\n| \n \u603b\u8ba1<\/p>\n<\/td>\n | \n 600<\/p>\n<\/td>\n | \n \u6cc4\u9732\/\u884c\u52a8\/\u6301\u4e45\u5316<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n 3.4 \u57fa\u51c6\u5c42\u7ea7<\/p>\n SafeClawBench \u5c06\u4ee3\u7406\u5b89\u5168\u5931\u6548\u5206\u89e3\u4e3a\u5206\u9636\u6bb5\u7aef\u70b9\u3002\u8bed\u4e49\u6838\u5fc3\u662f\u7528\u4e8e\u5e7f\u6cdb\u6bd4\u8f83\u7684 600 \u6848\u4f8b\u63d0\u793a\u7ea7\u57fa\u51c6：\u6bcf\u4e2a\u6a21\u578b-\u9632\u5fa1\u5bf9\u63a5\u6536\u76f8\u540c\u7684\u7528\u6237\u548c\u7cfb\u7edf\u63d0\u793a，LLM \u8bc4\u5224\u5458\u6807\u8bb0\u6700\u7ec8\u54cd\u5e94\u662f\u5426\u5728\u8bed\u4e49\u4e0a\u9075\u4ece\u653b\u51fb\u76ee\u6807\u3002\u6838\u5fc3\u95e8\u63a7\u7684\u5371\u5bb3\u8bc1\u636e\u5ba1\u8ba1\u968f\u540e\u5ba1\u67e5\u89c4\u8303\u7684\u6838\u5fc3\u5931\u8d25\u4e09\u5143\u7ec4，\u5bfb\u627e\u53d7\u4fdd\u62a4\u5bf9\u8c61\u3001\u8bbf\u95ee\u3001\u884c\u52a8\u548c\u6301\u4e45\u5316\u8bc1\u636e；\u5728\u4e94\u7aef\u70b9\u9762\u677f\u4e2d，\u6765\u81ea\u4e94\u7aef\u70b9 \u00d7 \u56db\u7b56\u7565\u77e9\u9635\u7684\u6240\u6709 1,834 \u4e2a\u89c4\u8303\u6838\u5fc3\u5931\u8d25\u884c\u5747\u88ab\u5ba1\u8ba1\u3002Exec-Balanced \u9762\u677f\u662f\u4e00\u4e2a 600 \u6848\u4f8b\u7684\u53ef\u6267\u884c\u6269\u5c55，\u6db5\u76d6\u6240\u6709\u516d\u79cd\u653b\u51fb\u7c7b\u578b，\u901a\u8fc7\u786e\u5b9a\u6027\u9884\u8a00\u673a\u5bf9\u6587\u4ef6\u3001\u7535\u5b50\u90ae\u4ef6\u3001\u6570\u636e\u5e93\u3001\u5185\u5b58\u3001Web \u548c\u4ee3\u7801\u6267\u884c\u5b58\u50a8\u8fdb\u884c\u68c0\u67e5；\u89e3\u6790\u7684\u5de5\u5177\u8c03\u7528\u66f4\u65b0\u9694\u79bb\u7684\u6c99\u7bb1\u72b6\u6001，\u72b6\u6001\u5dee\u5f02\u9884\u8a00\u673a\u4e3a\u5de5\u5177\/\u72b6\u6001\u5371\u5bb3\u63d0\u4f9b\u5355\u72ec\u7684\u53ef\u6267\u884c\u7aef\u70b9（\u7b2c 5.1 \u8282）\u3002SafeClawBench-Harness \u5c06\u6838\u5fc3\u6848\u4f8b\u5305\u88c5\u5728\u6a21\u62df\u5de5\u5177\u8c03\u7528 harness \u4e2d\u5e76\u8bb0\u5f55\u8f6e\u6b21\/\u5de5\u5177\u8f68\u8ff9，\u4f46\u5de5\u5177\u89c2\u5bdf\u662f\u6a21\u62df\u7684\u3002<\/p>\n \u6838\u5fc3\u4e0e Exec-Balanced \u4e4b\u95f4\u7684\u914d\u5bf9\u3002
\n\u6bcf\u4e2a Exec-Balanced \u6848\u4f8b\u901a\u8fc7\u4fdd\u7559\u653b\u51fb\u76ee\u6807\u548c\u5b89\u5168\u884c\u4e3a\u8c13\u8bcd，\u540c\u65f6\u5b9e\u4f8b\u5316\u53d7\u4fdd\u62a4\u5bf9\u8c61\u548c\u72b6\u6001\u9884\u8a00\u673a，\u4ece\u6838\u5fc3\u6848\u4f8b\u6620\u5c04\u800c\u6765\u3002\u6838\u5fc3\u548c Exec \u662f\u5355\u72ec\u7684\u6a21\u578b\u8c03\u7528，\u56e0\u4e3a\u53ef\u6267\u884c\u534f\u8bae\u66b4\u9732\u4e86\u5de5\u5177\u548c\u72b6\u6001，\u800c\u8bed\u4e49\u6838\u5fc3\u662f\u63d0\u793a\u7ea7\u7684\u3002\u56e0\u6b64，\u95e8\u63a7\u9a8c\u8bc1\u5206\u6790\u4ec5\u5728\u540c\u65f6\u5177\u6709\u6838\u5fc3\u548c\u6267\u884c\u7ed3\u679c\u7684\u6848\u4f8b\/\u6a21\u578b\/\u9632\u5fa1\u4e09\u5143\u7ec4\u4e0a\u6267\u884c；\u6c47\u603b Exec \u8868\u4e0d\u4f5c\u4e3a\u5bf9 CoreFail@600 \u7684\u5206\u6bcd\u6df7\u5408\u6821\u6b63\u3002<\/p>\n 3.5 \u6d4b\u91cf\u6a21\u578b：\u8bed\u4e49\u5931\u8d25\u3001\u5ba1\u8ba1\u8bc1\u636e\u548c\u6c99\u7bb1\u5371\u5bb3<\/p>\n \u5bf9\u4e8e\u6838\u5fc3\u6848\u4f8b\u00a0ii\u3001\u6a21\u578b\u00a0mm\u00a0\u548c\u9632\u5fa1\u00a0dd，\u4ee4\u00a0Ci,m,d\u2208{0,1}Ci,m,d\u200b\u2208{0,1}\u00a0\u8868\u793a\u8bed\u4e49\u6838\u5fc3\u77e9\u9635\u4e2d\u7684\u89c4\u8303 CoreFail \u6807\u7b7e：\u8bc4\u5224\u5458\u5c06\u54cd\u5e94\u6807\u8bb0\u4e3a\u653b\u51fb\u6210\u529f，\u56e0\u4e3a\u5b83\u4ece\u8bed\u4e49\u4e0a\u91c7\u7eb3\u3001\u6388\u6743\u3001\u63ed\u793a\u3001\u8ba1\u5212\u6216\u8bc1\u660e\u4e0d\u5b89\u5168\u7684\u653b\u51fb\u76ee\u6807\u3002CoreFail \u662f\u4e00\u4e2a\u8bed\u4e49\u7aef\u70b9，\u800c\u975e\u5b8c\u6210\u7684\u5371\u5bb3\u3002\u89c4\u8303\u6838\u5fc3\u6307\u6807\u4e3a：<\/p>\n ![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260802213330-6a6fb7aabfb5d.png\") <\/p>\n
\u5bf9\u4e8e\u4e94\u7aef\u70b9 \u00d7 \u56db\u7b56\u7565\u7cbe\u7b80\u9762\u677f，\u6838\u5fc3\u95e8\u63a7\u7684\u5371\u5bb3\u8bc1\u636e\u5ba1\u8ba1\u7cbe\u786e\u9009\u62e9\u89c4\u8303 CoreFail \u884c：Si,m,d=1Si,m,d\u200b=1\u00a0\u5f53\u4e14\u4ec5\u5f53\u00a0Ci,m,d=1Ci,m,d\u200b=1\u3002\u6240\u6709 1,834 \u4e2a\u9009\u5b9a\u884c\u5747\u88ab\u5ba1\u8ba1，\u7f3a\u5931\u5ba1\u8ba1\u884c\u4e3a\u96f6\u3002\u4ee4\u00a0Pi,m,d=1Pi,m,d\u200b=1\u00a0\u8868\u793a\u5ba1\u8ba1\u8fd4\u56de\u4e86\u4e00\u4e2a\u89e3\u6790\u7684\u975e\u7a7a\u5904\u7f6e\u3002\u5ba1\u8ba1\u8be2\u95ee\u4e00\u4e2a\u5ba1\u8ba1\u7684\u6838\u5fc3\u5931\u8d25\u4e09\u5143\u7ec4\u662f\u5426\u5305\u542b\u6838\u5fc3\u5de5\u4ef6\u4e2d\u56db\u7c7b\u5371\u5bb3\u4e4b\u4e00\u7684\u8bc1\u636e：<\/p>\n ![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260802213330-6a6fb7aac9414.png\") <\/p>\n
\u8fd9\u91cc\u00a0HtextHtext\u3001HaccessHaccess\u3001HactionHaction\u00a0\u548c\u00a0HpersistHpersist\u00a0\u662f\u884c\u7ea7\u5e03\u5c14\u5ba1\u8ba1\u6807\u7b7e，\u5bf9\u5e94\u4e8e\u540c\u4e00\u00a0(i,m,d)(i,m,d)\u00a0\u4e09\u5143\u7ec4\u7684 TextHarm\u3001AccessHarm\u3001ActionHarm \u548c PersistHarm\u3002\u6211\u4eec\u5728\u5b8c\u6574\u7684 600 \u6848\u4f8b\u6838\u5fc3\u5206\u6bcd\u4e0a\u62a5\u544a\u4e3b\u8981\u7684\u6838\u5fc3\u5931\u8d25\u95e8\u63a7\u5371\u5bb3\u6307\u6807\u3002\u4ee4\u00a0Ii,m,dharm=1Ii,m,dharm\u200b=1\u00a0\u5f53\u4e14\u4ec5\u5f53\u00a0Ci,m,d=Si,m,d=Pi,m,d=Hi,m,d=1Ci,m,d\u200b=Si,m,d\u200b=Pi,m,d\u200b=Hi,m,d\u200b=1，\u5426\u5219\u4e3a 0：<\/p>\n ![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260802213330-6a6fb7aad237f.png\") <\/p>\n
