1\u5b66\u672f\u754c\u5df2\u5c1d\u8bd5\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u6709\u6548\u5730\u63d0\u5347\u6a21\u578b\u5b89\u5168\uff0c\u4f46\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff0c\u76d1\u7763\u5fae\u8c03\u5728\u9762\u5bf9\u8bad\u7ec3\u6570\u636e\u9886\u57df\u5916\u7684\u5c42\u51fa\u4e0d\u7a77\u7684\u201c\u8d8a\u72f1\u201d\u653b\u51fb\u65f6\uff0c\u5f80\u5f80\u663e\u5f97\u6349\u895f\u89c1\u8098\uff0c\u6cdb\u5316\u80fd\u529b\u6709\u9650\u3002\u540c\u65f6\uff0c\u4e4b\u524d\u7684\u5de5\u4f5c\u6ca1\u6709\u5bf9\u5927\u578b\u63a8\u7406\u6a21\u578b\u7684\u5b89\u5168\u601d\u8003\u505a\u6df1\u5165\u7684\u5206\u6790\u5e76\u63ed\u793a\u5927\u6a21\u578b\u5b89\u5168\u601d\u8003\u7684\u601d\u7ef4\u6a21\u5f0f\uff0c\u4ee5\u8fdb\u884c\u9488\u5bf9\u6027\u7684\u63d0\u5347\u3002<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><div style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/6b0bebdd505d44a39ce16c491d2e305d~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250612110739674CB6E2842EFB1E2291&amp;x-expires=2147483647&amp;x-signature=ftVTcjt7%2FREheDI6dkm5mJlmRQE%3D\"\/>\uff08\u6765\u6e90\uff1a\u5468\u51ef\u6587\uff09<\/div><div style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u8fd1\u65e5\uff0c\u7f8e\u56fd\u52a0\u5dde\u5927\u5b66\u5723\u514b\u9c81\u5179\u5206\u6821\u535a\u58eb\u751f\u5468\u51ef\u6587\u548c\u6240\u5728\u56e2\u961f\u901a\u8fc7\u5bf9\u6a21\u578b\u63a8\u7406\u8fc7\u7a0b\u7684\u6df1\u5165\u5256\u6790\uff0c\u63ed\u793a\u4e86\u8fd9\u4e00\u5b89\u5168\u201c\u5931\u7075\u201d\u80cc\u540e\u7684\u5173\u952e\u673a\u5236\uff0c\u5e76\u636e\u6b64\u63d0\u51fa\u4e86\u521b\u65b0\u7684 SafeKey \u6846\u67b6\uff0c\u6210\u529f\u5728\u4e0d\u5f71\u54cd\u6a21\u578b\u6838\u5fc3\u80fd\u529b\u7684\u524d\u63d0\u4e0b\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u5176\u5b89\u5168\u7a33\u5065\u6027\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/e537211a6f8642dabdb0235afb44b657~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250612110739674CB6E2842EFB1E2291&amp;x-expires=2147483647&amp;x-signature=TVYg08%2F62R9FJEB2xDVBFHz6bYw%3D\"\/>\uff08\u6765\u6e90\uff1a\u5468\u51ef\u6587\uff09<\/div><div><br\/><a><\/a><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/d793720040b142bd8c85ea267739b568~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250612110739674CB6E2842EFB1E2291&amp;x-expires=2147483647&amp;x-signature=z6tX1JlgGHVcFBIX55GMIQ9QuN4%3D\"\/><a><\/a><p style=\"text-align: center;\"><span style=\"letter-spacing: 1px;\"><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u5927\u6a21\u578b\u5b89\u5168\u601d\u8003\u7684\u53cc\u91cd\u53d1\u73b0\uff1a\u201c\u5173\u952e\u53e5\u201d\u4e0e\u201c\u6c89\u7761\u7684\u5b89\u5168\u4fe1\u53f7\u201d<\/span><\/strong><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u7814\u7a76\u56e2\u961f\u5728\u63a2\u7a76\u6a21\u578b\u4e3a\u4f55\u4f1a\u201c\u8d8a\u72f1\u201d\u6210\u529f\u65f6\uff0c\u83b7\u5f97\u4e86\u4e24\u5927\u6838\u5fc3\u53d1\u73b0\uff1a<