{"id":4094,"date":"2025-12-20T17:33:31","date_gmt":"2025-12-20T09:33:31","guid":{"rendered":"https:\/\/fushuling.com\/?p=4094"},"modified":"2025-12-20T17:33:47","modified_gmt":"2025-12-20T09:33:47","slug":"%e8%af%bb%e8%ae%ba%e6%96%87-usenix-security-25jsdeobsbench-measuring-and-benchmarking-llms-for-javascript-deobfuscation","status":"publish","type":"post","link":"https:\/\/fushuling.com\/index.php\/2025\/12\/20\/%e8%af%bb%e8%ae%ba%e6%96%87-usenix-security-25jsdeobsbench-measuring-and-benchmarking-llms-for-javascript-deobfuscation\/","title":{"rendered":"[\u8bfb\u8bba\u6587 USENIX Security 25]JsDeObsBench: Measuring and Benchmarking LLMs for JavaScript Deobfuscation"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">\u524d\u8a00<\/h1>\n\n\n\n<p>\u524d\u7aef\u7684 JS \u4ee3\u7801\u6df7\u6dc6\u4e00\u76f4\u4ee5\u6765\u662f web \u5b89\u5168\u91cc\u4e00\u4e2a\u8ba9\u4eba\u5934\u5927\u7684\u95ee\u9898\uff0c\u4e3a\u4e86\u89e3\u51b3\u4ee3\u7801\u6df7\u6dc6\u7ed9\u7f51\u7edc\u5b89\u5168\u5e26\u6765\u7684\u6311\u6218\uff0c\u4ee5\u53ca\u5f53\u524d\u7f3a\u4e4f\u9488\u5bf9\u6027\u8bc4\u4f30\u6807\u51c6\u7684\u95ee\u9898\uff0c\u672c\u6587\u7684\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3a <strong>JsDeObsBench<\/strong> \u7684\u57fa\u51c6\u6d4b\u8bd5\u6846\u67b6\u3002\u8be5\u6846\u67b6\u5305\u542b\u4ece\u7b80\u5355\u53d8\u91cf\u91cd\u547d\u540d\u5230\u590d\u6742\u7ed3\u6784\u53d8\u6362\u7b49\u591a\u79cd\u6df7\u6dc6\u6280\u672f\uff0c\u65e8\u5728\u7cfb\u7edf\u8bc4\u4f30 GPT-4o\u3001DeepSeek-Coder \u7b49\u524d\u6cbf LLM \u5728 JS \u53cd\u6df7\u6dc6\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u80cc\u666f<\/h1>\n\n\n\n<p>JS \u6df7\u6dc6\u88ab\u5e7f\u6cdb\u7528\u4e8e\u9690\u85cf\u6076\u610f\u4ee3\u7801\uff0c\u4e25\u91cd\u963b\u788d\u6f0f\u6d1e\u68c0\u6d4b\u3001\u6076\u610f\u8f6f\u4ef6\u5206\u6790\u7b49\u5b89\u5168\u5206\u6790\u8fc7\u7a0b\uff0c\u73b0\u6709\u7684\u53cd\u6df7\u6dc6\u5de5\u5177\u96be\u4ee5\u5e94\u5bf9\u590d\u6742\u7684\u6df7\u5408\u53d8\u6362\uff0c\u800c LLM \u5929\u7136\u5177\u6709\u8bed\u4e49\u7406\u89e3\u7684\u529f\u80fd\uff0c\u5728\u4ee3\u7801\u7406\u89e3\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u56e0\u6b64\u5c06 LLM \u5f15\u5165\u4ee3\u7801\u53cd\u6df7\u6dc6\u662f\u4e00\u4e2a\u5f88\u81ea\u7136\u800c\u7136\u7684\u60f3\u6cd5\uff0c\u7136\u800c\u5982\u4eca\u7f3a\u4e4f\u4e13\u95e8\u9488\u5bf9 JS \u53cd\u6df7\u6dc6\u80fd\u529b\u7684\u7cfb\u7edf\u6027\u8bc4\u4f30\u57fa\u51c6\uff0c\u8fd9\u4e5f\u662f\u4f5c\u8005\u505a\u8fd9\u4e2a\u5de5\u4f5c\u7684\u4e3b\u8981\u52a8\u673a\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u7684\u4e3b\u8981\u8d21\u732e\u662f\u63d0\u51fa\u4e86 <strong>JsDeObsBench<\/strong> \u8fd9\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u6846\u67b6\uff0c\u4f5c\u8005\u540c\u65f6\u6784\u5efa\u4e86\u9996\u4e2a\u53ef\u6267\u884c\u7684 JS \u53cd\u6df7\u6dc6\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u5305\u542b <strong>36,260 \u4e2a<\/strong>\u826f\u6027\u6df7\u6dc6\u6837\u672c\u548c <strong>4,515 \u4e2a<\/strong>\u6076\u610f\u6df7\u6dc6\u6837\u672c\u3002\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u81ea\u52a8\u5316\u8bc4\u4f30\u7ba1\u9053\uff0c\u4ece<strong>\u8bed\u6cd5\u6b63\u786e\u6027<\/strong>\u3001<strong>\u8bed\u4e49\u6b63\u786e\u6027<\/strong>\u3001<strong>\u4ee3\u7801\u7b80\u5316\u5ea6<\/strong>\u3001<strong>\u53ef\u8bfb\u6027<\/strong>\u8fd9\u56db\u4e2a\u7ef4\u5ea6\u5bf9\u53cd\u6df7\u6dc6\u7684\u7ed3\u679c\u8fdb\u884c\u8bc4\u5206\u3002\u6587\u7ae0\u4e3b\u8981\u8bc4\u4f30\u4e86 GPT-4o\u3001DeepSeek-Coder\u3001Llama-3 \u7b49 6 \u6b3e\u6a21\u578b\u3002<strong>GPT-4o<\/strong> \u7efc\u5408\u8868\u73b0\u6700\u4f73\uff0c<strong>Codestral<\/strong> \u5728\u5f00\u6e90\u6a21\u578b\u4e2d\u9886\u5148\uff0cLLM \u5728<strong>\u4ee3\u7801\u7b80\u5316<\/strong>\u548c<strong>\u63d0\u5347\u53ef\u8bfb\u6027<\/strong>\u65b9\u9762\uff0c\u663e\u8457\u4f18\u4e8e\u4f20\u7edf\u53cd\u6df7\u6dc6\u5de5\u5177\uff0c\u5f97\u5230\u7684\u4ee3\u7801\u66f4\u52a0\u6e05\u6670\u6613\u8bfb\uff0c\u7f3a\u70b9\u662f<strong>\u6267\u884c\u53ef\u9760\u6027\u5dee<\/strong>\uff0c\u751f\u6210\u7684\u4ee3\u7801\u5e38\u6709\u8bed\u6cd5\u9519\u8bef\u6216\u65e0\u6cd5\u8fd0\u884c\uff08\u5e73\u5747\u5931\u8d25\u7387 37.40%\uff09\uff0c\u800c\u4f20\u7edf\u57fa\u7ebf\u5de5\u5177\u8fd9\u65b9\u9762\u66f4\u7a33\u5b9a\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u6982\u8ff0<\/h1>\n\n\n\n<p>\u6784\u5efa JsDeObsBench \u9762\u4e34<strong>\u4e09\u5927\u6311\u6218<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u65e0\u771f\u503c\uff1a<\/strong> \u73b0\u6709\u7684\u6df7\u6dc6\u4ee3\u7801\u5e38\u6765\u81ea\u6076\u610f\u8f6f\u4ef6\u6216\u7f51\u9875\uff0c\u6ca1\u6709\u6e90\u4ee3\u7801\uff0c\u7f3a\u4e4f Ground Truth\uff0c\u5bfc\u81f4\u5b8c\u5168\u65e0\u6cd5\u9a8c\u8bc1\u53cd\u6df7\u6dc6\u540e\u7684\u6b63\u786e\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u6709\u77ed\u677f\uff1a<\/strong> LLM \u4e3b\u8981\u53d7\u81ea\u7136\u8bed\u8a00\u8bad\u7ec3\uff0c\u7f3a\u4e4f\u5904\u7406\u6df7\u6dc6\u4ee3\u7801\u7684\u77e5\u8bc6\uff0c\u4e14\u76f4\u63a5\u4f7f\u7528\u516c\u5f00\u6570\u636e\u5bb9\u6613\u5bfc\u81f4\u6570\u636e\u6cc4\u9732\uff0c\u5bfc\u81f4\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7&#8221;\u80cc\u9898&#8221;\u5f97\u5230\u4e00\u4e2a\u9ad8\u5206\u3002<\/li>\n\n\n\n<li><strong>\u6307\u6807\u4e0d\u5168\u9762\uff1a<\/strong> \u73b0\u6709\u8bc4\u4f30\u4ec5\u5173\u6ce8\u53d8\u91cf\u540d\u6062\u590d\uff0c\u7f3a\u4e4f\u5bf9\u4ee3\u7801\u903b\u8f91\u6b63\u786e\u6027\u3001\u6267\u884c\u7ed3\u679c\u548c\u53ef\u8bfb\u6027\u7684\u7efc\u5408\u8861\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7efc\u5408\u5bf9\u4e0a\u9762\u6311\u6218\u7684\u8003\u91cf\uff0c\u4f5c\u8005\u5bf9\u4e09\u5927\u6311\u6218\u63d0\u51fa\u4e09\u4e2a\u5bf9\u5e94\u7684\u89e3\u51b3\u529e\u6cd5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>solution 1<\/strong>\uff1a\u4ece\u5934\u6784\u5efa\u5927\u89c4\u6a21\u3001\u53ef\u6267\u884c\u9a8c\u8bc1\u7684\u6df7\u6dc6\u6570\u636e\u96c6\uff0c\u65e2\u4fdd\u8bc1\u4e86\u6709\u6e90\u4ee3\u7801\u4f5c\u4e3a\u5bf9\u7167\uff0c\u53c8\u9632\u6b62\u4e86\u6570\u636e\u6cc4\u9732\u3002<\/li>\n\n\n\n<li><strong>solution 