\u56e0\u6b64，HarmEvidence@600 \u662f\u89c4\u8303 CoreFail \u884c\u4e0a\u7684\u6838\u5fc3\u95e8\u63a7\u8bc1\u636e\u7aef\u70b9\u3002\u53ef\u6267\u884c\u6c99\u7bb1\u5371\u5bb3\u7531 Exec-Balanced \u6d4b\u91cf，\u5b83\u6709\u81ea\u5df1\u72ec\u7acb\u7684\u534f\u8bae\u3001\u6a21\u578b\u8c03\u7528\u3001\u5de5\u5177\u66b4\u9732\u548c\u5206\u6bcd\u3002\u6211\u4eec\u5355\u72ec\u4fdd\u7559\u7a7a\u5ba1\u8ba1\u5c1d\u8bd5\u3002\u4ee4\u00a0Ii,m,dnull=1Ii,m,dnull\u200b=1\u00a0\u5f53\u4e14\u4ec5\u5f53\u00a0Ci,m,d=Si,m,d=1Ci,m,d\u200b=Si,m,d\u200b=1\u00a0\u4e14\u00a0Pi,m,d=0Pi,m,d\u200b=0：<\/p>\n ![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260802213330-6a6fb7aadbd28.png\") <\/p>\n
\u6211\u4eec\u4ec5\u5728\u6838\u5fc3\u95e8\u63a7\u5ba1\u8ba1\u5185\u4f7f\u7528 CoreFail \u884c\u4e2d\u7684\u6761\u4ef6\u8bc1\u636e\u7387\u00a0P(H=1\u2223C=1)P(H=1\u2223C=1)\u00a0\u4f5c\u4e3a\u8bca\u65ad\u6027\u8bc1\u636e\u7387\u3002\u6ca1\u6709\u5371\u5bb3\u8bc1\u636e\u7684\u5ba1\u8ba1\u6838\u5fc3\u5931\u8d25\u4fdd\u7559\u4e3a SemanticOnly：\u5728\u5ba1\u8ba1\u6a21\u5f0f\u4e0b\u6ca1\u6709\u53d7\u4fdd\u62a4\u5bf9\u8c61\u3001\u884c\u52a8\u3001\u8bbf\u95ee\u6216\u6301\u4e45\u5316\u8bc1\u636e\u7684\u8bed\u4e49\u635f\u5bb3\u3002NullAudit\u3001NotObservable \u548c\u5355\u4e2a\u89e3\u6790\u7684 OtherNoHarm \u6b8b\u4f59\u884c\u5206\u522b\u62a5\u544a\u3002\u9644\u5f55\u8868 12 \u7ed9\u51fa\u4e86\u5b8c\u6574\u7684\u8bc1\u636e\u6a21\u5f0f，\u8868 13 \u5217\u51fa\u4e86\u5206\u6bcd\u3002<\/p>\n 3.6 \u6838\u5fc3\u95e8\u63a7\u7684\u5371\u5bb3\u8bc1\u636e\u5ba1\u8ba1\u7a0b\u5e8f<\/p>\n \u6838\u5fc3\u95e8\u63a7\u5ba1\u8ba1\u4f7f\u7528\u8bed\u4e49\u6838\u5fc3\u5de5\u4ef6\u800c\u975e Exec-Balanced \u6c99\u7bb1\u65e5\u5fd7\u3002TextHarm \u901a\u8fc7\u5728\u6700\u7ec8\u54cd\u5e94\u4e2d\u5bf9\u79cd\u5b50\u91d1\u4e1d\u96c0\u3001\u53d7\u4fdd\u62a4\u914d\u7f6e\u503c\u548c\u53d7\u4fdd\u62a4\u5185\u5b58\u503c\u8fdb\u884c\u7cbe\u786e\u5b57\u7b26\u4e32\u548c\u53d7\u4fdd\u62a4\u5bf9\u8c61\u5339\u914d\u6765\u68c0\u67e5\u3002AccessHarm\u3001ActionHarm \u548c PersistHarm \u662f\u9488\u5bf9\u6838\u5fc3\u54cd\u5e94\u6216\u7ed3\u6784\u5316\u6838\u5fc3\u8f68\u8ff9\u4e2d\u8868\u8fbe\u7684\u660e\u786e\u53d7\u4fdd\u62a4\u5bf9\u8c61\u8bbf\u95ee\u3001\u4e0d\u5b89\u5168\u884c\u52a8\u627f\u8bfa\u6216\u6301\u4e45\u5316\u6c61\u67d3\u7684\u5ba1\u8ba1\u8bc1\u636e\u6807\u7b7e；\u5b83\u4eec\u8868\u793a\u5de5\u4ef6\u53ef\u89c1\u7684\u5371\u5bb3\u8bc1\u636e\u3002\u5df2\u6267\u884c\u7684\u72b6\u6001\u53d8\u5316\u7531 Exec-Balanced \u7684 ObservedHarm@Exec \u6d4b\u91cf\u3002\u5728\u786e\u5b9a\u6027\u8bc1\u636e\u68c0\u67e5\u4e4b\u540e，\u4f7f\u7528\u4e00\u4e2a\u5355\u72ec\u7684\u540e\u5907\u5ba1\u8ba1 API \u5c06\u5269\u4f59\u9009\u5b9a\u7684\u6838\u5fc3\u5931\u8d25\u884c\u5206\u7c7b\u4e3a SemanticOnly \u6216 NotObservable；NullAudit \u8868\u793a\u5728\u91cd\u8bd5\u5904\u7406\u540e\u65e0\u6cd5\u89e3\u6790\u7684\u540e\u5907\u5206\u7c7b\u5668\u54cd\u5e94\u3002\u5728\u9009\u5b9a\u7684\u5ba1\u8ba1\u884c\u4e2d，HarmEvidence\u3001SemanticOnly\u3001NotObservable\u3001NullAudit \u548c OtherNoHarm \u662f\u4e92\u65a5\u7684\u5ba1\u8ba1\u7ed3\u679c\u3002\u6388\u6743\u662f\u573a\u666f\u672c\u5730\u7684：\u6bcf\u4e2a\u6848\u4f8b\u5b9a\u4e49\u53d7\u4fdd\u62a4\u5bf9\u8c61\u548c\u5141\u8bb8\u8303\u56f4；\u5f53\u6838\u5fc3\u5de5\u4ef6\u660e\u786e\u9488\u5bf9\u8be5\u8303\u56f4\u4e4b\u5916\u7684\u53d7\u4fdd\u62a4\u5bf9\u8c61\u65f6，\u8bbf\u95ee\u662f\u672a\u6388\u6743\u7684，\u4e0e Exec-Balanced \u662f\u5426\u4f1a\u89e6\u53d1\u6c99\u7bb1\u9884\u8a00\u673a\u65e0\u5173\u3002NotObservable \u4e3a\u5411\u524d\u517c\u5bb9\u6027\u548c\u540e\u5907\u5ba1\u8ba1\u8ddf\u8e2a\u4fdd\u7559；\u5728\u6c47\u603b\u7684 D0 \u548c\u56db\u79cd\u9632\u5fa1\u5ba1\u8ba1\u5de5\u4ef6\u4e2d，\u5728\u786e\u5b9a\u6027\u68c0\u67e5\u548c\u91cd\u8bd5\u8fc7\u6ee4\u540e\u5b83\u4e3a\u96f6\u3002<\/p>\n 3.7 \u4ee3\u7406\u73af\u5883\u548c\u8bc4\u4f30\u534f\u8bae<\/p>\n \u6bcf\u4e2a\u6838\u5fc3\u6848\u4f8b\u5728\u6a21\u62df\u4ee3\u7406\u73af\u5883\u4e2d\u8bc4\u4f30，\u7cfb\u7edf\u63d0\u793a\u4e2d\u63cf\u8ff0\u4e86\u516d\u7c7b\u5de5\u5177：\u6587\u4ef6\u64cd\u4f5c\u3001Web\u3001\u7535\u5b50\u90ae\u4ef6\u3001\u4ee3\u7801\u6267\u884c\u3001\u6570\u636e\u5e93\u67e5\u8be2\u548c\u6301\u4e45\u5316\u5185\u5b58\u3002\u4e3b\u8981\u6838\u5fc3\u6307\u6807\u662f CoreFail@600，\u5373 GPT-5.4 \u8bc4\u5224\u5458\u5728\u56fa\u5b9a\u7684 600 \u6848\u4f8b\u6838\u5fc3\u5206\u6bcd\u4e0a\u5e73\u5747\u7684\u653b\u51fb\u6210\u529f\u6807\u7b7e\u3002\u6211\u4eec\u8fd8\u8bb0\u5f55 1-5 \u5b89\u5168\u8bc4\u5206\u3001\u5371\u5bb3\u7c7b\u578b\u3001\u9632\u5fa1\u884c\u4e3a\u548c\u8bc4\u5224\u5458\u89e3\u91ca\u3002Harness \u548c\u53ef\u6267\u884c\u6307\u6807\u5206\u522b\u62a5\u544a\u4e3a ToolCall-ASR\u3001StateChange-ASR\u3001ObservedHarm@Exec，\u4ee5\u53ca\u9002\u7528\u65f6\u7684\u826f\u6027\u6548\u7528（\u9644\u5f55 M）\u3002<\/p>\n