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">1.1\u201c\u5173\u952e\u53e5\u201d\u73b0\u8c61<\/span><\/strong><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u7814\u7a76\u56e2\u961f\u5728\u89c2\u5bdf\u5927\u578b\u63a8\u7406\u6a21\u578b\u7684\u8f93\u51fa\u7684\u65f6\u5019\uff0c\u53d1\u73b0\u4e86\u4e00\u4e2a\u666e\u904d\u7684\u56de\u7b54\u6a21\u5f0f\uff1a\u6a21\u578b\u5148\u4f1a\u5bf9\u95ee\u9898\u8fdb\u884c\u4e00\u6bb5\u7406\u89e3\u548c\u91cd\u8ff0\u7684\u8fc7\u7a0b\u3002\u800c\u7d27\u968f\u5176\u540e\u7684<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u7b2c\u4e00\u4e2a\u53e5\u5b50\uff0c<\/span><\/strong>\u5f80\u5f80\u76f4\u63a5\u51b3\u5b9a\u4e86\u6574\u4e2a\u56de\u7b54\u7684\u201c\u5b89\u5168\u8c03\u6027\u201d\u3002\u7814\u7a76\u56e2\u961f\u5c06\u5176\u547d\u540d\u4e3a<strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u201c\u5173\u952e\u53e5\u201d\u3002<\/span><\/strong>\u4e00\u4e2a\u5b89\u5168\u7684\u201c\u987f\u609f\u65f6\u523b\u201d\uff08Aha-moment\uff09\u80fd\u5426\u5728\u6b64\u65f6\u88ab\u89e6\u53d1\uff0c\u662f\u6a21\u578b\u8d70\u5411\u5b89\u5168\u56de\u7b54\u8fd8\u662f\u5371\u9669\u56de\u7b54\u7684\u5206\u6c34\u5cad\u3002<\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/f78edb35961c4b7b8babb71f238dd2dd~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250612110739674CB6E2842EFB1E2291&amp;x-expires=2147483647&amp;x-signature=R3ZUzqvHQGYZ13i%2BKsbFl8y0J4Q%3D\"\/>\uff08\u6765\u6e90\uff1a\u8d44\u6599\u56fe\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">1.2 \u6c89\u7761\u7684\u5b89\u5168\u4fe1\u53f7<\/span><\/strong><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u540c\u65f6\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0\u5bf9\u4e8e\u5f88\u591a\u201c\u8d8a\u72f1\u201d\u6210\u529f\u7684\u8d8a\u72f1\u63d0\u793a\u8bcd\uff0c\u5176\u80fd\u5f88\u8f7b\u6613\u5730\u4ece\u6a21\u578b\u5bf9\u63d0\u793a\u8bcd\u7684\u7406\u89e3\u548c\u91cd\u8ff0\u7684\u8fc7\u7a0b\u5224\u65ad\u51fa\u8fd9\u4e2a\u63d0\u793a\u8bcd\u662f\u4e0d\u5b89\u5168\u7684\u3002\u6a21\u578b\u672c\u8eab\u4e5f\u80fd\u663e\u5f0f\u5730\u6839\u636e\u81ea\u5df1\u5bf9\u63d0\u793a\u8bcd\u7684\u7406\u89e3\u548c\u91cd\u8ff0\u7684\u8fc7\u7a0b\u5224\u65ad\u51fa\u5927\u90e8\u5206\u63d0\u793a\u8bcd\u662f\u4e0d\u5b89\u5168\u7684\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u4f46\u662f\uff0c\u5728\u9762\u5bf9\u8d8a\u72f1\u63d0\u793a\u8bcd\u65f6\uff0c\u6a21\u578b\u5374\u6ca1\u80fd\u901a\u8fc7\u5b89\u5168\u987f\u609f\u65f6\u523b\u6fc0\u6d3b\u5b89\u5168\u601d\u8003\u3002\u8fd9\u8bf4\u660e\u9690\u85cf\u72b6\u6001\u5728\u5173\u952e\u53e5\u524d\u5df2\u643a\u5e26\u5f3a\u70c8\u7684\u5b89\u5168\u4fe1\u53f7\uff0c\u7136\u800c\uff0c\u5728\u56de\u7b54\u67e5\u8be2\u7684\u8fc7\u7a0b\u4e2d\uff0c\u8fd9\u4e2a\u5b9d\u8d35\u7684\u4fe1\u53f7\u5374\u201c\u6c89\u7761\u201d\u4e86\uff0c\u672a\u88ab\u540e\u7eed\u7684\u751f\u6210\u8fc7\u7a0b\u5145\u5206\u5229\u7528\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/a2cfcdf87d0d4e4ba05b41b1e26cf6ed~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