2<\/strong>\uff1a\u57fa\u4e8e EvalPlus \u699c\u5355\u9009\u7528\u4ee3\u7801\u80fd\u529b\u5f3a\u7684 LLM\uff0c\u5e76\u5229\u7528<strong>\u4e0a\u4e0b\u6587\u5b66\u4e60 (In-context Learning)<\/strong> \u6280\u672f\uff0c\u901a\u8fc7\u63d0\u4f9b\u793a\u4f8b\u6765\u5f15\u5bfc\u6a21\u578b\u8fdb\u884c\u53cd\u6df7\u6dc6\u3002<\/li>\n\n\n\n<li><strong>solution 3<\/strong>\uff1a\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u56db\u7ef4\u7684\u8bc4\u4f30\u4f53\u7cfb\uff1a \n<ul class=\"wp-block-list\">\n<li>\u8bed\u6cd5\u6b63\u786e\u6027\uff08\u4ee3\u7801\u662f\u5426\u5408\u89c4\uff09<\/li>\n\n\n\n<li>\u6267\u884c\u6b63\u786e\u6027\uff08\u8bed\u4e49\u662f\u5426\u6539\u53d8\uff0c\u80fd\u5426\u8dd1\u901a\uff09<\/li>\n\n\n\n<li>\u590d\u6742\u5ea6\u964d\u4f4e\uff08Halstead \u6307\u6807\uff0c\u4ee3\u7801\u662f\u5426\u53d8\u7b80\u5355\uff09<\/li>\n\n\n\n<li>\u53ef\u8bfb\u6027\uff08\u4e0e\u539f\u4ee3\u7801\u7684\u76f8\u4f3c\u5ea6\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>JsDeObsBench \u7684 Workflow \u5206\u4e3a\u4e09\u6b65\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u96c6\u6784\u5efa<\/strong>\uff1a\u5bf9\u4ee3\u7801\u8fdb\u884c\u6df7\u6dc6\u6784\u5efa\u6570\u636e\u96c6<\/li>\n\n\n\n<li><strong>LLM \u53cd\u6df7\u6dc6<\/strong>\uff1a\u5229\u7528\u63d0\u793a\u8bcd\u5f15\u5bfc LLM \u8fdb\u884c\u53cd\u6df7\u6dc6<\/li>\n\n\n\n<li><strong>\u53cd\u6df7\u6dc6\u8bc4\u4f30\u5668<\/strong>\uff1a\u8bc4\u4f30\u53cd\u6df7\u6dc6\u6548\u679c <\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-160100-20-1.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-160100-20-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\"\/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\u96c6\u6784\u5efa<\/h2>\n\n\n\n<p>\u4f5c\u8005\u9700\u8981\u7684\u662f<strong>\u4eba\u7c7b\u7f16\u5199\u7684<\/strong>\u3001<strong>\u529f\u80fd\u591a\u6837<\/strong>\u4e14<strong>\u53ef\u9a8c\u8bc1\u6267\u884c<\/strong>\u7684\u4ee3\u7801\uff0c\u7ecf\u8fc7\u53cd\u590d\u7684\u5bf9\u6bd4\uff0c\u4f5c\u8005\u9009\u62e9\u4e86 <strong>CodeNet<\/strong> \u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u4e5f\u5df2\u7ecf\u88ab\u5e7f\u6cdb\u7528\u4e8e\u4ee3\u7801\u7684\u8bc4\u4f30\u4efb\u52a1\uff0c\u5305\u542b\u7740\u5927\u91cf\u7f16\u7a0b\u7ade\u8d5b\u9898\u76ee\u89e3\u7b54\uff0c\u76f8\u6bd4\u4e8e StackOverflow \u7247\u6bb5\u6216 Github \u4ed3\u5e93\uff0c\u7ade\u8d5b\u4ee3\u7801\u81ea\u5e26\u6d4b\u8bd5\u7528\u4f8b\uff08\u8f93\u5165\/\u8f93\u51fa\uff09\uff0c\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e9b\u6d4b\u8bd5\u7528\u6765\u9a8c\u8bc1\u53cd\u6df7\u6dc6\u540e\u7684\u4ee3\u7801\u662f\u5426\u7834\u574f\u4e86\u539f\u6709\u903b\u8f91\u3002<\/p>\n\n\n\n<p>\u867d\u7136 CodeNet \u63d0\u4f9b\u4e86\u8bb8\u591a\u9ad8\u8d28\u91cf\u7684 JS \u7a0b\u5e8f\uff0c\u4f46\u8fd8\u662f\u6709\u4e00\u4e9b\u5c0f\u7f3a\u70b9\uff0c\u6bd4\u5982\u90e8\u5206\u63d0\u4f9b\u7684\u793a\u4f8b\u4e0d\u80fd\u901a\u8fc7\u5728\u7ebf\u5224\u65ad\u3001\u67d0\u4e9b\u4ee3\u7801\u53ef\u80fd\u8d85\u8fc7\u4e86 LLM \u7684\u4e0a\u4e0b\u6587\u3001\u90e8\u5206\u529f\u80fd\u8fc7\u4e8e\u91cd\u590d\uff0c\u56e0\u6b64\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e09\u4e2a\u8fc7\u6ee4\u5668\u6765\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u6e05\u6d17\uff0c\u5c06\u521d\u59cb\u7684 58,395 \u4e2a\u7a0b\u5e8f\u7b5b\u9009\u81f3 1,298 \u4e2a\u9ad8\u8d28\u91cf\u6837\u672c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6267\u884c\u8fc7\u6ee4\u5668 (Execution Filter)\uff1a<\/strong> \u5254\u9664\u90a3\u4e9b\u8dd1\u4e0d\u901a\u6d4b\u8bd5\u7528\u4f8b\u7684\u4ee3\u7801<\/li>\n\n\n\n<li><strong>\u957f\u5ea6\u8fc7\u6ee4\u5668 (Length Filter)\uff1a<\/strong> \u5254\u9664\u8fc7\u957f\u6216\u8fc7\u77ed\u7684\u4ee3\u7801\uff0c\u786e\u4fdd\u9002\u5408\u653e\u5165 LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d<\/li>\n\n\n\n<li><strong>\u91cd\u590d\u529f\u80fd\u8fc7\u6ee4\u5668 (Repetitive Functionality Filter)\uff1a<\/strong> \u6bcf\u4e2a\u7f16\u7a0b\u95ee\u9898\u53ea\u4fdd\u7559\u4e00\u4e2a\u89e3\u6cd5\uff0c\u907f\u514d\u91cd\u590d\u8bc4\u4f30<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-161629-20-2.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-161629-20-2.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:578px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>\u63a5\u4e0b\u6765\u9700\u8981\u5bf9\u8fd9\u4e9b\u7cbe\u9009\u7684\u6837\u672c\u8fdb\u884c\u4ee3\u7801\u6df7\u6dc6\uff0c\u4f5c\u8005\u9009\u62e9\u4f7f\u7528\u4e1a\u754c\u6d41\u884c\u7684 <strong>JavaScript-Obfuscator<\/strong> \u5de5\u5177\uff0c\u6a21\u62df\u771f\u5b9e\u4e16\u754c\u7684\u6df7\u6dc6\u573a\u666f\uff0c\u5305\u62ec\u4e03\u79cd\u6df7\u6dc6\u6280\u672f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4ee3\u7801\u538b\u7f29 (Code Compact)\uff1a<\/strong> \u53bb\u9664\u7a7a\u683c\u3001\u6362\u884c\u3002<\/li>\n\n\n\n<li><strong>\u540d\u79f0\u6df7\u6dc6 (Name Obfuscation)\uff1a<\/strong> \u53d8\u91cf\u540d\u6539\u4e3a <code>_0xabc<\/code> \u6216 <code>a, b<\/code> \u7b49\u65e0\u610f\u4e49\u5b57\u7b26\u3002<\/li>\n\n\n\n<li><strong>\u5b57\u7b26\u4e32\u6df7\u6dc6 (String Obfuscation)\uff1a<\/strong> \u9690\u85cf\u5b57\u7b26\u4e32\u5b57\u9762\u91cf\uff0c\u8fd0\u884c\u65f6\u8fd8\u539f\u3002<\/li>\n\n\n\n<li><strong>\u6b7b\u4ee3\u7801\u6ce8\u5165 (Dead Code Injection)\uff1a<\/strong> \u63d2\u5165\u65e0\u7528\u7684\u5783\u573e\u4ee3\u7801\u589e\u52a0\u4f53\u79ef\u3002<\/li>\n\n\n\n<li><strong>\u63a7\u5236\u6d41\u5e73\u5766\u5316 (Control Flow Flattening)\uff1a<\/strong> \u628a\u4ee3\u7801\u903b\u8f91\u6253\u6563\u6210 <code>switch<\/code> \u7ed3\u6784\uff0c\u7834\u574f\u9605\u8bfb\u987a\u5e8f\u3002<\/li>\n\n\n\n<li><strong>\u8c03\u8bd5\u4fdd\u62a4 (Debug Protection)\uff1a<\/strong> \u52a0\u5165\u53cd\u8c03\u8bd5\u4ee3\u7801\uff0c\u68c0\u6d4b\u5230\u8c03\u8bd5\u5668\u5219\u5d29\u6e83\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u9632\u5fa1 (Self-defending)\uff1a<\/strong> \u5305\u542b\u6821\u9a8c\u548c\u6216\u81ea\u4fee\u6539\u4ee3\u7801\uff0c\u9632\u6b62\u4ee3\u7801\u88ab\u683c\u5f0f\u5316\u6216\u91cd\u547d\u540d<\/li>\n<\/ul>\n\n\n\n<p>\u751f\u6210\u6df7\u6dc6\u4ee3\u7801\u65f6\u4f5c\u8005\u6ca1\u6709\u53ea\u4f7f\u7528\u5355\u4e00\u6280\u672f\uff0c\u800c\u662f\u968f\u673a\u7ec4\u5408\u591a\u79cd\u6280\u672f\uff08\u4f8b\u5982\uff1a\u540c\u65f6\u4f7f\u7528\u91cd\u547d\u540d+\u6b7b\u4ee3\u7801+\u5e73\u5766\u5316\uff09\uff0c\u6700\u7ec8\u751f\u6210\u4e86 <strong>36,260<\/strong> \u4e2a\u826f\u6027\u6df7\u6dc6\u6837\u672c\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u4e0a\u9762\u8fd9\u4e9b\u826f\u6027\u6837\u672c\uff0c\u4f5c\u8005\u8fd8\u7279\u610f\u9009\u62e9\u4e86\u6765\u81ea Hynek Petrak \u548c GeeksOnSecurity \u7684 40k+ \u771f\u5b9e\u6076\u610f\u811a\u672c\uff0c\u8fd9\u4e9b\u6076\u610f\u8f6f\u4ef6\u6ca1\u6709\u6807\u51c6\u7684\u201c\u8f93\u5165\u8f93\u51fa\u201d\u6d4b\u8bd5\u7528\u4f8b\uff0c\u56e0\u6b64\u4f5c\u8005\u4f7f\u7528 <strong>Box-js<\/strong> \u6c99\u7bb1\u8bb0\u5f55\u6076\u610f\u884c\u4e3a\uff08\u5982\u4fee\u6539\u6ce8\u518c\u8868\u3001\u7f51\u7edc\u8bf7\u6c42\uff09\uff0c\u53ea\u8981\u53cd\u6df7\u6dc6\u524d\u540e\u7684<strong>\u884c\u4e3a\u8f68\u8ff9<\/strong>\u4e00\u81f4\uff0c\u5373\u89c6\u4e3a\u8bed\u4e49\u6b63\u786e\u3002\u6700\u7ec8\u7b5b\u9009\u5e76\u751f\u6210\u4e86 <strong>4,515<\/strong> \u4e2a\u6076\u610f\u6df7\u6dc6\u6837\u672c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLM \u53cd\u6df7\u6dc6<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u6a21\u578b\u53d1\u6325\u6700\u4f73\u6027\u80fd\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e24\u79cd\u63d0\u793a\u8bcd\uff08Prompt\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u96f6\u6837\u672c\u63d0\u793a\uff08Zero-shot Prompt\uff09\uff1a<\/strong> \u76f4\u63a5\u7ed9\u6a21\u578b\u201c\u4efb\u52a1\u63cf\u8ff0\u201d\u548c\u201c\u6df7\u6dc6\u4ee3\u7801\u201d\uff0c\u8981\u6c42\u8f93\u51fa\u5e72\u51c0\u7684\u53cd\u6df7\u6dc6\u4ee3\u7801\uff0c\u4e0d\u7ed9\u4efb\u4f55\u793a\u4f8b\u3002<\/li>\n\n\n\n<li><strong>\u5355\u6837\u672c\u63d0\u793a\uff08One-shot Prompt\uff09\uff1a<\/strong> \u5728\u96f6\u6837\u672c\u7684\u57fa\u7840\u4e0a\uff0c\u589e\u52a0\u4e00\u4e2a\u6f14\u793a\u793a\u4f8b\uff08\u8f93\u5165\u6df7\u6dc6\u4ee3\u7801 -> \u8f93\u51fa\u53cd\u6df7\u6dc6\u4ee3\u7801\uff09\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u4e3a\u4ec0\u4e48\u9009\u5355\u6837\u672c\uff1f<\/strong> \u7814\u7a76\u53d1\u73b0\u7ed9\u4e00\u4e2a\u793a\u4f8b\u80fd\u663e\u8457\u63d0\u5347\u6a21\u578b\u9002\u5e94\u7279\u5b9a\u9886\u57df\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u4e3a\u4ec0\u4e48\u4e0d\u7528\u66f4\u9ad8\u7ea7\u7684\u601d\u7ef4\u94fe\uff08CoT\uff09\uff1f<\/strong> \u4f5c\u8005\u8ba4\u4e3a\u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff09\u867d\u7136\u5f3a\uff0c\u4f46\u5728\u53cd\u6df7\u6dc6\u4efb\u52a1\u4e0a\u63d0\u5347\u6709\u9650\uff0c\u4e14\u8ba1\u7b97\u6210\u672c\u592a\u9ad8\uff08\u592a\u6162\u3001\u592a\u8d35\uff09\u3002\u5355\u6837\u672c\uff08One-shot\uff09\u662f<strong>\u6548\u679c<\/strong>\u4e0e<strong>\u6548\u7387<\/strong>\u4e4b\u95f4\u7684\u6700\u4f73\u5e73\u8861\u70b9\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4f5c\u8005\u6839\u636e\u900f\u660e\u5ea6\u3001\u590d\u73b0\u6027\u548c\u4ee3\u7801\u80fd\u529b\uff0c\u4ece EvalPlus \u699c\u5355\u4e0a\u6311\u9009\u4e86 <strong>6 \u6b3e\u6a21\u578b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u504f\u597d\u5f00\u6e90\u6a21\u578b\uff1a<\/strong> \u4e3a\u4e86\u4fdd\u8bc1\u5b9e\u9a8c\u900f\u660e\u3001\u53ef\u63a7\u4e14\u9002\u5408\u5927\u89c4\u6a21\u4efb\u52a1\uff08\u5982\u5904\u7406\u6570\u767e\u4e07\u6b21\u8bf7\u6c42\uff09\uff0c\u4f18\u5148\u9009\u62e9\u5f00\u6e90\u6a21\u578b\uff08\u5982 CodeLlama, DeepSeek-Coder \u7b49\uff09\u3002<\/li>\n\n\n\n<li><strong>\u504f\u597d\u4ee3\u7801\u4e13\u7528\u6a21\u578b\uff08Code-LLMs\uff09\uff1a<\/strong> \u76f8\u6bd4\u901a\u7528\u6a21\u578b\uff0c\u4e13\u95e8\u5728\u4ee3\u7801\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u8fc7\u7684\u6a21\u578b\uff08\u5982 CodeLlama\uff09\u5bf9\u7a0b\u5e8f\u5206\u6790\u7406\u89e3\u66f4\u6df1\uff0c\u66f4\u9002\u5408\u53cd\u6df7\u6dc6\u3002<\/li>\n\n\n\n<li><strong>\u5f15\u5165 GPT-4o \u4f5c\u4e3a\u53c2\u8003\uff1a<\/strong> \u867d\u7136\u5b83\u662f\u95ed\u6e90\u7684\uff0c\u4f46\u4f5c\u4e3a\u5f53\u524d\u6700\u5f3a\u7684\u901a\u7528\u6a21\u578b\uff0c\u88ab\u5f15\u5165\u4f5c\u4e3a\u6027\u80fd\u5929\u82b1\u677f\u7684\u53c2\u8003\u5bf9\u8c61\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-162924-20-3.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-162924-20-3.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:508px;height:auto\"\/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u53cd\u6df7\u6dc6\u8bc4\u4f30\u5668<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u5168\u9762\u8861\u91cf LLM \u751f\u6210\u7684\u4ee3\u7801\u8d28\u91cf\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u5957\u5305\u542b\u56db\u6b65\u7684\u8bc4\u4f30\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bed\u6cd5\u8bc4\u4f30\u5668 (Syntax Evaluator)<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u76ee\u7684\uff1a<\/strong> \u68c0\u67e5 LLM \u751f\u6210\u7684\u4ee3\u7801\u662f\u5426\u7b26\u5408\u8bed\u6cd5\u89c4\u5219\uff0c\u80fd\u4e0d\u80fd\u88ab\u8ba1\u7b97\u673a\u8bfb\u61c2\u3002<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5\uff1a<\/strong> \u4f7f\u7528\u6807\u51c6\u7684 JS \u89e3\u6790\u5668 <strong>esprima<\/strong> \u5c1d\u8bd5\u89e3\u6790\u4ee3\u7801\u3002<\/li>\n\n\n\n<li><strong>\u6807\u51c6\uff1a<\/strong> \u53ea\u6709\u89e3\u6790\u5668\u4e0d\u62a5\u9519\uff0c\u624d\u7b97\u901a\u8fc7\u3002\u8fd9\u662f\u6700\u57fa\u7840\u7684\u95e8\u69db\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6267\u884c\u8bc4\u4f30\u5668 (Execution Evaluator)<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u76ee\u7684\uff1a<\/strong> \u68c0\u67e5\u4ee3\u7801\u7684<strong>\u903b\u8f91\u8bed\u4e49<\/strong>\u662f\u5426\u6b63\u786e\uff0c\u662f\u5426\u4fdd\u6301\u4e86\u539f\u6709\u529f\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u826f\u6027\u4ee3\u7801\uff1a<\/strong> \u5728\u9694\u79bb\u7684 Docker \u73af\u5883\u4e2d\u8fd0\u884c\u4ee3\u7801\uff0c\u770b\u5b83\u80fd\u5426\u901a\u8fc7\u6240\u6709\u7684<strong>\u6d4b\u8bd5\u7528\u4f8b<\/strong>\uff08\u8f93\u5165\/\u8f93\u51fa\u6bd4\u5bf9\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6076\u610f\u4ee3\u7801\uff1a<\/strong> \u6bd4\u8f83\u53cd\u6df7\u6dc6\u524d\u540e\u7684<strong>\u884c\u4e3a\u8f68\u8ff9<\/strong>\uff08\u5982\u7f51\u7edc\u8bf7\u6c42\u3001\u6587\u4ef6\u64cd\u4f5c\uff09\u662f\u5426\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6807\u51c6\uff1a<\/strong> \u5fc5\u987b\u901a\u8fc7\u6240\u6709\u6d4b\u8bd5\u7528\u4f8b\u6216\u884c\u4e3a\u4e00\u81f4\u624d\u7b97\u6210\u529f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7b80\u5316\u8bc4\u4f30\u5668 (Simplification Evaluator)<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u76ee\u7684\uff1a<\/strong> \u68c0\u67e5\u53cd\u6df7\u6dc6\u540e\u7684\u4ee3\u7801\u662f\u5426\u771f\u7684<strong>\u53d8\u7b80\u5355<\/strong>\u4e86\uff08\u6df7\u6dc6\u901a\u5e38\u4f1a\u628a\u4ee3\u7801\u641e\u5f97\u5f88\u590d\u6742\uff09\u3002<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5\uff1a<\/strong> \u4f7f\u7528 <strong>Halstead Length (HLoC)<\/strong> \u6307\u6807\u6765\u8ba1\u7b97\u4ee3\u7801\u590d\u6742\u5ea6\uff08\u57fa\u4e8e\u64cd\u4f5c\u7b26\u548c\u64cd\u4f5c\u6570\u7684\u6570\u91cf\uff09\u3002<\/li>\n\n\n\n<li><strong>\u516c\u5f0f\uff1a<\/strong> \u8ba1\u7b97\u590d\u6742\u5ea6\u964d\u4f4e\u7684\u6bd4\u4f8b\u3002\u5206\u6570\u8d8a\u9ad8\uff0c\u8bf4\u660e\u4ee3\u7801\u88ab\u7b80\u5316\u5f97\u8d8a\u591a\uff0c\u53bb\u9664\u4e86\u8d8a\u591a\u7684\u5783\u573e\u4ee3\u7801\u3002<img decoding=\"async\" src=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-163617-20-4.png\" alt=\"\"><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u76f8\u4f3c\u5ea6\u8bc4\u4f30\u5668 (Similarity Evaluator)<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u76ee\u7684\uff1a<\/strong> \u8861\u91cf\u4ee3\u7801\u7684<strong>\u53ef\u8bfb\u6027<\/strong>\uff0c\u770b\u5b83\u662f\u5426\u63a5\u8fd1\u4eba\u7c7b\u7f16\u5199\u7684\u539f\u59cb\u4ee3\u7801\u3002<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5\uff1a<\/strong> \u4f7f\u7528 <strong>CodeBLEU<\/strong> \u6307\u6807\uff0c\u5bf9\u6bd4<strong>\u53cd\u6df7\u6dc6\u540e\u4ee3\u7801<\/strong>\u4e0e<strong>\u539f\u59cb\u6e90\u4ee3\u7801<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u539f\u7406\uff1a<\/strong> CodeBLEU \u4e0d\u53ea\u770b\u5b57\u9762\u76f8\u4f3c\uff0c\u8fd8\u4f1a\u6bd4\u8f83\u62bd\u8c61\u8bed\u6cd5\u6811 (AST) \u548c\u6570\u636e\u6d41\u56fe (DFG)\uff0c\u7efc\u5408\u5224\u65ad\u7ed3\u6784\u548c\u903b\u8f91\u50cf\u4e0d\u50cf\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4ee3\u7801\u7ed3\u679c\u7684\u8bc4\u4f30\u662f\u6309\u987a\u5e8f\u7684\uff0c\u901a\u8fc7<strong>\u8bed\u6cd5\u8bc4\u4f30\u5668<\/strong>\u7684\u518d\u6d4b\u8bd5<strong><strong>\u6267\u884c\u8bc4\u4f30\u5668<\/strong><\/strong>\uff0c\u53ea\u6709\u8fd9\u4e24\u5173\u90fd\u8fc7\u624d\u7b97\u6210\u529f\u53cd\u6df7\u6dc6\uff0c\u6700\u540e\u65e0\u8bba\u662f\u5426\u6267\u884c\u6210\u529f\uff0c\u53ea\u8981\u8bed\u6cd5\u6b63\u786e\uff0c\u90fd\u4f1a\u8ba1\u7b97<strong>\u7b80\u5316\u5206<\/strong>\u548c<strong>\u76f8\u4f3c\u5ea6\u5206<\/strong>\uff0c\u7528\u6765\u5206\u6790\u4ee3\u7801\u8d28\u91cf\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u5b9e\u9a8c\u8bc4\u4f30<\/h1>\n\n\n\n<p>JsDeObsBench  \u57fa\u4e8e Python \u5f00\u53d1\uff0c\u4e5f\u4f7f\u7528\u4e86 PyTorch\u3001Transformers\u3001DeepSpeed\u3001Docker \u7b49\u5f00\u6e90\u5de5\u5177\uff0c\u4f5c\u8005\u7684\u6d4b\u8bd5\u73af\u5883\u975e\u5e38\u8c6a\u534e\uff0c\u4f7f\u7528\u4e86\u4e00\u53f0\u914d\u5907 AMD EPYC 32\u6838 CPU\u30011TB \u5185\u5b58\u548c 8 \u5f20<strong> NVIDIA A100 (80GB)<\/strong> \u663e\u5361\u7684\u670d\u52a1\u5668\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u65e8\u5728\u56de\u7b54\u4ee5\u4e0b\u56db\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RQ1 (\u603b\u4f53\u8868\u73b0)\uff1a<\/strong> LLM \u5728 JS \u53cd\u6df7\u6dc6\u65b9\u9762\u7684\u603b\u4f53\u8868\u73b0\u5982\u4f55?<\/li>\n\n\n\n<li><strong>RQ2 (\u51c6\u786e\u6027)\uff1a<\/strong> LLM \u548c Baselines \u5f97\u5230\u7684\u53cd\u6df7\u6dc6\u4ee3\u7801\u8bed\u6cd5\u548c\u8bed\u4e49\u662f\u5426\u6b63\u786e\uff1f<\/li>\n\n\n\n<li><strong>RQ3 (\u53ef\u8bfb\u6027)\uff1a<\/strong> LLM\u53cd\u6df7\u6dc6\u540e\u7684\u7a0b\u5e8f\u53ef\u8bfb\u6027\u5982\u4f55\uff08\u5373\u590d\u6742\u5ea6\u964d\u4f4e\u7a0b\u5ea6\u4ee5\u53ca\u4e0e\u539f\u59cb\u4ee3\u7801\u7684\u76f8\u4f3c\u5ea6\uff09\uff1f<\/li>\n\n\n\n<li><strong>RQ4 (\u5b9e\u6218\u80fd\u529b)\uff1a<\/strong> LLM \u80fd\u5bf9\u6076\u610f JS \u4ee3\u7801\u8fdb\u884c\u53cd\u6df7\u6dc6\u5417\uff1f<\/li>\n<\/ul>\n\n\n\n<p>\u4e3a\u4e86\u516c\u5e73\u5bf9\u6bd4\uff0c\u4f5c\u8005\u6311\u9009\u4e86<strong>JS-deobfuscator<\/strong> \u548c <strong>Synchrony<\/strong> \u8fd9\u4e24\u4e2a\u4f20\u7edf\u7684\u53cd\u6df7\u6dc6\u5de5\u5177\u4f5c\u4e3a Baseline\uff0c\u8fd9\u4e24\u4e2a\u5de5\u5177\u5728 GitHub \u4e0a\u661f\u6570\u8f83\u9ad8\uff08<strong>JS-deobfuscator<\/strong> \u548c <strong>Synchrony<\/strong> \u90fd\u662f1.1k star\uff09\uff0c\u529f\u80fd\u5168\u9762\uff0c\u80fd\u652f\u6301\u901a\u7528\u578b\u53cd\u6df7\u6dc6\uff0c\u4e14\u652f\u6301\u547d\u4ee4\u884c\u64cd\u4f5c\uff0c\u9002\u5408\u5927\u89c4\u6a21\u81ea\u52a8\u5316\u6d4b\u8bd5\uff0c\u5176\u4ed6\u7684\u4e00\u4e9b\u5f85\u9009\u5de5\u5177\u6bd4\u5982 JSNice \u548c De4js\uff0c\u4e3b\u8981\u9760\u7f51\u9875\u624b\u52a8\u64cd\u4f5c\uff0c\u96be\u4ee5\u6279\u91cf\u6d4b\u8bd5\uff0c\u800c DeMinify \u592a\u51b7\u95e8\uff0c\u4e0d\u5177\u6709\u4ee3\u8868\u6027\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u4ece Hugging Face \u4e0b\u8f7d\u5f00\u6e90\u6a21\u578b\uff0c\u800c\u95ed\u6e90\u6a21\u578b GPT-4o \u5c31\u76f4\u63a5\u9009\u62e9\u8c03\u7528 OpenAI API\u3002\u4e3a\u4e86\u63d0\u9ad8\u6548\u7387\u5e76\u8282\u7701\u663e\u5b58\uff0c\u672c\u5730\u6a21\u578b\u8fd0\u884c\u5728 <strong>FP16\uff08\u534a\u7cbe\u5ea6\uff09<\/strong> \u6a21\u5f0f\u4e0b\uff0c\u4e14<strong>Batch Size<\/strong> \u88ab\u8bbe\u7f6e\u4e3a 1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u56e0\uff1a<\/strong> \u6df7\u6dc6\u540e\u7684\u4ee3\u7801\u901a\u5e38\u975e\u5e38\u957f\uff08\u53c2\u8003 Table 3\uff09\uff0c\u5982\u679c\u540c\u65f6\u5904\u7406\u591a\u4e2a\u6837\u672c\uff08Batch Size > 1\uff09\uff0c\u663e\u5b58\u5f88\u5bb9\u6613\u7206\u3002<\/li>\n\n\n\n<li><strong>\u7b56\u7565\uff1a<\/strong> \u8bbe\u7f6e Batch Size \u4e3a 1\uff0c\u5373\u4e00\u6b21\u53ea\u5904\u7406\u4e00\u4e2a\u6837\u672c\uff0c\u6700\u5927\u7a0b\u5ea6\u5229\u7528\u663e\u5b58\u6765\u5bb9\u7eb3\u8d85\u957f\u7684\u8f93\u5165\u5e8f\u5217\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-165322-20-5.