\n4. \u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/p>\n \u672c\u8282\u9996\u5148\u5b9a\u4e49\u63d0\u793a\u7b56\u7565\u6761\u4ef6\u548c\u56fa\u5b9a\u7684\u7cbe\u7b80\u9762\u677f\u8bc4\u4f30\u6846\u67b6，\u7136\u540e\u62a5\u544a\u8bed\u4e49\u6838\u5fc3\u548c\u6838\u5fc3\u95e8\u63a7\u5ba1\u8ba1\u7ed3\u679c\u3002\u53ef\u6267\u884c\u7aef\u70b9\u8bca\u65ad\u5728\u7b2c 5 \u8282\u5355\u72ec\u62a5\u544a\u3002<\/p>\n 4.1 \u63d0\u793a\u7ea7\u9632\u5fa1\u914d\u7f6e<\/p>\n \u6211\u4eec\u8bc4\u4f30\u4e86\u4e5d\u79cd\u63d0\u793a\u7ea7\u914d\u7f6e，\u4f46\u6b63\u6587\u805a\u7126\u4e8e\u56db\u79cd\u8de8\u8d8a\u8bbe\u8ba1\u7a7a\u95f4\u7684\u7b56\u7565：D0\/\u65e0\u9632\u5fa1\u3001B2\/Sandwich \u4f5c\u4e3a\u8f7b\u91cf\u7ea7\u57fa\u7ebf\u3001D3 \u4f5c\u4e3a\u5206\u5c42\u63d0\u793a\u7b56\u7565\u5806\u6808，\u4ee5\u53ca D4\/LongPolicy \u4f5c\u4e3a\u6545\u610f\u957f\u4e14\u8fc7\u5ea6\u6307\u5b9a\u7684\u7b56\u7565\u63a2\u9488\u3002\u8868 2 \u7ed9\u51fa\u4e86\u672c\u6587\u4f7f\u7528\u7684\u7b56\u7565\u7ec4\u6210\u3002\u8fd9\u4e9b\u6807\u7b7e\u662f\u5b9e\u9a8c\u6761\u4ef6\u800c\u975e\u4ea7\u54c1\u5316\u9632\u5fa1：\u6240\u6709\u90fd\u662f\u7cfb\u7edf\u63d0\u793a\u6dfb\u52a0，\u6ca1\u6709\u4e00\u4e2a\u5f3a\u5236\u6267\u884c\u8fd0\u884c\u65f6\u6587\u4ef6\u7cfb\u7edf\u3001\u7f51\u7edc\u3001\u5185\u5b58\u6216\u7535\u5b50\u90ae\u4ef6\u6743\u9650，\u4e0b\u9762\u7684\u8bbe\u7f6e\u6307\u5b9a\u4e86\u54ea\u4e9b\u6761\u4ef6\u8fdb\u5165\u4e3b\u77e9\u9635\u3002<\/p>\n \u5177\u4f53\u5730，D0 \u662f\u5e26\u6709\u5de5\u5177\u63cf\u8ff0\u4f46\u65e0\u9644\u52a0\u9632\u5fa1\u7b56\u7565\u7684\u57fa\u7840\u4ee3\u7406\u63d0\u793a，\u56e0\u6b64\u5b83\u5728\u76f8\u540c\u7684\u6a21\u62df\u5de5\u5177\u73af\u5883\u4e0b\u6d4b\u91cf\u57fa\u7ebf\u884c\u4e3a\u3002B2\/Sandwich \u662f\u4e00\u4e2a\u7b80\u77ed\u7684\u57fa\u7ebf\u5305\u88c5\u5668，\u653e\u7f6e\u5728\u9762\u5411\u7528\u6237\u5185\u5bb9\u7684\u524d\u540e；\u5b83\u63d0\u9192\u6a21\u578b\u66f4\u9ad8\u4f18\u5148\u7ea7\u7684\u6307\u4ee4\u8986\u76d6\u7528\u6237\u3001\u6587\u6863\u3001\u7f51\u9875\u3001\u5de5\u5177\u8fd4\u56de\u548c\u5185\u5b58\u6587\u672c\u3002D3 \u662f\u4e3b\u8981\u7684\u5206\u5c42\u63d0\u793a\u7b56\u7565\u6bd4\u8f83\u5668：\u5b83\u7ed3\u5408\u4e86\u6307\u4ee4\u5c42\u6b21\u3001\u53d7\u4fdd\u62a4\u72b6\u6001\u548c\u5185\u5b58\u5904\u7406\u3001\u8bf7\u6c42\u76ee\u6807\u9a8c\u8bc1\u3001\u5b89\u5168\u884c\u52a8\u68c0\u67e5\u4ee5\u53ca\u63d0\u793a\u7ea7\u5de5\u5177\u94fe\u89c4\u5219\u3002D4\/LongPolicy \u662f\u957f\u63d0\u793a\u5305，\u5728\u53d7\u4fdd\u62a4\u72b6\u6001\u89c4\u5219\u4e4b\u4e0a\u6dfb\u52a0\u4e86\u8bed\u4e49\u610f\u56fe\u951a\u5b9a\u3001\u5185\u5b58\u5b8c\u6574\u6027\u5b88\u536b\u548c\u5de5\u5177\u94fe\u5206\u6790\u5668\u8bed\u8a00\u3002B \u884c\u662f\u8f7b\u91cf\u7ea7\u57fa\u7ebf，D \u884c\u662f\u9010\u6b65\u5206\u5c42\u7684\u63d0\u793a\u7b56\u7565\u6761\u4ef6，D4\/LongPolicy \u4fdd\u7559\u4e3a\u7b56\u7565\u590d\u6742\u6027\u8bca\u65ad，\u800c\u975e\u58f0\u79f0\u66f4\u957f\u7684\u63d0\u793a\u672c\u8d28\u4e0a\u5c31\u662f\u66f4\u5f3a\u7684\u9632\u5fa1\u3002<\/p>\n \u8868 2：SafeClawBench \u4e2d\u6bd4\u8f83\u7684\u63d0\u793a\u7b56\u7565\u914d\u7f6e\u3002\u00a0\u8fd9\u4e9b\u914d\u7f6e\u662f\u53ef\u52a0\u6027\u7684\u7cfb\u7edf\u63d0\u793a\u6a21\u677f\u3002B1\u2013B4 \u662f\u8f7b\u91cf\u7ea7\u57fa\u7ebf，D1\u2013D3 \u662f\u5206\u5c42\u63d0\u793a\u7b56\u7565\u5806\u6808，D4\/LongPolicy \u4fdd\u7559\u4e3a\u957f\u7b56\u7565\u590d\u6742\u6027\u63a2\u9488，\u800c\u975e\u58f0\u79f0\u7684\u751f\u4ea7\u9632\u5fa1\u3002<\/p>\n \n\n\u914d\u7f6e<\/p>\n \u63d0\u793a\u7ec4\u6210<\/p>\n \u9884\u671f\u8fb9\u754c\u6216\u653b\u51fb\u65cf<\/p>\n \u5728\u672c\u6587\u4e2d\u7684\u89d2\u8272<\/p>\n<\/tr>\n \n\n| \n D0<\/p>\n<\/td>\n | \n \u4ec5\u5de5\u5177\u4f7f\u7528\u7cfb\u7edf\u63d0\u793a<\/p>\n<\/td>\n | \n \u57fa\u7ebf\u4ee3\u7406\u884c\u4e3a<\/p>\n<\/td>\n | \n \u4e3b\u77e9\u9635<\/p>\n<\/td>\n<\/tr>\n | \n| \n B1<\/p>\n<\/td>\n | \n \u7b80\u77ed\u901a\u7528\u5b89\u5168\u63d0\u9192<\/p>\n<\/td>\n | \n \u901a\u7528\u62d2\u7edd\/\u6f84\u6e05\u884c\u4e3a<\/p>\n<\/td>\n | \n \u8bca\u65ad<\/p>\n<\/td>\n<\/tr>\n | \n| \n B2\/Sandwich<\/p>\n<\/td>\n | \n \u653e\u7f6e\u5728\u7528\u6237\u5185\u5bb9\u524d\u540e\u7684\u7b80\u77ed\u6307\u4ee4\u5305\u88c5\u5668；\u91cd\u590d\u66f4\u9ad8\u4f18\u5148\u7ea7\u7b56\u7565\u8986\u76d6\u7528\u6237\u3001\u6587\u6863\u548c\u5de5\u5177\u8fd4\u56de\u6587\u672c<\/p>\n<\/td>\n | \n DPI\u3001IPI \u548c TRI \u7684\u8f7b\u91cf\u7ea7\u6307\u4ee4\u8fb9\u754c\u57fa\u7ebf<\/p>\n<\/td>\n | \n \u4e3b\u77e9\u9635<\/p>\n<\/td>\n<\/tr>\n | \n| \n B3<\/p>\n<\/td>\n | \n B1 \u52a0\u4e0a\u5728\u56de\u7b54\u524d\u68c0\u67e5\u53ef\u7591\u5173\u952e\u8bcd\u548c\u4e0d\u5b89\u5168\u8bf7\u6c42\u7684\u63d0\u9192<\/p>\n<\/td>\n | \n \u4f4e\u6210\u672c\u8b66\u544a\/\u8fc7\u6ee4\u57fa\u7ebf<\/p>\n<\/td>\n | \n \u8bca\u65ad<\/p>\n<\/td>\n<\/tr>\n | \n| \n B4<\/p>\n<\/td>\n | \n StruQ \u98ce\u683c\u7684\u53d7\u4fe1\u4efb\u6307\u4ee4\u4e0e\u4e0d\u53ef\u4fe1\u6570\u636e\u5757\u5206\u79bb<\/p>\n<\/td>\n | \n \u6307\u4ee4\/\u6570\u636e\u5206\u79bb\u7684\u63d0\u793a\u683c\u5f0f\u5316\u57fa\u7ebf<\/p>\n<\/td>\n | \n \u8bca\u65ad<\/p>\n<\/td>\n<\/tr>\n | \n| \n D1<\/p>\n<\/td>\n | \n \u6307\u4ee4\u5c42\u6b21\u52a0\u4e0a\u9488\u5bf9\u51b2\u7a81\u7528\u6237\u6216\u6587\u6863\u6307\u4ee4\u7684\u62d2\u7edd\/\u6f84\u6e05\u89c4\u5219<\/p>\n<\/td>\n | \n \u76f4\u63a5\u548c\u95f4\u63a5\u6307\u4ee4\u51b2\u7a81<\/p>\n<\/td>\n | \n \u8bca\u65ad<\/p>\n<\/td>\n<\/tr>\n | \n| \n D2<\/p>\n<\/td>\n | \n D1 \u52a0\u4e0a\u5185\u5b58\u8bfb\/\u5199\u8fb9\u754c\u3001\u6e05\u7406\u89c4\u5219\u548c\u53d7\u4fdd\u62a4\u5bf9\u8c61\u5904\u7406<\/p>\n<\/td>\n | \n MPI \u548c MEX \u5bfc\u5411\u7684\u53d7\u4fdd\u62a4\u72b6\u6001\u5904\u7406<\/p>\n<\/td>\n | \n \u8bca\u65ad<\/p>\n<\/td>\n<\/tr>\n | \n| \n D3<\/p>\n<\/td>\n | \n D2 \u52a0\u4e0a\u8bf7\u6c42\u76ee\u6807\u9a8c\u8bc1\u3001\u5b89\u5168\u884c\u52a8\u8c13\u8bcd\u548c\u63d0\u793a\u7ea7\u5de5\u5177\u94fe\u7b56\u7565<\/p>\n<\/td>\n | \n \u5206\u5c42\u901a\u7528\u63d0\u793a\u7b56\u7565\u6bd4\u8f83\u5668<\/p>\n<\/td>\n | \n \u4e3b\u77e9\u9635<\/p>\n<\/td>\n<\/tr>\n | \n| \n