250612110739674CB6E2842EFB1E2291&amp;x-expires=2147483647&amp;x-signature=mUgcZOydFIk45K%2Fi0F6GOX8al%2Fs%3D\"\/>\uff08\u6765\u6e90\uff1a\u8d44\u6599\u56fe\uff09<\/div><div><br\/><a><\/a><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/f6fa3764ca51437abce3e538a0080a4c~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250612110739674CB6E2842EFB1E2291&amp;x-expires=2147483647&amp;x-signature=rSxZzdE4CqW4ckmGpKZACvM4uEI%3D\"\/><a><\/a><p style=\"text-align: center;\"><span style=\"letter-spacing: 1px;\"><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">SafeKey\uff1a\u53cc\u7ba1\u9f50\u4e0b\uff0c\u5524\u9192\u6a21\u578b\u7684\u5185\u5728\u5b89\u5168\u987f\u609f<\/span><\/strong><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u57fa\u4e8e\u4e0a\u8ff0\u4e24\u70b9\u53d1\u73b0\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 SafeKey \u6846\u67b6\uff0c\u65e8\u5728\u5f3a\u5316\u201c\u5173\u952e\u53e5\u201d\u4e2d\u7684\u5b89\u5168\u987f\u609f\u65f6\u523b\uff0c\u4ece\u800c\u6574\u4f53\u63d0\u5347\u6a21\u578b\u56de\u590d\u7684\u5b89\u5168\u6027\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5177\u4f53\u800c\u8a00\uff0c\u7814\u7a76\u56e2\u961f\u5728\u5b89\u5168\u63a8\u7406\u6570\u636e\u7684\u539f\u59cb\u8bed\u8a00\u5efa\u6a21\u635f\u5931\u4e4b\u5916\uff0c\u5f15\u5165\u4e86\u4e24\u4e2a\u989d\u5916\u7684\u4f18\u5316\u76ee\u6807\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">2.1 \u53cc\u901a\u8def\u5b89\u5168\u5934: \u653e\u5927\u5b89\u5168\u4fe1\u53f7<\/span><\/strong><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u9996\u5148\uff0c\u4ed6\u4eec\u5e0c\u671b\u52a0\u5f3a\u6a21\u578b\u5728\u4ee5\u4e0b\u4e24\u65b9\u9762\u8868\u5f81\u4e2d\u7684\u5b89\u5168\u4fe1\u53f7\uff1a\u2460 \u5173\u952e\u53e5\u4e4b\u524d\u7684\u5168\u90e8\u5185\u5bb9\uff1b\u2461 \u6a21\u578b\u5bf9\u67e5\u8be2\u7684\u7406\u89e3\u8fc7\u7a0b\uff0c\u4ece\u800c\u80fd\u591f\u66f4\u597d\u5730\u5f15\u51fa\u5b89\u5168\u987f\u609f\u65f6\u523b\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u53cc\u901a\u8def\u5b89\u5168\u5934\uff08Dual-Path Safety Head\uff09\uff0c\u5728\u8bad\u7ec3\u9636\u6bb5\u4e3a\u8fd9\u4e24\u6bb5\u9690\u85cf\u72b6\u6001\u5206\u522b\u63a5\u5165\u5e76\u884c\u7684\u9884\u6d4b\u5934\uff0c\u5bf9\u67e5\u8be2\u7684\u5b89\u5168\u6027\u8fdb\u884c\u5224\u522b\uff0c\u8feb\u4f7f\u6a21\u578b\u5728\u751f\u6210\u201c\u5173\u952e\u53e5\u201d\u524d\u653e\u5927\u9690\u85cf\u72b6\u6001\u5185\u7684\u5b89\u5168\u4fe1\u53f7\uff0c\u4e3a\u540e\u7eed\u6210\u529f\u89e6\u53d1\u201c\u5b89\u5168\u987f\u609f\u201d\u505a\u597d\u4e86\u5145\u5206\u94fa\u57ab\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">2.2 \u67e5\u8be2\u906e\u853d\u5efa\u6a21: \u5f3a\u8feb\u6a21\u578b\u201c\u542c\u81ea\u5df1\u7684\u201d<\/span><\/strong><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5176\u6b21\uff0c\u4e3a\u4e86\u4fc3\u4f7f\u6a21\u578b\u5728\u751f\u6210\u5173\u952e\u53e5\u65f6\u66f4\u591a\u5173\u6ce8\u5176\u67e5\u8be2\u7406\u89e3\u8fc7\u7a0b\u4e2d\u7684\u5b89\u5168\u7ebf\u7d22\uff0c\u800c\u975e\u88ab\u201c\u8d8a\u72f1\u201d\u6307\u4ee4\u7275\u7740\u9f3b\u5b50\u8d70\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u67e5\u8be2\u906e\u853d\u5efa\u6a21\uff08Query-Mask