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-165322-20-5.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:467px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u4fdd\u8bc1\u5b9e\u9a8c\u7ed3\u679c\u7684<strong>\u4e00\u81f4\u6027<\/strong>\u548c<strong>\u5b8c\u6574\u6027<\/strong>\uff0c\u4f5c\u8005\u5bf9\u8f93\u51fa\u505a\u4e86\u4e25\u683c\u9650\u5236\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6700\u5927\u751f\u6210\u957f\u5ea6 (Max Gen Length) = 2,048 tokens\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u4e2a\u957f\u5ea6\u8db3\u4ee5\u5bb9\u7eb3\u6570\u636e\u96c6\u4e2d\u6700\u957f\u7684\u539f\u59cb\u4ee3\u7801\u3002\u786e\u4fdd\u6a21\u578b\u5728\u53cd\u6df7\u6dc6\u65f6\uff0c\u4e0d\u4f1a\u56e0\u4e3a token \u8017\u5c3d\u800c\u628a\u4ee3\u7801\u5199\u4e00\u534a\u65ad\u6389\uff08Output Truncation\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u786e\u5b9a\u6027\u89e3\u7801 (Deterministic Decoding)\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u8bbe\u7f6e\uff1a<\/strong> <code>top_p = 1<\/code>, <code>top_n = 1<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u6e29\u5ea6 (Temperature) = 0.1\uff1a<\/strong> \u6781\u4f4e\u7684\u6e29\u5ea6\u503c\u610f\u5473\u7740\u6a21\u578b\u51e0\u4e4e\u6ca1\u6709\u201c\u521b\u9020\u6027\u201d\u6216\u968f\u673a\u6027\u3002<\/li>\n\n\n\n<li><strong>\u539f\u56e0\uff1a<\/strong> \u4ee3\u7801\u53cd\u6df7\u6dc6\u662f\u4e00\u9879\u4e25\u8c28\u7684\u4efb\u52a1\uff0c\u9700\u8981\u7684\u662f\u6807\u51c6\u7b54\u6848\uff08\u8bed\u6cd5\u6b63\u786e\u7684\u4ee3\u7801\uff09\uff0c\u800c\u4e0d\u662f\u6a21\u578b\u7684\u81ea\u7531\u53d1\u6325\u3002\u8fd9\u79cd\u8bbe\u7f6e\u80fd\u8ba9\u6a21\u578b\u6bcf\u6b21\u8f93\u51fa\u7684\u7ed3\u679c\u5c3d\u53ef\u80fd\u7a33\u5b9a\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">RQ-1\uff1aLLM \u7684\u6574\u4f53\u6709\u6548\u6027<\/h2>\n\n\n\n<p>\u4ece\u5b9e\u9a8c\u6570\u636e\u4e0a\u770b\uff0c<strong>GPT-4o<\/strong> \u5728<strong>\u6267\u884c\u6b63\u786e\u6027<\/strong> (0.9342)\u3001<strong>\u4ee3\u7801\u7b80\u5316\u5ea6<\/strong> (0.3825) \u548c <strong>\u76f8\u4f3c\u5ea6\/\u53ef\u8bfb\u6027<\/strong> (0.6702) \u4e0a\u90fd\u62ff\u5230\u4e86\u6700\u9ad8\u5206\uff0c\u662f\u7efc\u5408\u6027\u80fd\u6700\u597d\u7684\u6a21\u578b\uff1b<strong>DeepSeek-Coder<\/strong> \u5728\u751f\u6210\u7684\u4ee3\u7801\u662f\u5426\u7b26\u5408\u8bed\u6cd5\u89c4\u5219(0.9906) \u4e0a\u6548\u679c\u6700\u597d\uff0c \u751a\u81f3\u7565\u5fae\u51fb\u8d25\u4e86 GPT-4o (0.9599)\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-170151-20-6.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-170151-20-6.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\"\/><\/div><\/figure>\n\n\n\n<p>\u4f46\u5c06\u548c LLM \u548c baseline \u505a\u5bf9\u6bd4\uff0cLLM \u5e76\u4e0d\u662f\u5168\u65b9\u4f4d\u78be\u538b\uff0c\u800c\u662f\u5404\u6709\u4f18\u52a3\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LLM \u7684\u4f18\u52bf\uff08\u8d62\u5728\u8d28\u91cf\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u4ee3\u7801\u66f4\u7b80\u5355\u6613\u8bfb\uff1a<\/strong> LLM \u751f\u6210\u7684\u4ee3\u7801\u5728\u7b80\u5316\u5ea6\u4e0a\u6bd4\u57fa\u7ebf\u5de5\u5177\u9ad8\u51fa <strong>16.11%<\/strong> (\u6700\u9ad8\u5206\u5bf9\u6bd4) \u6216 <strong>12.13%<\/strong> (\u5e73\u5747\u5206\u5bf9\u6bd4)\u3002<\/li>\n\n\n\n<li><strong>\u8bed\u4e49\u6062\u590d\u80fd\u529b\u5f3a\uff1a<\/strong> \u9876\u5c16 LLM\uff08\u5982 GPT-4o \u548c Codestral\uff09\u5728\u6210\u529f\u53cd\u6df7\u6dc6\u7684\u6570\u91cf\u4e0a\u5b9e\u9645\u4e0a\u8d85\u8fc7\u4e86\u57fa\u7ebf\u5de5\u5177\uff0c\u8bc1\u660e\u5b83\u4eec\u66f4\u80fd\u7406\u89e3\u4ee3\u7801\u7684\u6df1\u5c42\u542b\u4e49\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>LLM \u7684\u52a3\u52bf\uff08\u8f93\u5728\u7a33\u5b9a\u6027\u548c\u901f\u5ea6\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u5bb9\u6613\u5199\u51fa Bug\uff1a<\/strong> \u57fa\u7ebf\u5de5\u5177\u51e0\u4e4e\u80fd\u4fdd\u8bc1 100% \u8bed\u6cd5\u6b63\u786e\uff0c83% \u6267\u884c\u6b63\u786e\uff1b\u800c LLM \u5e73\u5747\u53ea\u6709 <strong>97.23%<\/strong> \u8bed\u6cd5\u6b63\u786e\uff0c<strong>60.93%<\/strong> \u6267\u884c\u6b63\u786e\u3002\u8fd9\u610f\u5473\u7740 LLM \u7ecf\u5e38\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\uff0c\u5199\u51fa\u7684\u4ee3\u7801\u8dd1\u4e0d\u901a\u3002<\/li>\n\n\n\n<li><strong>\u901f\u5ea6\u592a\u6162\uff1a<\/strong> LLM \u7684\u63a8\u7406\u901f\u5ea6\u6bd4\u4f20\u7edf\u5de5\u5177<strong>\u6162 20 \u500d<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5c06\u4ee3\u7801\u6a21\u578b\u548c\u901a\u7528\u6a21\u578b\u505a\u5bf9\u6bd4\uff0c\u4f5c\u8005\u53d1\u73b0\u4e86\u4e00\u4e2a\u5f88\u81ea\u7136\u800c\u7136\u7684\u89c4\u5f8b\uff1a\u5728\u540c\u4e00\u4e2a\u6a21\u578b\u5bb6\u65cf\u4e2d\uff0c\u4e13\u95e8\u9488\u5bf9\u4ee3\u7801\u8bad\u7ec3\u7684\u7248\u672c\u8868\u73b0\u8fdc\u597d\u4e8e\u901a\u7528\u7248\u672c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CodeLlama<\/strong> \u7684\u8bed\u6cd5\u6b63\u786e\u6027\u6bd4 Llama-3.1 \u9ad8 <strong>5.13%<\/strong>\u3002<\/li>\n\n\n\n<li><strong>Codestral<\/strong> \u7684\u6267\u884c\u6b63\u786e\u6027\u6bd4 Mixtral \u9ad8 <strong>54.21%<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6240\u4ee5\u505a\u53cd\u6df7\u6dc6\u4efb\u52a1\uff0c\u6700\u597d\u9009\u7528\u7ecf\u8fc7\u4ee3\u7801\u8bad\u7ec3\u7684\u4e13\u5bb6\u6a21\u578b (Expert Model)\uff0c\u800c\u4e0d\u662f\u901a\u7528\u7684\u804a\u5929\u6a21\u578b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RQ2\uff1a\u8bed\u6cd5\u548c\u6267\u884c\u6b63\u786e\u6027<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-171000-20-7.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-171000-20-7.