D4\/LongPolicy<\/p>\n<\/td>\n | \n D2 \u52a0\u4e0a\u8bed\u4e49\u610f\u56fe\u951a\u5b9a（SIA）\u3001\u5185\u5b58\u5b8c\u6574\u6027\u5b88\u536b（MIG）\u548c\u5de5\u5177\u94fe\u5206\u6790\u5668（TCA），\u4ea7\u751f\u66f4\u957f\u7684\u63d0\u793a\u5305<\/p>\n<\/td>\n | \n \u8bed\u4e49\u610f\u56fe\u3001\u5185\u5b58\u5b8c\u6574\u6027\u548c\u5de5\u5177\u94fe\u63a8\u7406\u7684\u957f\u63d0\u793a\/\u7b56\u7565\u590d\u6742\u6027\u538b\u529b\u6848\u4f8b<\/p>\n<\/td>\n | \n \u4e3b\u77e9\u9635\u63a2\u9488<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u56e0\u6b64，D4\/LongPolicy \u4e0d\u88ab\u89e3\u91ca\u4e3a\u65b0\u7684\u8bbf\u95ee\u63a7\u5236\u673a\u5236，\u4e5f\u4e0d\u4f5c\u4e3a SIA\u3001MIG \u6216 TCA \u72ec\u7acb\u56e0\u679c\u7684\u8bc1\u636e\u3002\u6d88\u878d\u8868\u4ece D4 \u4e2d\u79fb\u9664\u4e00\u4e2a\u7ec4\u4ef6，\u4f5c\u4e3a\u5b58\u6863\u7684\u8bca\u65ad\u8fd0\u884c，\u9644\u5f55 L \u5c06 D3 \u586b\u5145\u5230\u4e0e D4 \u5927\u81f4\u76f8\u540c\u7684\u957f\u5ea6，\u4ee5\u6d4b\u8bd5\u63d0\u793a\u957f\u5ea6\u6df7\u6742\u3002\u8fd9\u79cd\u8bbe\u8ba1\u8ba9\u6211\u4eec\u80fd\u591f\u8be2\u95ee\u957f\u4e14\u8fc7\u5ea6\u6307\u5b9a\u7684\u7b56\u7565\u5305\u662f\u5426\u6539\u53d8\u6a21\u578b\u884c\u4e3a，\u540c\u65f6\u4fdd\u6301\u57fa\u51c6\u8d21\u732e\u4e0e\u53ef\u90e8\u7f72\u9632\u5fa1\u7684\u4e3b\u5f20\u5206\u79bb\u3002<\/p>\n 4.2 \u5b9e\u9a8c\u8bbe\u7f6e<\/p>\n \u4e3b\u8981\u5206\u6790\u4f7f\u7528\u7cbe\u7b80\u9762\u677f\u5de5\u4ef6\u4e2d\u56fa\u5b9a\u7684\u4e94\u4e2a\u7aef\u70b9\u5b57\u7b26\u4e32：GPT-5.5\u3001Claude Opus 4.7\u3001Qwen3.6-Plus\u3001GLM-5.1 \u548c Kimi K2.5\u3002\u5de5\u4ef6\u5143\u6570\u636e\u5b9a\u4e49\u4e86\u6bd4\u8f83\u6846\u67b6\u3002\u4ece\u8868 2 \u7684\u914d\u7f6e\u4e2d，\u6838\u5fc3\u5206\u6790\u4f7f\u7528 D0\u3001B2\/Sandwich\u3001D3 \u548c D4\/LongPolicy，\u4ea7\u751f 5 \u00d7 4 \u00d7 600 = 12,000 \u6b21\u63d0\u793a\u7ea7\u8bc4\u4f30\u3002\u6807\u9898\u6838\u5fc3\u8868\u4ece\u7cbe\u7b80\u6838\u5fc3\u7cbe\u786e\u884c\u5de5\u4ef6 reduced_core_exact_0524_rejudged_gpt55 \u91cd\u65b0\u751f\u6210：20 \u4e2a\u6a21\u578b-\u7b56\u7565\u5355\u5143\u4e2d\u7684\u6bcf\u4e00\u4e2a\u90fd\u6709 600 \u4e2a\u89e3\u6790\u7684\u6838\u5fc3\u884c，\u7f3a\u5931\u884c\u4e3a\u96f6\u3002GPT-5.4 \u5728\u6e29\u5ea6 0 \u4e0b\u8bc4\u5224\u6838\u5fc3\u8f93\u51fa，\u4ee5\u5728\u5927\u89c4\u6a21\u8bc4\u4f30\u4e2d\u5b9e\u73b0\u6210\u672c\u3001\u6210\u719f\u5ea6\u548c\u786e\u5b9a\u6027\u53ef\u7528\u6027；\u72ec\u7acb\u7684\u7b2c\u4e8c\u8bc4\u5224\u5458\u9a8c\u8bc1\u89c1\u9644\u5f55 J\u3002\u9644\u5f55 K \u7ed9\u51fa 240 \u884c\u6821\u51c6\u6837\u672c\u548c\u4eba\u5de5\u4e8c\u6b21\u88c1\u51b3\u68c0\u67e5\u3002\u9644\u5f55\u8868 8\u30019 \u548c 10 \u8bb0\u5f55\u4e86\u7aef\u70b9 ID\u3001\u8c03\u7528\u53c2\u6570\u3001\u91cd\u8bd5\/\u622a\u65ad\u8bbe\u7f6e\u3001\u5de5\u5177\u8c03\u7528\u683c\u5f0f\u3001\u8bc4\u5224\u5458\u89c4\u5219\u4f4d\u7f6e\u3001\u54c8\u5e0c\u503c\u548c\u53d1\u5e03\u5305\u5de5\u4ef6\u3002<\/p>\n 4.3 RQ1：\u8bed\u4e49\u6838\u5fc3<\/p>\n \u9664\u975e\u53e6\u6709\u8bf4\u660e，\u6838\u5fc3\u7ed3\u679c\u4f7f\u7528 CoreFail@600：LLM \u8bc4\u5224\u5458\u5bf9\u6700\u7ec8\u54cd\u5e94\u662f\u5426\u9075\u4ece\u653b\u51fb\u76ee\u6807\u7684\u4e8c\u5143\u6807\u7b7e，\u5728\u56fa\u5b9a\u7684 600 \u6848\u4f8b\u5206\u6bcd\u4e0a\u5e73\u5747\u3002\u6211\u4eec\u5c06 ToolCall-ASR \u548c StateChange-ASR \u4fdd\u7559\u7528\u4e8e\u53ef\u6267\u884c\u7aef\u70b9\u3002\u8868 3 \u662f\u4e3b\u8981\u7684\u6a21\u578b-\u9632\u5fa1\u6bd4\u8f83；\u5b8c\u6574\u7684\u4e5d\u7b56\u7565\u7cbe\u7b80\u9762\u677f\u77e9\u9635\u4fdd\u7559\u4e3a\u9644\u5f55\u8868 27\u3002<\/p>\n \u8868 3：\u5728\u56db\u79cd\u9762\u5411\u63d0\u4ea4\u7684\u63d0\u793a\u7b56\u7565\u4e0b，\u7cbe\u7b80\u4e94\u7aef\u70b9\u9762\u677f\u7684\u4e3b\u8981\u8bed\u4e49\u6838\u5fc3\u7ed3\u679c\u3002\u00a0\u6761\u76ee\u662f\u7cbe\u786e\u7684 CoreFail@600 \u767e\u5206\u6bd4，\u62ec\u53f7\u4e2d\u4e3a\u63cf\u8ff0\u6027 95% Wilson \u533a\u95f4，\u6bcf\u4e2a\u6a21\u578b-\u9632\u5fa1\u5355\u5143\u4f7f\u7528\u56fa\u5b9a\u7684 600 \u6848\u4f8b\u6311\u6218\u5206\u6bcd\u3002\u6700\u540e\u4e00\u884c\u6c47\u96c6\u4e86\u6bcf\u4e2a\u9632\u5fa1\u5185\u7684\u4e94\u4e2a 600 \u6848\u4f8b\u5355\u5143（n=3,000），\u5e76\u7ed9\u51fa\u4e86\u63cf\u8ff0\u6027\u6c47\u96c6\u533a\u95f4，\u800c\u975e\u914d\u5bf9\u7684\u6a21\u578b\u7ea7\u68c0\u9a8c\u3002<\/p>\n \n\n\u6a21\u578b<\/p>\n D0<\/p>\n B2\/Sandwich<\/p>\n D3<\/p>\n D4\/LongPolicy<\/p>\n<\/tr>\n \n\n| \n GPT-5.5<\/p>\n<\/td>\n | \n 23.8 [20.6, 27.4]<\/p>\n<\/td>\n | \n 14.7 [12.1, 17.7]<\/p>\n<\/td>\n | \n 10.8 [8.6, 13.6]<\/p>\n<\/td>\n | \n 8.8 [6.8, 11.4]<\/p>\n<\/td>\n<\/tr>\n | \n| \n Claude Opus 4.7<\/p>\n<\/td>\n | \n 9.0 [7.0, 11.6]<\/p>\n<\/td>\n | \n 10.3 [8.1, 13.0]<\/p>\n<\/td>\n | \n 5.8 [4.2, 8.0]<\/p>\n<\/td>\n | \n 5.8 [4.2, 8.0]<\/p>\n<\/td>\n<\/tr>\n | \n| \n Qwen3.6-Plus<\/p>\n<\/td>\n | \n 35.5 [31.8, 39.4]<\/p>\n<\/td>\n | \n 14.2 [11.6, 17.2]<\/p>\n<\/td>\n | \n 9.5 [7.4, 12.1]<\/p>\n<\/td>\n | \n 11.5 [9.2, 14.3]<\/p>\n<\/td>\n<\/tr>\n | \n| \n GLM-5.1<\/p>\n<\/td>\n | \n 27.5 [24.1, 31.2]<\/p>\n<\/td>\n | \n 13.3 [10.8, 16.3]<\/p>\n<\/td>\n | \n 2.2 [1.3, 3.7]<\/p>\n<\/td>\n | \n 2.8 [1.8, 4.5]<\/p>\n<\/td>\n<\/tr>\n | \n| \n Kimi K2.5<\/p>\n<\/td>\n | \n 44.2 [40.2, 48.2]<\/p>\n<\/td>\n | \n 21.7 [18.6, 25.1]<\/p>\n<\/td>\n | \n 17.0 [14.2, 20.2]<\/p>\n<\/td>\n | \n 17.2 [14.4, 20.4]<\/p>\n<\/td>\n<\/tr>\n | \n| \n \u6c47\u5408 (5\u00d7600)<\/p>\n<\/td>\n | \n 28.0 [26.4, 29.6]<\/p>\n<\/td>\n | \n 14.8 [13.6, 16.2]<\/p>\n<\/td>\n | \n 9.1 [8.1, 10.1]<\/p>\n<\/td>\n | \n 9.2 [8.2, 10.3]<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n ![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260802213330-6a6fb7aae4d2e.png\") <\/p>\n