Modeling\uff09\u76ee\u6807\uff1a\u8be5\u4efb\u52a1\u4f1a\u906e\u853d\u8f93\u5165\u67e5\u8be2\u7684\u6240\u6709 token\uff0c\u8981\u6c42\u6a21\u578b\u4ec5\u51ed\u81ea\u8eab\u5bf9\u67e5\u8be2\u7684\u590d\u8ff0\u4e0e\u7406\u89e3\u6765\u751f\u6210\u5173\u952e\u53e5\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u8fd9\u79cd\u8bbe\u8ba1\uff0c\u5de7\u5999\u5730\u5f3a\u8feb\u6a21\u578b\u5fc5\u987b\u201c\u76f8\u4fe1\u201d\u5e76\u201c\u5229\u7528\u201d\u81ea\u5df1\u521a\u521a\u5f62\u6210\u7684\u3001\u5df2\u7ecf\u643a\u5e26\u4e86\u5b89\u5168\u4fe1\u53f7\u7684\u5185\u90e8\u7406\u89e3\uff0c\u4ece\u800c\u6781\u5927\u5730\u589e\u5f3a\u4e86\u5b89\u5168\u51b3\u7b56\u7684\u81ea\u4e3b\u6027\u548c\u7a33\u5065\u6027\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/c19ae0cc05f94122918bf1a0c4d04af0~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250612110739674CB6E2842EFB1E2291&amp;x-expires=2147483647&amp;x-signature=%2FUh8CgXWe6ArqKTwADiQh5CIgNk%3D\"\/>\uff08\u6765\u6e90\uff1a\u8d44\u6599\u56fe\uff09<\/div><div><br\/><a><\/a><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/9dcb46e1080d44119c293dbee883212a~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250612110739674CB6E2842EFB1E2291&amp;x-expires=2147483647&amp;x-signature=cjF9v3JvZS3I97xLgHbJver%2BGzM%3D\"\/><a><\/a><p style=\"text-align: center;\"><span style=\"letter-spacing: 1px;\"><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u5b9e\u9a8c\u7ed3\u679c\uff1a\u5b89\u5168\u4e0e\u80fd\u529b\u7684\u201c\u53cc\u8d62\u201d<\/span><\/strong><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cSafeKey \u6846\u67b6\u80fd\u591f\u663e\u8457\u5730\u63d0\u5347\u6a21\u578b\u7684\u5b89\u5168\u6027\uff0c\u5c24\u5176\u662f\u5728\u9762\u5bf9\u8bad\u7ec3\u9886\u57df\u5916\u7684\u5371\u9669\u8f93\u5165\u548c\u8d8a\u72f1\u63d0\u793a\u7684\u65f6\u5019\uff0c\u80fd\u591f\u5728\u4e09\u4e2a\u4e0d\u540c\u5927\u5c0f\u7684\u6a21\u578b\u4e0a\u964d\u4f4e 9.6% \u7684\u5371\u9669\u7387\u3002\u540c\u65f6\uff0cSafeKey \u80fd\u591f\u5f88\u597d\u5730\u7ef4\u6301\u5927\u578b\u63a8\u7406\u6a21\u578b\u7684\u5404\u9879\u80fd\u529b\uff0c\u5305\u62ec\u6570\u5b66\u63a8\u7406\u3001\u4ee3\u7801\u548c\u8bed\u8a00\u7406\u89e3\uff0c\u5728\u8fd9\u4e9b\u6d4b\u8bd5\u96c6\u4e0a SafeKey \u53d6\u5f97\u4e86\u6bd4\u539f\u6a21\u578b\u9ad8 0.8% \u7684\u51c6\u786e\u7387\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u5206\u522b\u9a8c\u8bc1\u4e86\u672c\u6b21\u8bbe\u8ba1\u7684\u4e24\u4e2a\u4f18\u5316\u76ee\u6807\u7684\u6709\u6548\u6027\uff0c\u6bd4\u5982\u6a21\u578b\u88ab\u72ec\u81ea\u4f7f\u7528\u65f6\uff0c\u672c\u6b21\u6846\u67b6\u4e5f\u80fd\u63d0\u5347\u6a21\u578b\u7684\u5b89\u5168\u6027\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5176\u8fd8\u901a\u8fc7\u5b9e\u9a8c\u5206\u6790\u53d1\u73b0 SafeKey \u80fd\u591f\u63d0\u5347\u6a21\u578b\u5728\u751f\u6210\u5173\u952e\u53e5\u7684\u65f6\u5019\u5bf9\u81ea\u5df1\u7684\u590d\u8ff0\u4e0e\u7406\u89e3\u7684\u6ce8\u610f\u529b\u3002\u540c\u65f6\uff0c\u7814\u7a76\u56e2\u961f\u9a8c\u8bc1\u4e86\u53cc\u901a\u8def\u5b89\u5168\u5934\u7684\u635f\u5931\u51fd\u6570\u80fd\u8ba9\u6a21\u578b\u5b66\u5230\u66f4\u597d\u7684\u5b89\u5168\u8868\u5f81\uff0c\u4ece\u800c\u4f7f\u5b89\u5168\u5934\u66f4\u5bb9\u6613\u5b66\u4f1a\u6b63\u786e\u7684\u5b89\u5168\u5206\u7c7b\u3002\u603b\u7684\u6765\u8bf4\uff0cSafeKey \u65b9\u6cd5\u901a\u8fc7\u63d0\u5347\u6a21\u578b\u5185\u5728\u7684\u6ce8\u610f\u529b\u673a\u5236\u548c\u5b89\u5168\u8868\u5f81\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u5b89\u5168\u6027\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u9884\u8ba1\u6b64\u6b21 SafeKey \u6846\u67b6\u80fd\u591f\u5e94\u7528\u5728\u5404\u79cd\u4e0d\u540c\u7684\u5927\u578b\u63a8\u7406\u6a21\u578b\u4e0a\uff0c\u5728\u51e0\u4e4e\u4e0d\u5f71\u54cd\u6a21\u578b\u80fd\u529b\u7684\u540c\u65f6\u63d0\u5347\u6a21\u578b\u7684\u5b89\u5168\u6027\uff0c\u5e76\u4e14\u7ee7\u7eed\u8f83\u5c11\u7684\u8ba1\u7b97\u8d44\u6e90\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/a0a4a8959b4f472aab04331850b94b5b~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250612110739674CB6E2842EFB1E2291&amp;x-expires=2147483647&amp;x-signature=2a3aSao35ZLRBmIF0hJhW%2B7%2F4aM%3D\"\/>\u56fe | \u5468\u51ef\u6587\uff08\u6765\u6e90\uff1a\u5468\u51ef\u6587\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u4e0e\u6b64\u540c\u65f6\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0 SafeKey \u6a21\u578b\u5728\u591a\u8f6e\u5bf9\u8bdd\u653b\u51fb\u548c\u8fc7\u5ea6\u62d2\u7edd\u7684\u6d4b\u8bd5\u96c6\u4e0a\u4ecd\u6709\u8f83\u5927\u7684\u63d0\u5347\u7a7a\u95f4\u3002\u56e0\u6b64\uff0c\u672a\u6765\u4ed6\u4eec\u8ba1\u5212\u9488\u5bf9\u8fd9\u4e24\u70b9\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u63d0\u5347\u548c\u63a2\u7a76\u3002<\/span><\/span><\/p><p style=\"line-height: 1;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u53c2\u8003\u8d44\u6599\uff1a<\/span><\/p><p style=\"line-height: 1;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2505.16186<\/span><\/p><p style=\"line-height: 1;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/safekeylrm.github.io\/<\/span><\/p><p style=\"line-height: 1;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u590d\u73b0\u4ee3\u7801\uff1ahttps:\/\/github.com\/eric-ai-lab\/SafeKey\/<\/span><\/p><p style=\"line-height: 1;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u6a21\u578b\uff1ahttps:\/\/huggingface.co\/collections\/kzhou35\/safekey-682e1fe29f845acd875c0c8c<\/span><\/p><p style=\"line-height: 1;\"><\/p><p style=\"line-height: 1;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u8fd0\u8425\/\u6392\u7248\uff1a\u4f55\u6668\u9f99<\/span><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>","content_en":null,"content_all":null,"article_url":"http:\/\/www.sciphi.cn\/article\/view\/14890","typeName":"AI"},"code":10000,"message":"\u6210\u529f"}