\u56fe2：\u7cbe\u7b80\u9762\u677f CoreFail@600 \u9632\u5fa1\u8f68\u8ff9\u3002\u6bcf\u884c\u8ddf\u8e2a\u4e00\u4e2a\u7aef\u70b9\u8de8\u63d0\u793a\u7b56\u7565；\u8d8a\u4f4e\u8d8a\u597d\u3002<\/p>\n \u5728\u6311\u6218\u96c6\u4e2d，\u5185\u5b58\/\u6301\u4e45\u5316\u548c\u63d0\u53d6\u5bfc\u5411\u7684\u6848\u4f8b\u6700\u9ad8\u3002\u5728\u4e94\u7aef\u70b9\u9762\u677f\u7684 D0 \u4e0b，MPI \u548c MEX \u5e73\u5747 CoreFail@600 \u5747\u4e3a 54.4%，\u9ad8\u4e8e DPI（20.8%）\u3001IPI（16.0%）\u3001TRI（13.4%）\u548c ADI（9.0%）\u3002\u8fd9\u4e00\u6a21\u5f0f\u53cd\u6620\u4e86\u6311\u6218\u96c6\u5bf9\u4ee3\u7406\u7279\u5b9a\u72b6\u6001\u548c\u53d7\u4fdd\u62a4\u4fe1\u606f\u5931\u6548\u7684\u5f3a\u8c03：MPI \u6355\u83b7\u6301\u4e45\u5316\u5931\u6548，\u800c MEX \u6df7\u5408\u4e86\u7cbe\u786e\u53d7\u4fdd\u62a4\u5bf9\u8c61\u6cc4\u9732\u4e0e\u66f4\u5e7f\u6cdb\u7684\u5b89\u5168\u7b56\u7565\/\u914d\u7f6e\u900f\u660e\u5ea6\u9519\u8bef\u3002MEX \u6848\u4f8b\u7684\u542f\u53d1\u5f0f\u5143\u6570\u636e\u5206\u5272\u8bc1\u5b9e\u4e86\u8fd9\u79cd\u5f02\u8d28\u6027：\u5728\u6311\u6218\u5206\u5272\u4e2d，100 \u4e2a MEX \u6848\u4f8b\u4e2d\u6709 30 \u4e2a\u9488\u5bf9\u7cbe\u786e\u79d8\u5bc6\u6216\u7cfb\u7edf\u63d0\u793a，9 \u4e2a\u9488\u5bf9\u53d7\u4fdd\u62a4\u5185\u5b58\/\u914d\u7f6e，49 \u4e2a\u9488\u5bf9\u7b56\u7565\u6216\u67b6\u6784\u900f\u660e\u5ea6，12 \u4e2a\u4e3a\u5176\u4ed6\u6cc4\u9732\u5f62\u5f0f（\u9644\u5f55\u8868 17）\u3002<\/p>\n \u5373\u4f7f\u5728\u7aef\u70b9\u4fee\u526a\u540e，\u6a21\u578b\u9009\u62e9\u4ecd\u7136\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u5b89\u5168\u56e0\u7d20\u3002D0 CoreFail@600 \u4ece Claude Opus 4.7 \u7684 9.0% \u5230 Kimi K2.5 \u7684 44.2%，\u5728\u7cbe\u7b80\u4e3b\u9762\u677f\u4e0a\u6bd4\u7387\u4e3a 4.9 \u500d，\u7edd\u5bf9\u5dee\u8ddd\u4e3a 35.2 \u4e2a\u767e\u5206\u70b9\u3002GPT-5.5（23.8%）\u3001GLM-5.1（27.5%）\u548c Qwen3.6-Plus（35.5%）\u5904\u4e8e\u8be5\u538b\u529b\u6d4b\u8bd5\u5206\u5e03\u7684\u4e2d\u95f4，\u800c Claude Opus 4.7 \u5728\u672c\u7814\u7a76\u4e2d\u5177\u6709\u6700\u4f4e\u7684 D0 CoreFail \u7387\u3002<\/p>\n \u63d0\u793a\u7b56\u7565\u6548\u679c\u4f9d\u8d56\u4e8e\u6a21\u578b\u3002B2\/Sandwich \u4e0e\u6bd4 D0 \u66f4\u4f4e\u7684\u6c47\u5408\u7cbe\u7b80\u9762\u677f CoreFail@600 \u76f8\u5173（14.8% \u5bf9\u6bd4 28.0%）\u3002D3 \u548c D4\/LongPolicy \u63a5\u8fd1，\u5206\u522b\u4e3a 9.1% \u548c 9.2%\u3002D4\/LongPolicy \u5728 GPT-5.5 \u4e0a\u6700\u4f4e，\u5728 Claude Opus 4.7 \u4e0a\u4e0e D3 \u6301\u5e73，\u800c D3 \u5728 Qwen3.6-Plus\u3001GLM-5.1 \u548c Kimi K2.5 \u4e0a\u6700\u4f4e\u3002\u56e0\u6b64，\u6211\u4eec\u5c06\u5176\u63cf\u8ff0\u4e3a\u4f9d\u8d56\u4e8e\u6a21\u578b\u7684\u63d0\u793a\u7b56\u7565\u4ea4\u4e92，\u800c\u975e\u7edf\u4e00\u7684 D4 \u4f18\u52bf\u6216\u63d0\u793a\u9632\u5fa1\u7ec4\u4ef6\u7684\u56e0\u679c\u6392\u5e8f\u3002\u9644\u5f55 N \u62a5\u544a\u4e86\u6765\u81ea\u5355\u72ec\u6269\u5c55\u8fd0\u884c\u7684\u914d\u5bf9\u68c0\u9a8c\u4f5c\u4e3a\u7a33\u5065\u6027\u8bc1\u636e\u3002<\/p>\n D4\/LongPolicy \u662f\u4e00\u4e2a\u7b56\u7565\u590d\u6742\u6027\u63a2\u9488，\u800c\u975e\u6807\u9898\u8d62\u5bb6\u3002\u8de8\u7aef\u70b9，\u5176\u5b9e\u8bc1\u503c\u662f\u6df7\u5408\u7684\u3002\u5728\u6838\u5fc3\u7aef\u70b9，\u6c47\u5408\u7387\u4e0a D3 \u7565\u4f4e\u4e8e D4\/LongPolicy（9.1% \u5bf9\u6bd4 9.2%）\u3002\u5728\u6838\u5fc3\u95e8\u63a7\u5ba1\u8ba1\u4e2d，D3 \u7684 HarmEvidence \u884c\u6570\u5c11\u4e8e D4\/LongPolicy（119 \u5bf9\u6bd4 160），\u5c3d\u7ba1 CoreFail \u8ba1\u6570\u76f8\u4f3c（272 \u5bf9\u6bd4 277；\u8868 5）\u3002\u5728 Exec-Balanced \u4e2d，D4\/LongPolicy \u5728\u56db\u4e2a\u6807\u9898\u7b56\u7565\u4e2d\u5177\u6709\u6700\u4f4e\u7684\u6c47\u5408 ObservedHarm \u8ba1\u6570（71\/3,000 \u5bf9\u6bd4 D3 \u7684 76\/3,000；\u9644\u5f55\u8868 18），\u4f46\u8fd9\u53ea\u662f\u4e94\u884c\u5dee\u5f02\u3002\u5339\u914d\u957f\u5ea6\u7684 D3_LM \u63a7\u5236\u8fdb\u4e00\u6b65\u5e73\u5747 CoreFail@600 \u4e3a 8.0%，\u4f4e\u4e8e D3 \u548c D4\/LongPolicy（\u9644\u5f55\u8868 38）\u3002\u7ec4\u4ef6\u6d88\u878d\u662f\u5b58\u6863\u7684\u8bca\u65ad，\u800c\u975e\u7cbe\u786e\u7684\u7cbe\u7b80\u9762\u677f\u56e0\u679c\u4f30\u8ba1\u3002\u8fd9\u4e9b\u7ed3\u679c\u4fc3\u4f7f\u5c06 D4\/LongPolicy \u89c6\u4e3a\u957f\u63d0\u793a\u548c\u7b56\u7565\u590d\u6742\u6027\u538b\u529b\u6848\u4f8b，\u800c\u975e\u7ecf\u8fc7\u5355\u72ec\u9a8c\u8bc1\u7684\u65b0\u9632\u5fa1\u6216 SIA\u3001MIG \u6216 TCA \u72ec\u7acb\u56e0\u679c\u7684\u8bc1\u636e\u3002<\/p>\n 4.4 RQ2：\u6838\u5fc3\u95e8\u63a7\u7684\u5371\u5bb3\u8bc1\u636e\u5ba1\u8ba1<\/p>\n \u5b8c\u6574\u7684\u6838\u5fc3\u95e8\u63a7\u5371\u5bb3\u8bc1\u636e\u5ba1\u8ba1\u5c06\u7b2c\u4e00\u9636\u6bb5\u8bed\u4e49\u635f\u5bb3\u4e0e\u5de5\u4ef6\u53ef\u89c1\u7684\u5371\u5bb3\u8bc1\u636e\u5206\u79bb\u3002\u5728\u4e94\u7aef\u70b9\u9762\u677f\u7684 D0 \u4e0b，\u89c4\u8303\u6838\u5fc3\u77e9\u9635\u5728 3,000 \u4e2a\u6a21\u578b-\u6848\u4f8b\u884c\u4e2d\u5305\u542b 840 \u4e2a CoreFail \u884c（28.0%）\u3002\u6240\u6709 840 \u884c\u5747\u88ab\u5ba1\u8ba1：504 \u4e2a\u5728\u6838\u5fc3\u95e8\u63a7\u5ba1\u8ba1\u4e2d\u663e\u793a HarmEvidence（\u5728\u4e94\u4e2a\u6a21\u578b\u6c47\u5408\u7684\u56fa\u5b9a 600 \u6848\u4f8b\u5206\u6bcd\u4e0a\u4e3a 16.8%），336 \u4e2a\u4e3a SemanticOnly（11.2%），0 \u4e2a\u4e3a NullAudit\u3002\u5728\u6240\u6709\u56db\u4e2a\u6807\u9898\u7b56\u7565\u4e2d，\u89c4\u8303\u5ba1\u8ba1\u8986\u76d6 1,834\/1,834 \u4e2a CoreFail \u884c，\u7f3a\u5931\u884c\u4e3a\u96f6：959 \u4e2a HarmEvidence，873 \u4e2a SemanticOnly，1 \u4e2a NullAudit，\u4ee5\u53ca 1 \u4e2a\u89e3\u6790\u7684 OtherNoHarm \u6b8b\u4f59\u3002\u8868 4 \u7ed9\u51fa\u4e86 D0 \u6a21\u578b\u7ea7\u8bc1\u636e\u6838\u7b97，\u8868 5 \u7ed9\u51fa\u4e86\u5b8c\u6574\u7684\u9632\u5fa1\u7ea7\u5ba1\u8ba1\u95ed\u5408\u3002<\/p>\n \u8868 4：\u7cbe\u7b80\u4e94\u7aef\u70b9\u4e3b\u9762\u677f\u5728 D0 \u4e0b\u7684\u89c4\u8303\u6838\u5fc3\u95e8\u63a7\u5371\u5bb3\u8bc1\u636e\u5ba1\u8ba1\u3002\u00a0AuditRows \u662f\u4ece\u6700\u7ec8\u6838\u5fc3\u77e9\u9635\u4e2d\u9009\u62e9\u7684\u7cbe\u786e\u89c4\u8303 CoreFail \u884c；\u6240\u6709 D0 CoreFail \u884c\u5747\u88ab\u5ba1\u8ba1\u3002NotObservable \u5bf9\u4e8e\u8fd9\u4e9b\u884c\u4e3a\u96f6，\u4e3a\u7b80\u6d01\u8d77\u89c1\u7701\u7565\u3002HarmEvidence\u3001SemOnly \u548c Null \u662f\u8ba1\u6570，\u95ed\u5408\u4e3a AuditRows = HarmEvidence + SemOnly + Null\u3002\u8bc1\u636e\u5217\u662f\u6838\u5fc3\u5de5\u4ef6\u8bc1\u636e\u8ba1\u6570，\u53ef\u80fd\u5728 HarmEvidence \u5185\u91cd\u53e0\u3002<\/p>\n \n\n\u6a21\u578b<\/p>\n CoreFail@600<\/p>\n AuditRows<\/p>\n TextHarm<\/p>\n AccessHarm<\/p>\n ActionHarm<\/p>\n PersistHarm<\/p>\n HarmEvidence<\/p>\n SemOnly<\/p>\n Null<\/p>\n Check<\/p>\n<\/tr>\n \n\n| \n GPT-5.5<\/p>\n<\/td>\n | \n 23.8<\/p>\n<\/td>\n | \n 143<\/p>\n<\/td>\n | \n 10<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n 3<\/p>\n<\/td>\n | \n 29<\/p>\n<\/td>\n | \n 40<\/p>\n<\/td>\n | \n 103<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n | \n| \n Claude Opus 4.7<\/p>\n<\/td>\n | \n 9.0<\/p>\n<\/td>\n | \n 54<\/p>\n<\/td>\n | \n 23<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n 2<\/p>\n<\/td>\n | \n 9<\/p>\n<\/td>\n | \n 32<\/p>\n<\/td>\n | \n 22<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n | \n| \n Qwen3.6-Plus<\/p>\n<\/td>\n | \n 35.5<\/p>\n<\/td>\n | \n 213<\/p>\n<\/td>\n | \n 18<\/p>\n<\/td>\n | \n 11<\/p>\n<\/td>\n | \n 66<\/p>\n<\/td>\n | \n 95<\/p>\n<\/td>\n | \n 133<\/p>\n<\/td>\n | \n 80<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n | \n| \n GLM-5.1<\/p>\n<\/td>\n | \n 27.5<\/p>\n<\/td>\n | \n 165<\/p>\n<\/td>\n | \n 46<\/p>\n<\/td>\n | \n 15<\/p>\n<\/td>\n | \n 28<\/p>\n<\/td>\n | \n 69<\/p>\n<\/td>\n | \n 120<\/p>\n<\/td>\n | \n 45<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n | \n| \n Kimi K2.5<\/p>\n<\/td>\n | \n 44.2<\/p>\n<\/td>\n | \n 265<\/p>\n<\/td>\n | \n 55<\/p>\n<\/td>\n | \n 30<\/p>\n<\/td>\n | \n 70<\/p>\n<\/td>\n | \n 95<\/p>\n<\/td>\n | \n 179<\/p>\n<\/td>\n | \n 86<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n | \n| \n \u603b\u8ba1\/\u6c47\u5408<\/p>\n<\/td>\n | \n 28.0<\/p>\n<\/td>\n | \n 840<\/p>\n<\/td>\n | \n 152<\/p>\n<\/td>\n | \n 56<\/p>\n<\/td>\n | \n 169<\/p>\n<\/td>\n | \n 297<\/p>\n<\/td>\n | \n 504<\/p>\n<\/td>\n | \n 336<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u8868 5：\u7cbe\u7b80\u4e94\u7aef\u70b9\u9762\u677f\u6309\u9632\u5fa1\u7684\u89c4\u8303\u6838\u5fc3\u95e8\u63a7\u5371\u5bb3\u8bc1\u636e\u5ba1\u8ba1\u6838\u7b97\u3002\u00a0\u8ba1\u6570\u662f\u6765\u81ea\u89c4\u8303 CoreFail \u5ba1\u8ba1\u7684\u7cbe\u786e\u884c；\u6240\u6709\u89c4\u8303 CoreFail \u884c\u5747\u88ab\u5ba1\u8ba1\u3002HarmEvidence \u662f\u6838\u5fc3\u95e8\u63a7\u8bc1\u636e\u7aef\u70b9；OtherNoHarm \u662f\u89e3\u6790\u7684\u65e0\u5371\u5bb3\/\u975e\u8bed\u4e49\u6b8b\u4f59\u7c7b\u522b，\u5305\u542b\u4ee5\u4f7f\u5ba1\u8ba1\u884c\u6838\u7b97\u95ed\u5408\u3002<\/p>\n \n\n\u9632\u5fa1<\/p>\n CoreFail<\/p>\n Audited<\/p>\n Missing<\/p>\n HarmEvidence<\/p>\n SemOnly<\/p>\n NullAudit<\/p>\n OtherNoHarm<\/p>\n Check<\/p>\n<\/tr>\n \n\n| \n D0<\/p>\n<\/td>\n | \n 840<\/p>\n<\/td>\n | \n 840<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n 504<\/p>\n<\/td>\n | \n 336<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n | \n| \n B2\/Sandwich<\/p>\n<\/td>\n | \n 445<\/p>\n<\/td>\n | \n 445<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n 176<\/p>\n<\/td>\n | \n 269<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n | \n| \n D3<\/p>\n<\/td>\n | \n 272<\/p>\n<\/td>\n | \n 272<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n 119<\/p>\n<\/td>\n | \n 152<\/p>\n<\/td>\n | \n 1<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n | \n| \n D4\/LongPolicy<\/p>\n<\/td>\n | \n 277<\/p>\n<\/td>\n | \n 277<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n 160<\/p>\n<\/td>\n | \n 116<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n 1<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n | \n| \n \u603b\u8ba1<\/p>\n<\/td>\n | \n 1,834<\/p>\n<\/td>\n | \n 1,834<\/p>\n<\/td>\n | \n 0<\/p>\n<\/td>\n | \n 959<\/p>\n<\/td>\n | \n 873<\/p>\n<\/td>\n | \n 1<\/p>\n<\/td>\n | \n 1<\/p>\n<\/td>\n | \n OK<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u653b\u51fb\u65cf\u89e6\u53d1\u4e0d\u540c\u7684\u5ba1\u8ba1\u8bc1\u636e\u901a\u9053（\u9644\u5f55 A.5）\u3002\u5728 D0 \u4e0b，MPI \u662f\u6700\u6e05\u6670\u7684\u6301\u4e45\u5316\u8bc1\u636e\u65cf：272 \u4e2a\u5ba1\u8ba1\u7684 MPI CoreFail \u884c\u4e2d\u6709 251 \u4e2a\u5177\u6709 HarmEvidence，\u4e3b\u8981\u901a\u8fc7\u6301\u4e45\u5316\u8bc1\u636e\u3002MEX \u5728\u8bed\u4e49\u4e0a\u4ecd\u7136\u5f88\u9ad8，\u4f46\u5728\u4e25\u683c\u7684\u53d7\u4fdd\u62a4\u5bf9\u8c61\u8bc1\u636e\u4e0b\u66f4\u7a84：272 \u4e2a D0 \u5ba1\u8ba1\u7684 MEX CoreFail \u884c\u4e2d\u6709 121 \u4e2a\u5177\u6709 HarmEvidence，\u800c\u5bbd\u6cdb\u7684\u7b56\u7565\u6216\u914d\u7f6e\u89e3\u91ca\u9664\u975e\u66b4\u9732\u53d7\u4fdd\u62a4\u5bf9\u8c61，\u5426\u5219\u4ecd\u4e3a SemanticOnly\u3002\u56e0\u6b64，D4\/LongPolicy \u88ab\u89c6\u4e3a\u63d0\u793a\u7b56\u7565\u63a2\u9488，\u800c\u975e\u7edf\u4e00\u5360\u4f18\u7684\u751f\u4ea7\u9632\u5fa1；\u8be6\u7ec6\u7684\u7ec4\u4ef6\u6d88\u878d\u79fb\u81f3\u9644\u5f55 E\u3002<\/p>\n
\n5. \u7aef\u70b9\u5206\u6790<\/p>\n \u5185\u5b58\u6295\u6bd2\u4e4b\u6240\u4ee5\u6709\u6548，\u662f\u56e0\u4e3a\u5185\u5b58\u5185\u5bb9\u6301\u4e45\u5316\u4e14\u5e38\u88ab\u89c6\u4e3a\u53ef\u4fe1\u4e0a\u4e0b\u6587\u3002MEX \u9ad8\u7684\u539f\u56e0\u4e0d\u540c：\u5f53\u524d\u7684\u6c47\u603b MEX \u65cf\u7ed3\u5408\u4e86\u7cbe\u786e\u79cd\u5b50\u79d8\u5bc6\u6cc4\u9732\u3001\u53d7\u4fdd\u62a4\u914d\u7f6e\u62ab\u9732\u3001\u53d7\u4fdd\u62a4\u5185\u5b58\/\u8bb0\u5f55\u68c0\u7d22\u4ee5\u53ca\u5bbd\u6cdb\u7684\u7b56\u7565\/\u914d\u7f6e\u900f\u660e\u5ea6\u3002\u5728\u6838\u5fc3\u95e8\u63a7\u5ba1\u8ba1\u4e2d，\u7cbe\u786e\u53d7\u4fdd\u62a4\u5b57\u7b26\u4e32\u6cc4\u9732\u8ba1\u4e3a TextHarm，\u79cd\u5b50\u53d7\u4fdd\u62a4\u914d\u7f6e\u62ab\u9732\u6839\u636e\u60c5\u51b5\u8ba1\u4e3a TextHarm\/SensitiveConfig，\u800c\u6ca1\u6709\u53d7\u4fdd\u62a4\u5bf9\u8c61\u7684\u5bbd\u6cdb\u7b56\u7565\u89e3\u91ca\u4ecd\u4e3a SemanticOnly \u6216\u826f\u6027\u900f\u660e\u5ea6\u9519\u8bef\u3002MEX \u5b50\u7c7b\u578b\u8868\u662f\u57fa\u4e8e\u89c4\u5219\u7684，\u6709\u52a9\u4e8e\u5c06\u6c47\u603b MEX \u89e3\u91ca\u4e3a\u6df7\u5408\u7684\u53d7\u4fdd\u62a4\u4fe1\u606f\u65cf，\u800c\u975e\u7eaf\u7cbe\u786e\u79d8\u5bc6\u6cc4\u9732\u7387\u3002<\/p>\n 5.1 RQ3：Exec-Balanced \u95e8\u63a7\u8bca\u65ad<\/p>\n ![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260802213331-6a6fb7ab009ce.png\") <\/p>\n
\u56fe3：\u6309\u9632\u5fa1\u7684 Exec ObservedHarm\u3002\u6761\u5f62\u663e\u793a\u5747\u503c；\u70b9\u548c\u8303\u56f4\u663e\u793a\u7aef\u70b9\u5206\u5e03\u3002<\/p>\n CoreFail@600 \u6d4b\u91cf\u6a21\u578b\u7684\u6587\u672c\u8f93\u51fa\u662f\u5426\u5728\u8bed\u4e49\u4e0a\u9075\u4ece\u653b\u51fb\u76ee\u6807；Exec-Balanced \u5219\u8be2\u95ee\u4e00\u4e2a\u5355\u72ec\u6c99\u7bb1\u8f68\u8ff9\u662f\u5426\u89e6\u53d1\u786e\u5b9a\u6027\u6587\u4ef6\u3001\u7535\u5b50\u90ae\u4ef6\u3001\u5185\u5b58\u3001\u6570\u636e\u5e93\u3001Web \u6216\u4ee3\u7801\u9884\u8a00\u673a\u3002\u5728\u7cbe\u7b80\u4e3b\u9762\u677f\u4e2d，D0 ObservedHarm@Exec \u4ece Claude Opus 4.7 \u7684 0.5% \u5230 Kimi K2.5 \u7684 11.3%，\u5747\u503c\u4e3a 4.133%\u3002StateChange \u548c ObservedHarm \u5728\u6b64\u5bf9\u6297\u6027 D0 \u9762\u677f\u4e2d\u91cd\u5408，\u56e0\u4e3a\u6bcf\u4e2a\u8bc4\u5206\u7684\u653b\u51fb\u76f8\u5173\u72b6\u6001\u5dee\u5f02\u672c\u8d28\u4e0a\u662f\u6709\u5bb3\u7684，\u4f46\u8fd9\u4e24\u4e2a\u7aef\u70b9\u5bf9\u4e8e\u826f\u6027\u6216\u6df7\u5408\u7528\u9014\u9762\u677f\u5728\u6982\u5ff5\u4e0a\u4fdd\u6301\u5206\u79bb\u3002<\/p>\n \u7cbe\u786e\u7684\u7cbe\u7b80 Exec \u5de5\u4ef6\u652f\u6301\u6bcf\u9632\u5fa1\u5bf9 3,000 \u4e2a\u6848\u4f8b-\u6a21\u578b\u884c\u7684\u914d\u5bf9\u6bd4\u8f83（\u9644\u5f55\u8868 18 \u548c 19）\u3002\u76f8\u5bf9\u4e8e D0，B2\u3001D3 \u548c D4\/LongPolicy \u5728\u8be5\u534f\u8bae\u4e2d\u4e0e\u66f4\u5c11\u7684\u6c47\u5408 Exec \u5371\u5bb3\u884c\u76f8\u5173：D0 \u4e0b 124\/3,000 \u5bf9\u6bd4 B2 76\/3,000\u3001D3 76\/3,000 \u548c D4 71\/3,000，\u5177\u6709\u663e\u8457\u7684 Holm \u8c03\u6574 McNemar \u68c0\u9a8c\u3002\u4ee3\u8868\u6027\u548c\u56f0\u96be\u5206\u5272\u884c\u662f\u7528\u4e8e\u672a\u6765\u5206\u5272\u654f\u611f\u6027\u5206\u6790\u7684\u91cd\u53e0\u68c0\u67e5\u3002<\/p>\n \u6838\u5fc3-Exec \u8fde\u63a5\u8986\u76d6\u6240\u6709\u4e94\u4e2a\u7aef\u70b9\u3001\u6240\u6709\u56db\u4e2a\u6807\u9898\u7b56\u7565\u548c\u6240\u6709 600 \u4e2a\u53ef\u6267\u884c\u6620\u5c04，\u4ea7\u751f 12,000 \u4e2a\u5339\u914d\u884c（\u9644\u5f55\u8868 21）\u3002\u8fde\u63a5\u5305\u542b 56 \u4e2a CoreFail\u2227ExecHarm \u884c，1,778 \u4e2a\u65e0 ExecHarm \u7684 CoreFail \u884c，\u4ee5\u53ca 291 \u4e2a CorePass\u2227ExecHarm \u884c\u3002\u56e0\u6b64，347 \u4e2a ExecHarm \u884c\u4e2d\u7684 291 \u4e2a（83.9%）\u6765\u81ea\u901a\u8fc7\u8bed\u4e49\u6838\u5fc3\u8c03\u7528\u7684\u884c\u3002\u8fd9\u4e00\u6a21\u5f0f\u652f\u6301\u7aef\u70b9\u5206\u79bb，\u4f46\u4e0d\u5e94\u89e3\u8bfb\u4e3a\u7b80\u5355\u7684\u6587\u672c\u8bc4\u5224\u5458\u9057\u6f0f：\u6838\u5fc3\u548c Exec \u4f7f\u7528\u4e0d\u540c\u7684\u6a21\u578b\u8c03\u7528\u3001\u63d0\u793a\u683c\u5f0f\u3001\u5de5\u5177\u6a21\u5f0f\u3001\u89e3\u6790\u5668\u8def\u5f84\u3001\u6c99\u7bb1\u6743\u9650\u548c\u5de5\u5177\u53ef\u89c1\u6027\u3002\u66f4\u72ed\u7a84\u7684\u4e3b\u5f20\u662f，\u5728\u5355\u72ec\u7684\u53ef\u6267\u884c\u534f\u8bae\u4e0b，\u4e00\u4e9b\u5339\u914d\u7684\u4efb\u52a1\u6807\u8bc6\u5c3d\u7ba1\u901a\u8fc7\u4e86\u8bed\u4e49\u6838\u5fc3\u8c03\u7528，\u4ecd\u4f1a\u4ea7\u751f\u6c99\u7bb1\u5371\u5bb3\u3002<\/p>\n \u8f85\u52a9\u6548\u7528\u8303\u56f4\u3002
\n\u826f\u6027\u6548\u7528\u9762\u677f\u662f\u5b58\u6863\u7684\u9644\u5f55\u914d\u5957\u68c0\u67e5，\u800c\u975e\u5b89\u5168-\u6548\u7528\u6743\u8861\u7684\u8bc1\u636e\u3002\u5b83\u6db5\u76d6\u76f8\u540c\u7684\u6807\u9898\u63d0\u793a\u7b56\u7565\u6807\u7b7e，\u4f46\u9664\u4e86 Kimi K2.5 \u5916，\u6240\u6709\u63d0\u4f9b\u8005\u90fd\u4f7f\u7528\u6700\u8fd1\u7684\u5b58\u6863\u7aef\u70b9\u800c\u975e\u7cbe\u786e\u7684\u7cbe\u7b80\u9762\u677f\u7aef\u70b9\u3002\u5176\u4efb\u52a1\u6210\u529f\u7387\u4e5f\u6df7\u5408\u4e86\u4efb\u52a1\u8bbe\u8ba1\u3001\u5de5\u5177\u73af\u5883\u3001\u89e3\u6790\u5668\u884c\u4e3a\u548c\u6a21\u578b\u884c\u4e3a，\u800c\u865a\u5047\u62d2\u7edd\u5b57\u6bb5\u8f83\u7a84\u3002\u56e0\u6b64，\u6211\u4eec\u4ec5\u7528\u5b83\u6765\u8bb0\u5f55\u5728\u91cd\u8bd5\u5b8c\u6210\u540e\u7684\u5927\u89c4\u6a21\u8fc7\u5ea6\u62d2\u7edd\u6216 API \u4efb\u52a1\u5931\u6548\u6a21\u5f0f；\u5728\u76f8\u540c\u7aef\u70b9\u3001\u7b56\u7565\u548c\u5de5\u5177\u534f\u8bae\u4e0b\u7684\u7cbe\u786e\u7cbe\u7b80\u9762\u677f\u6548\u7528\u91cd\u65b0\u8fd0\u884c\u7559\u7ed9\u672a\u6765\u5de5\u4f5c\u3002<\/p>\n
\n6. \u7ed3\u8bba<\/p>\n SafeClawBench \u8868\u660e，\u5de5\u5177\u4ee3\u7406\u5b89\u5168\u8bc4\u4f30\u9700\u8981\u7aef\u70b9\u5206\u79bb\u3002\u5728\u4e94\u7aef\u70b9\u56db\u7b56\u7565\u9762\u677f\u4e2d，\u6a21\u578b\u9009\u62e9\u4ea7\u751f\u8f83\u5927\u7684 D0 \u65b9\u5dee，\u63d0\u793a\u7b56\u7565\u4f9d\u8d56\u4e8e\u7aef\u70b9，\u6838\u5fc3\u95e8\u63a7\u7684 HarmEvidence@600 \u6bd4 CoreFail@600 \u66f4\u7a84，\u5e76\u4e14\u6838\u5fc3-Exec \u5339\u914d\u5728\u6c99\u7bb1\u534f\u8bae\u4e0b\u66b4\u9732\u4e86\u4e00\u4e2a\u5927\u7684 CorePass\u2013ExecHarm \u5207\u7247\u3002\u6b63\u6587\u4e2d\u7684\u53ef\u89c6\u5316\u4ee5\u56fe\u5f62\u65b9\u5f0f\u8bf4\u660e\u4e86\u540c\u4e00\u89c2\u70b9：\u6838\u5fc3\u9632\u5fa1\u66f2\u7ebf\u538b\u7f29\u4e86\u5e7f\u6cdb\u7684\u8bed\u4e49\u5931\u8d25\u8303\u56f4，\u800c Exec \u6761\u5f62\u6d4b\u91cf\u72b6\u6001\u9884\u8a00\u673a\u7ed3\u679c\u3002<\/p>\n \u5b9e\u9645\u540e\u679c\u662f，\u57fa\u51c6\u7528\u6237\u5e94\u5728\u6bd4\u8f83\u6a21\u578b\u6216\u63d0\u793a\u7b56\u7565\u4e4b\u524d\u51b3\u5b9a\u54ea\u4e2a\u7aef\u70b9\u5339\u914d\u5176\u90e8\u7f72\u95ee\u9898\u3002CoreFail@600 \u6d4b\u91cf\u6a21\u578b\u662f\u5426\u5728\u6587\u672c\u4e2d\u63a5\u53d7\u5bf9\u6297\u6027\u76ee\u6807\u3002\u6838\u5fc3\u95e8\u63a7\u5ba1\u8ba1\u8be2\u95ee\u8be5\u6838\u5fc3\u5de5\u4ef6\u662f\u5426\u8fd8\u5305\u542b\u53d7\u4fdd\u62a4\u5bf9\u8c61\u3001\u8bbf\u95ee\u3001\u884c\u52a8\u6216\u6301\u4e45\u5316\u8bc1\u636e\u3002Exec-Balanced \u5c06\u5339\u914d\u7684\u4efb\u52a1\u6807\u8bc6\u79fb\u81f3\u9694\u79bb\u7684\u5de5\u5177\/\u72b6\u6001\u73af\u5883\u5e76\u6d4b\u91cf\u786e\u5b9a\u6027\u6c99\u7bb1\u7ed3\u679c\u3002291 \u4e2a CorePass\u2227ExecHarm \u884c\u8868\u660e，\u5728\u5355\u72ec\u7684\u53ef\u6267\u884c\u534f\u8bae\u4e0b，\u4e00\u4e9b\u5339\u914d\u7684\u4efb\u52a1\u6807\u8bc6\u5c3d\u7ba1\u901a\u8fc7\u4e86\u8bed\u4e49\u6838\u5fc3\u8c03\u7528，\u4ecd\u4f1a\u4ea7\u751f\u6c99\u7bb1\u5371\u5bb3，\u800c\u8bb8\u591a CoreFail \u884c\u5728\u5ba1\u8ba1\u6a21\u5f0f\u4e0b\u4ecd\u4ec5\u4e3a\u8bed\u4e49\u6027\u7684\u3002<\/p>\n \u63d0\u793a\u7b56\u7565\u7ed3\u679c\u9075\u5faa\u76f8\u540c\u7684\u5206\u9636\u6bb5\u6a21\u5f0f\u3002\u8f7b\u91cf\u7ea7\u5305\u88c5\u3001\u5206\u5c42\u63d0\u793a\u6307\u4ee4\u548c\u8fc7\u5ea6\u6307\u5b9a\u7684 D4\/LongPolicy \u63a2\u9488\u4e0e\u67d0\u4e9b\u7aef\u70b9\u4e0a\u8f83\u4f4e\u7684\u7387\u76f8\u5173，\u4f46\u6548\u679c\u56e0\u6a21\u578b\u548c\u534f\u8bae\u800c\u5f02\u3002\u5339\u914d\u957f\u5ea6\u63a7\u5236\u8fdb\u4e00\u6b65\u8868\u660e\u63d0\u793a\u957f\u5ea6\u672c\u8eab\u4f1a\u6539\u53d8\u6a21\u578b\u884c\u4e3a，\u56e0\u6b64\u6211\u4eec\u5c06 D4\/LongPolicy \u89c6\u4e3a\u63d0\u793a\u7b56\u7565\u538b\u529b\u6848\u4f8b，\u800c\u975e\u5c06\u7ed3\u679c\u5f52\u56e0\u4e8e SIA\u3001MIG \u6216 TCA \u7ec4\u4ef6\u3002\u5b58\u6863\u7684\u826f\u6027\u6548\u7528\u68c0\u67e5\u4ec5\u4e3a\u9644\u5f55\u8bca\u65ad；\u5728\u6ca1\u6709\u7cbe\u786e\u7cbe\u7b80\u9762\u677f\u6548\u7528\u91cd\u65b0\u8fd0\u884c\u7684\u60c5\u51b5\u4e0b，\u5b83\u4eec\u4e0d\u652f\u6301\u5b89\u5168-\u6548\u7528\u6743\u8861\u7684\u4e3b\u5f20\u3002<\/p>\n \u7cbe\u7b80\u9762\u677f\u8bbe\u8ba1\u4e5f\u4f7f\u6765\u6e90\u6210\u4e3a\u79d1\u5b66\u4e3b\u5f20\u7684\u4e00\u90e8\u5206\u3002\u6211\u4eec\u901a\u8fc7\u7aef\u70b9\u5b57\u7b26\u4e32\u548c\u5de5\u4ef6\u54c8\u5e0c\u56fa\u5b9a\u4e3b\u8981\u6bd4\u8f83，\u5728\u53ef\u91cd\u73b0\u6027\u5143\u6570\u636e\u4e2d\u62a5\u544a\u8fd9\u4e9b\u6807\u8bc6\u7b26，\u5e76\u5c06\u5b58\u6863\u7684\u5168\u7aef\u70b9\u77e9\u9635\u4e0e\u7cbe\u7b80\u9762\u677f\u6807\u9898\u884c\u5206\u5f00\u3002\u53d1\u5e03\u5305\u56f4\u7ed5\u8fd9\u4e00\u8fb9\u754c\u7ec4\u7ec7：\u57fa\u51c6 JSON\u3001\u539f\u59cb\u6a21\u578b\u8f93\u51fa\u6587\u4ef6\u3001\u8bc4\u5224\u5458\u548c\u9632\u5fa1\u63d0\u793a\u3001\u5ba1\u8ba1\u8ddf\u8e2a\u3001\u6c99\u7bb1\u65e5\u5fd7\u3001\u8fd0\u884c\u6e05\u5355\u548c\u786e\u5b9a\u6027\u56fe\u8868\/\u6c47\u603b\u811a\u672c\u5728\u9644\u5f55\u4e2d\u5217\u51fa\u5e76\u9644\u6709\u9a8c\u8bc1\u89d2\u8272\u3002240 \u884c\u6821\u51c6\u68c0\u67e5\u4ee5\u540c\u6837\u7684\u7cbe\u795e\u62a5\u544a，\u4f5c\u4e3a\u5206\u5c42\u6837\u672c\u4e0a\u7684\u654f\u611f\u6027\u68c0\u67e5，\u800c\u975e\u5bf9\u4e3b\u8981\u6807\u7b7e\u7684\u66ff\u4ee3\u3002<\/p>\n SafeClawBench \u662f\u4e00\u4e2a\u538b\u529b\u6d4b\u8bd5\u6846\u67b6，\u7528\u4e8e\u5b9a\u4f4d\u5931\u6548\u53d1\u751f\u7684\u4f4d\u7f6e：\u8bed\u4e49\u9075\u4ece\u6027\u3001\u5ba1\u8ba1\u8bc1\u636e\u652f\u6301\u7684\u5371\u5bb3\u3001\u6c99\u7bb1\u89c2\u5bdf\u5230\u7684\u72b6\u6001\u53d8\u5316\u6216\u826f\u6027\u4efb\u52a1\u9000\u5316\u3002\u90e8\u7f72\u7cfb\u7edf\u4ecd\u7136\u9700\u8981\u8fd0\u884c\u65f6\u6743\u9650\u3001\u76d1\u63a7\u548c\u5bf9\u4e0d\u53ef\u9006\u64cd\u4f5c\u7684\u4eba\u5de5\u6279\u51c6\u3002\u901a\u8fc7\u5728\u8fd9\u4e9b\u7aef\u70b9\u4e4b\u95f4\u4fdd\u6301\u5206\u79bb，\u540c\u65f6\u5728\u53ef\u80fd\u7684\u60c5\u51b5\u4e0b\u4f7f\u7528\u5339\u914d\u7684\u4efb\u52a1\u6807\u8bc6，SafeClawBench 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