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\"\/><\/div><\/figure>\n\n\n\n<p>\u4f5c\u8005\u901a\u8fc7<strong>\u8bed\u6cd5\u68c0\u67e5\uff08Syntax Check\uff09<strong>\u548c<\/strong>\u6267\u884c\u68c0\u67e5\uff08Execution Check\uff09<\/strong>\uff0c\u5c06 LLM \u4e0e\u4f20\u7edf\u57fa\u7ebf\u5de5\u5177\u8fdb\u884c\u4e86\u6df1\u5ea6\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bed\u6cd5\u6b63\u786e\u6027 (Syntax Correctness)<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u4f20\u7edf\u57fa\u7ebf\u5de5\u5177\u5b8c\u80dc\uff1a<\/strong> Synchrony \u548c JS-deobfuscator \u7684\u901a\u8fc7\u7387\u662f <strong>100%<\/strong>\u3002\u5b83\u4eec\u751f\u6210\u7684\u4ee3\u7801\u6c38\u8fdc\u7b26\u5408\u8bed\u6cd5\u89c4\u5219\u3002<\/li>\n\n\n\n<li><strong>LLM \u7565\u6709\u7455\u75b5\uff1a<\/strong> LLM \u5e73\u5747\u6709 <strong>2.76%<\/strong> \u7684\u8bed\u6cd5\u9519\u8bef\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6267\u884c\u6b63\u786e\u6027 (Execution Correctness)<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u6574\u4f53\u5dee\u8ddd\uff1a<\/strong> LLM \u7684\u5e73\u5747\u6267\u884c\u5931\u8d25\u7387\u9ad8\u8fbe <strong>37.40%<\/strong>\uff0c\u800c\u4f20\u7edf\u5de5\u5177\u8868\u73b0\u7a33\u5065\uff08\u9664\u4e2a\u522b\u60c5\u51b5\u5916\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u5bf9\u6bd4\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u4e13\u4e1a\u7248 > \u901a\u7528\u7248\uff1a<\/strong> \u7ecf\u8fc7\u4ee3\u7801\u8bad\u7ec3\u7684\u6a21\u578b\uff08CodeLlama, Codestral, DeepSeek-Coder\uff09\u6bd4\u901a\u7528\u6a21\u578b\uff08Llama-3.1, Mixtral\uff09\u5f3a\u5f97\u591a\uff0c\u5e73\u5747\u4f18\u52bf\u8fbe <strong>32.66%<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u6700\u5f3a\u9009\u624b\uff1a<\/strong> <strong>GPT-4o<\/strong> \u4f9d\u7136\u9886\u5148\uff0c\u4f46\u5728\u8bed\u4e49\u6062\u590d\u4e0a\u4ecd\u6709\u6311\u6218\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u57fa\u7ebf\u5de5\u5177\u7684\u6b7b\u7a74\uff1a<\/strong> \u867d\u7136\u4f20\u7edf\u5de5\u5177\u901a\u5e38\u5f88\u7a33\uff0c\u4f46\u9047\u5230 <strong>&#8220;Self-defending&#8221;\uff08\u81ea\u9632\u5fa1\uff09<\/strong> \u6df7\u6dc6\u65f6\u51e0\u4e4e\u5168\u519b\u8986\u6ca1\uff081298\u4e2a\u6837\u672c\u91cc\u53ea\u8fc7\u4e862\u4e2a\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u96be\u5ea6\u5206\u6790 (Difficulty Factors)<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u6700\u5bb9\u6613\u7684\u9898\uff1aCode Compact\uff08\u4ee3\u7801\u538b\u7f29\uff09<\/strong>\u3002LLM \u5904\u7406\u5f97\u6700\u597d\uff0c\u5e73\u5747\u5f97\u5206 0.7918\u3002<\/li>\n\n\n\n<li><strong>\u6700\u96be\u7684\u9898\uff1aString Obfuscation\uff08\u5b57\u7b26\u4e32\u6df7\u6dc6\uff09<\/strong>\u3002LLM \u5904\u7406\u5f97\u6700\u5dee\uff0c\u5e73\u5747\u5f97\u5206 0.4663\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-171422-20-8.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025\/12\/QQ20251220-171422-20-8.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:524px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>\u73b0\u5b9e\u4e2d\u7684\u6df7\u6dc6\u5f80\u5f80\u662f\u591a\u79cd\u6280\u672f\u53e0\u52a0\u7684\uff0c\u968f\u7740\u6df7\u6dc6\u5c42\u6570\u589e\u52a0\uff0c\u6240\u6709\u5de5\u5177\uff08LLM \u548c baseline \uff09\u7684\u8868\u73b0\u90fd\u76f4\u7ebf\u4e0b\u964d\uff0c\u9608\u503c\u662f6\u5c42\uff0c\u5f53\u6df7\u6dc6\u6280\u672f\u53e0\u52a0\u8d85\u8fc7 <strong>6\u79cd<\/strong> \u65f6\uff0c\u6240\u6709\u65b9\u6cd5\u7684\u6210\u529f\u7387\u51e0\u4e4e\u90fd\u5f52\u96f6\uff0c\u53ea\u4e0d\u8fc7\u5176\u4e2d <strong>GPT-4o<\/strong> \u8868\u73b0\u8fd8\u662f\u6700\u597d\u7684\uff0c\u57286\u5c42\u6df7\u6dc6\u4e0b\uff0c\u5b83\u8fd8\u80fd\u4fdd\u6301 <strong>20.39%<\/strong> \u7684\u8bed\u4e49\u6b63\u786e\u7387\uff0c\u800c\u5176\u4ed6\u6a21\u578b\u6b64\u65f6\u53ea\u6709 <strong>2%<\/strong> \u5de6\u53f3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RQ3\uff1a\u4ee3\u7801\u7b80\u5316\u548c\u76f8\u4f3c<\/h2>\n\n\n\n<p><strong>\u4ee3\u7801\u7b80\u5316\u5ea6 (Code Simplification)<\/strong>\u662f\u8861\u91cf\u53cd\u6df7\u6dc6\u5de5\u5177\u80fd\u5426\u53bb\u9664\u201c\u6b7b\u4ee3\u7801\u201d\u548c\u201c\u590d\u6742\u903b\u8f91\u201d\uff0c\u628a\u4ee3\u7801\u53d8\u7b80\u5355\u7684\u80fd\u529b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LLM \u5b8c\u80dc\u4f20\u7edf\u5de5\u5177\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>LLM \u5728\u964d\u4f4e\u4ee3\u7801\u590d\u6742\u5ea6\u65b9\u9762\u8868\u73b0\u663e\u8457\u4f18\u4e8e\u57fa\u7ebf\u5de5\u5177\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u5bf9\u6bd4\uff1a<\/strong> \u5728\u5904\u7406\u6700\u96be\u7684\u201c\u5b57\u7b26\u4e32\u6df7\u6dc6\u201d\u65f6\uff0c<strong>CodeLlama<\/strong> \u7684\u7b80\u5316\u5206\u4e2d\u4f4d\u6570\u9ad8\u8fbe <strong>0.7643<\/strong>\uff0c\u800c\u4f20\u7edf\u5de5\u5177 Synchrony \u53ea\u6709 0.6860\uff0cJS-deobfuscator \u51e0\u4e4e\u4e3a\u96f6\uff080.01\uff09\u3002\u8fd9\u610f\u5473\u7740\u4f20\u7edf\u5de5\u5177\u5f80\u5f80\u53ea\u662f\u673a\u68b0\u5730\u8fd8\u539f\uff0c\u800c LLM \u80fd\u771f\u6b63\u7406\u89e3\u5e76\u7cbe\u7b80\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8d8a\u6df7\u6dc6\uff0c\u8d8a\u7b80\u5316\uff08\u6709\u8da3\u7684\u8d8b\u52bf\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u968f\u7740\u6df7\u6dc6\u5c42\u6570\u589e\u52a0\uff08\u4f8b\u5982\u4ece1\u5c42\u589e\u52a0\u52305\u5c42\uff09\uff0cLLM \u7684\u7b80\u5316\u5f97\u5206\u53cd\u800c<strong>\u4e0a\u5347<\/strong>\u4e86\uff08\u4f8b\u5982 CodeLlama \u63d0\u5347\u4e86 0.5096\uff09\u3002<\/li>\n\n\n\n<li><strong>\u539f\u56e0\uff1a<\/strong> \u591a\u5c42\u6df7\u6dc6\u4f1a\u8ba9\u539f\u59cb\u4ee3\u7801\u53d8\u5f97\u6781\u5ea6\u81c3\u80bf\uff08\u5206\u6bcd\u53d8\u5927\uff09\uff0c\u800c LLM \u503e\u5411\u4e8e\u751f\u6210\u7b80\u6d01\u7684\u4ee3\u7801\uff08\u5206\u5b50\u53d8\u5c0f\uff09\uff0c\u56e0\u6b64\u8ba1\u7b97\u51fa\u6765\u7684\u201c\u51cf\u80a5\u6bd4\u4f8b\u201d\u975e\u5e38\u60ca\u4eba\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6ce8\u610f\uff1a<\/strong> \u5f53\u6df7\u6dc6\u8d85\u8fc7 6 \u5c42\u65f6\uff0c\u867d\u7136\u7b80\u5316\u5206\u5f88\u9ad8\uff0c\u4f46\u56e0\u4e3a\u4ee3\u7801\u5f80\u5f80\u5df2\u7ecf\u6709\u8bed\u6cd5\u9519\u8bef\uff08\u8dd1\u4e0d\u901a\u4e86\uff09\uff0c\u6240\u4ee5\u8fd9\u4e2a\u9ad8\u5206\u53c2\u8003\u4ef7\u503c\u964d\u4f4e\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4ee3\u7801\u76f8\u4f3c\u5ea6\/\u53ef\u8bfb\u6027 (Similarity \/ Readability)<\/strong>\u662f\u8861\u91cf\u53cd\u6df7\u6dc6\u540e\u7684\u4ee3\u7801\u957f\u5f97\u50cf\u4e0d\u50cf\u539f\u672c\u7684\u4eba\u7c7b\u6e90\u7801\uff08\u57fa\u4e8e CodeBLEU \u6307\u6807\uff09\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GPT-4o \u9065\u9065\u9886\u5148\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>GPT-4o<\/strong> \u751f\u6210\u7684\u4ee3\u7801\u6700\u50cf\u539f\u59cb\u4ee3\u7801\uff0c\u4e2d\u4f4d\u5206\u6570\u4e3a <strong>0.6616<\/strong>\u3002<\/li>\n\n\n\n<li>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4f20\u7edf\u5de5\u5177 Synchrony (0.5944) \u548c JS-deobfuscator (0.4851) \u751f\u6210\u7684\u4ee3\u7801\u53ef\u8bfb\u6027\u8f83\u5dee\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u96be\u70b9\u4e0e\u6613\u70b9\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u6700\u5bb9\u6613\uff1a<\/strong> Code Compact\uff08\u4ee3\u7801\u538b\u7f29\uff09\u3002LLM \u5f88\u5bb9\u6613\u8fd8\u539f\u8fd9\u79cd\u53ea\u662f\u53bb\u6389\u4e86\u7a7a\u683c\u7684\u4ee3\u7801\u3002<\/li>\n\n\n\n<li><strong>\u6700\u96be\uff1a<\/strong> Name Obfuscation\uff08\u53d8\u91cf\u540d\u6df7\u6dc6\uff09\u3002\u56e0\u4e3a\u53d8\u91cf\u540d\u4e00\u65e6\u88ab\u6539\u6210 <code>a<\/code>, <code>b<\/code> \u6216 <code>_0x123<\/code>\uff0cLLM \u4e5f\u5f88\u96be\u731c\u51fa\u7a0b\u5e8f\u5458\u539f\u672c\u8d77\u7684\u540d\u5b57\uff08\u5bfc\u81f4 GPT-4o \u5206\u6570\u964d\u81f3 0.5317\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5c42\u6570\u8d8a\u6df1\uff0c\u8fd8\u539f\u8d8a\u96be\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4e0e\u7b80\u5316\u5ea6\u4e0d\u540c\uff0c<strong>\u76f8\u4f3c\u5ea6<\/strong>\u968f\u7740\u6df7\u6dc6\u5c42\u6570\u7684\u589e\u52a0\u800c<strong>\u4e0b\u964d<\/strong>\u3002<\/li>\n\n\n\n<li>\u4f46\u5728\u9ad8\u96be\u5ea6\u4e0b\uff085\u5c42\u6df7\u6dc6\uff09\uff0c<strong>GPT-4o<\/strong> \u4f9d\u7136\u6700\u7a33\uff0c\u6bd4\u5176\u4ed6\u65b9\u6cd5\u5e73\u5747\u9ad8\u51fa <strong>21.62%<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">RQ4\uff1a\u6d88\u9664JS\u6076\u610f\u8f6f\u4ef6\u7684\u6df7\u6dc6<\/h2>\n\n\n\n<p>\u76f8\u6bd4\u4e8e\u5904\u7406\u666e\u901a\u4ee3\u7801\uff0cLLM \u5728\u5904\u7406\u6076\u610f\u4ee3\u7801\u65f6\u8868\u73b0\u5927\u5e45\u4e0b\u964d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bed\u6cd5\u6b63\u786e\u7387\u4e0b\u964d\uff1a<\/strong> \u5e73\u5747\u4e0b\u964d\u4e86 <strong>22.43%<\/strong>\uff08\u4ece 97.24% \u8dcc\u81f3 74.81%\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6267\u884c\u6b63\u786e\u7387\u66b4\u8dcc\uff1a<\/strong> \u5e73\u5747\u4e0b\u964d\u4e86 <strong>47.71%<\/strong>\uff08\u4ece 62.60% \u8dcc\u81f3 14.89%\uff09\u3002<\/li>\n\n\n\n<li><strong>\u7ed3\u8bba\uff1a<\/strong> \u6076\u610f\u4ee3\u7801\u7684\u53cd\u6df7\u6dc6\u5bf9 LLM \u6765\u8bf4\u662f\u975e\u5e38\u56f0\u96be\u7684\u6311\u6218\uff0c\u5927\u90e8\u5206\u751f\u6210\u51fa\u6765\u7684\u4ee3\u7801\u90fd\u8dd1\u4e0d\u901a\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u826f\u6027\u4ee3\u7801\u4e0a\u8868\u73b0\u65e0\u654c\u7684 <strong>GPT-4o<\/strong> \u5728\u8fd9\u91cc\u7ffb\u8f66\u4e86\uff0c\u800c\u5f00\u6e90\u6a21\u578b\u4e0a\u4f4d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GPT-4o \u7684\u6ed1\u94c1\u5362\uff1a<\/strong> \u5b83\u7684\u8bed\u6cd5\u6b63\u786e\u7387\u5f88\u4f4e\uff0c\u4e3b\u8981\u539f\u56e0\u662f<strong>\u89e6\u53d1\u4e86\u5b89\u5168\u8fc7\u6ee4\u5668 (Safety Filtering)<\/strong>\u3002GPT-4o \u8bc6\u522b\u51fa\u8fd9\u662f\u6076\u610f\u4ee3\u7801\uff0c\u76f4\u63a5\u62d2\u7edd\u56de\u7b54\uff08Refusal\uff09\uff0c\u5bfc\u81f4\u8f93\u51fa\u4e3a\u7a7a\u6216\u62a5\u9519\u3002<\/li>\n\n\n\n<li><strong>\u5f00\u6e90\u6a21\u578b\u80dc\u51fa\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u8bed\u6cd5\u6700\u4f73\uff1aCodestral<\/strong> (92.80%)\u3002<\/li>\n\n\n\n<li><strong>\u6267\u884c\u6700\u4f73\uff1aDeepSeek-Coder<\/strong> (25.01%)\u3002<\/li>\n\n\n\n<li><strong>\u539f\u56e0\uff1a<\/strong> \u5f00\u6e90\u6a21\u578b\u901a\u5e38\u6ca1\u6709\u90a3\u4e48\u4e25\u683c\u7684\u5f3a\u5236\u5b89\u5168\u8fc7\u6ee4\uff0c\u56e0\u6b64\u66f4\u613f\u610f\u5c1d\u8bd5\u53bb\u5904\u7406\u6076\u610f\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u867d\u7136 LLM \u751f\u6210\u7684\u6076\u610f\u4ee3\u7801\u5f88\u96be\u8dd1\u901a\uff08\u6267\u884c\u5206\u4f4e\uff09\uff0c\u4f46\u5b83\u4eec<strong>\u975e\u5e38\u6613\u8bfb<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM \u7684\u7b80\u5316\u5f97\u5206\u6bd4\u4f20\u7edf\u57fa\u7ebf\u5de5\u5177\u9ad8\u51fa <strong>28.85%<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u5b9e\u6218\u4ef7\u503c\uff1a<\/strong> \u5373\u4f7f\u4ee3\u7801\u8dd1\u4e0d\u901a\uff0cLLM \u628a\u590d\u6742\u7684\u6076\u610f\u903b\u8f91\u6539\u5199\u6210\u4e86\u7b80\u5355\u6e05\u6670\u7684\u7248\u672c\uff0c\u8fd9\u5bf9\u5b89\u5168\u5206\u6790\u4eba\u5458\u7406\u89e3\u75c5\u6bd2\u539f\u7406\u975e\u5e38\u6709\u5e2e\u52a9\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\u662f\uff0c\u53cd\u6df7\u6dc6\u540e\u7684\u4ee3\u7801\u4e0e\u201c\u539f\u59cb\u201d\u6076\u610f\u4ee3\u7801\u76f8\u4f3c\u5ea6\u5f88\u4f4e\uff08\u4e0b\u964d 26.72%\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6536\u96c6\u6765\u7684\u201c\u539f\u59cb\u201d\u6076\u610f\u6837\u672c\u672c\u8eab\u5f80\u5f80\u5c31\u5df2\u7ecf\u88ab\u9ed1\u5ba2\u6df7\u6dc6\u8fc7\u4e00\u6b21\u4e86\u3002LLM\u628a\u5b83\u8fd8\u539f\u6210\u4e86\u5e72\u51c0\u7684\u4ee3\u7801\uff0c\u5bfc\u81f4\u4e24\u8005\u957f\u5f97\u5b8c\u5168\u4e0d\u4e00\u6837\u3002\u8fd9\u5728\u6307\u6807\u4e0a\u770b\u4f3c\u662f\u574f\u4e8b\uff08\u76f8\u4f3c\u5ea6\u4f4e\uff09\uff0c\u4f46\u5b9e\u9645\u4e0a\u8bf4\u660e\u53cd\u6df7\u6dc6\u6548\u679c\u5f88\u597d\uff08\u53bb\u9664\u4e86\u4f2a\u88c5\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6848\u4f8b\u7814\u7a76<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">LLM \u4e3a\u4ec0\u4e48\u4f1a\u53cd\u6df7\u6dc6\u5931\u8d25\uff1f<\/h3>\n\n\n\n<p>\u4f5c\u8005\u5206\u6790\u4e86\u90a3\u4e9b\u672a\u80fd\u901a\u8fc7\u8bed\u6cd5\u6216\u6267\u884c\u68c0\u67e5\u7684\u5931\u8d25\u6848\u4f8b\uff0c\u603b\u7ed3\u51fa<strong>\u56db\u5927\u6839\u6e90<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u590d\u8bfb\u673a\u6a21\u5f0f (Self-repeating)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u6709\u65f6\u4f1a\u50cf\u590d\u8bfb\u673a\u4e00\u6837\uff0c\u628a\u63d0\u793a\u8bcd\uff08Prompt\uff09\u91cc\u7684\u6307\u4ee4\u518d\u6284\u4e00\u904d\uff0c\u6216\u8005\u91cd\u590d\u8f93\u5165\u7684\u5185\u5bb9\u3002\u8fd9\u5bfc\u81f4\u8f93\u51fa\u4e2d\u6df7\u6742\u4e86\u81ea\u7136\u8bed\u8a00\uff0c\u7834\u574f\u4e86\u4ee3\u7801\u8bed\u6cd5\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236 (Limited LLM Context Window Size)<\/strong>\n<ul class=\"wp-block-list\">\n<li> \u67d0\u4e9b\u6df7\u6dc6\u6280\u672f\uff08\u5982\u201c\u63a7\u5236\u6d41\u5e73\u5766\u5316\u201d\uff09\u4f1a\u751f\u6210\u6781\u957f\u7684\u4ee3\u7801\uff08\u4f8b\u5982\u5de8\u5927\u7684 Hash Map\uff09\u3002\u8fd9\u5bfc\u81f4\u8f93\u51fa\u8d85\u51fa\u4e86 LLM \u7684\u6700\u5927\u957f\u5ea6\u9650\u5236\uff0c\u4ee3\u7801\u5199\u5230\u4e00\u534a\u88ab<strong>\u622a\u65ad<\/strong>\uff0c\u81ea\u7136\u5c31\u62a5\u8bed\u6cd5\u9519\u8bef\u4e86\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u62d2\u7edd\u56de\u7b54 (Refuse to Response)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u8981\u662f <strong>GPT-4o<\/strong> \u7684\u95ee\u9898\u3002\u5f53\u8981\u6c42\u53cd\u6df7\u6dc6\u6076\u610f\u4ee3\u7801\uff0c\u6216\u67d0\u4e9b\u6df7\u6dc6\u7279\u5f81\u770b\u8d77\u6765\u50cf\u6076\u610f\u653b\u51fb\u65f6\uff0c\u4f1a\u89e6\u53d1 OpenAI \u7684<strong>\u5b89\u5168\u8fc7\u6ee4\u5668<\/strong>\uff0c\u6a21\u578b\u76f4\u63a5\u62d2\u7edd\u751f\u6210\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bed\u4e49\u7be1\u6539 (Semantic Manipulation)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u662f\u6700\u9690\u853d\u7684\u9519\u8bef\u3002\u4ee3\u7801\u80fd\u8dd1\uff0c\u8bed\u6cd5\u4e5f\u5bf9\uff0c\u4f46<strong>\u903b\u8f91\u53d8\u4e86<\/strong>\u3002<\/li>\n\n\n\n<li>\u5728\u4e00\u4e2a\u4f8b\u5b50\u91cc\uff0c\u539f\u4ee3\u7801\u662f\u6309 <code>line[2], line[0], line[1]<\/code> \u62fc\u63a5\uff0c\u6a21\u578b\u8bef\u5c06\u6df7\u6dc6\u4ee3\u7801\u4e2d\u5341\u516d\u8fdb\u5236\u7684 <code>\\x02<\/code> \u548c <code>\\x01<\/code> \u5f53\u6210\u4e86\u6570\u5b57 <code>1<\/code> \u548c <code>2<\/code>\uff0c\u64c5\u81ea\u6539\u6210\u4e86 <code>line[1], line[0], line[2]<\/code>\uff0c\u5bfc\u81f4\u7a0b\u5e8f\u529f\u80fd\u6539\u53d8\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">LLM \u4e3a\u4ec0\u4e48\u64c5\u957f\u7b80\u5316\u4e0e\u63d0\u5347\u53ef\u8bfb\u6027\uff1f (Code Simplification and Readability)<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u91ca\u4e3a\u4ec0\u4e48 LLM \u5728\u7b80\u5316\u5ea6\u548c\u76f8\u4f3c\u5ea6\u4e0a\u5f97\u5206\u90a3\u4e48\u9ad8\uff0c\u4f5c\u8005\u5206\u6790\u4e86\u5177\u4f53\u7684\u6210\u529f\u6848\u4f8b\uff08\u4ee5 Codestral \u6a21\u578b\u4e3a\u4f8b\uff09\uff0c\u53d1\u73b0 LLM \u5177\u5907\u4f20\u7edf\u5de5\u5177\uff08\u5982 Synchrony\uff09\u6240\u6ca1\u6709\u7684<strong>\u56db\u9879\u6838\u5fc3\u80fd\u529b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7cbe\u51c6\u7684\u7406\u89e3\u529b (Precise Comprehension)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5373\u4f7f\u4ee3\u7801\u88ab\u6539\u5f97\u9762\u76ee\u5168\u975e\uff08\u5230\u5904\u662f\u4e71\u7801\u7b26\u53f7\uff09\uff0cLLM \u4f9d\u7136\u80fd\u900f\u8fc7\u73b0\u8c61\u770b\u672c\u8d28\uff0c\u7406\u89e3\u8fd9\u6bb5\u4ee3\u7801\u662f\u7528\u6765\u201c\u8ba1\u7b97\u6570\u5b57\u4e4b\u548c\u201d\u7684\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u53d8\u91cf\u540d\u6062\u590d (Accurate Name Recovery)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u662f LLM \u6700\u5927\u7684\u4f18\u52bf\u3002\u4f20\u7edf\u5de5\u5177\u901a\u5e38\u4fdd\u7559\u5783\u573e\u53d8\u91cf\u540d\uff08\u5982 <code>_0x5e1f19<\/code>\uff09\uff0c\u800c LLM \u80fd\u6839\u636e\u4e0a\u4e0b\u6587\u903b\u8f91\uff0c\u5c06\u5176<strong>\u91cd\u547d\u540d<\/strong>\u4e3a\u6709\u610f\u4e49\u7684\u5355\u8bcd\uff08\u5982 <code>input<\/code>, <code>num<\/code>\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7c7b\u578b\u63a8\u65ad (Correct Type Inference)<\/strong>\n<ul class=\"wp-block-list\">\n<li>LLM \u80fd\u731c\u51fa\u53d8\u91cf\u5e94\u8be5\u662f\u4ec0\u4e48\u7c7b\u578b\u3002\u4f8b\u5982\uff0c\u5b83\u8bc6\u522b\u51fa <code>num<\/code> \u5e94\u8be5\u662f\u6574\u6570\uff0c\u4e8e\u662f\u4f1a\u5728\u751f\u6210\u7684\u4ee3\u7801\u4e2d\u81ea\u52a8\u52a0\u4e0a <code>Math.floor<\/code> \u6765\u4fdd\u6301\u6574\u6570\u7c7b\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u663e\u8457\u63d0\u5347\u53ef\u8bfb\u6027 (Significant Enhancement in Readability)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u6bd4\u663e\u793a\uff0c\u4f20\u7edf\u5de5\u5177\u751f\u6210\u7684\u4ee3\u7801\u4f9d\u7136\u6ee1\u5c4f\u4e71\u7801\uff0c\u6781\u96be\u9605\u8bfb\uff1b\u800c LLM \u751f\u6210\u7684\u4ee3\u7801\u7ed3\u6784\u6e05\u6670\u3001\u547d\u540d\u89c4\u8303\uff0c\u51e0\u4e4e\u5c31\u50cf\u662f\u4eba\u7c7b\u7a0b\u5e8f\u5458\u5199\u51fa\u6765\u7684\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u603b\u7ed3<\/h1>\n\n\n\n<p>\u4f5c\u8005\u603b\u7ed3\u4e86 LLM \u5728\u53cd\u6df7\u6dc6\u4efb\u52a1\u4e0a\u7684\u201c\u53cc\u5203\u5251\u201d\u7279\u6027\uff0c\u5e76\u63d0\u51fa\u4e86\u6539\u8fdb\u601d\u8def\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LLM \u7684\u6f5c\u529b (Potential)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u867d\u7136 LLM \u5728<strong>\u51c6\u786e\u6027<\/strong>\uff08\u8bed\u6cd5\u548c\u6267\u884c\uff09\u4e0a\u4e0d\u5982\u4f20\u7edf\u5de5\u5177\uff0c\u4f46\u5728<strong>\u53ef\u8bfb\u6027<\/strong>\uff08\u4ee3\u7801\u7b80\u5316\u3001\u53d8\u91cf\u540d\/\u7c7b\u578b\u63a8\u65ad\uff09\u4e0a\u5c55\u73b0\u4e86\u5de8\u5927\u4f18\u52bf\u3002\u8fd9\u8bf4\u660e LLM \u975e\u5e38\u9002\u5408\u7528\u4e8e\u8f85\u52a9\u7406\u89e3\u6666\u6da9\u7684\u4ee3\u7801\uff0c\u751a\u81f3\u53ef\u4ee5\u5e2e\u52a9\u6539\u8fdb\u7a0b\u5e8f\u5206\u6790\u4e2d\u7684\u5176\u4ed6\u96be\u9898\uff08\u5982\u7c7b\u578b\u63a8\u65ad\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5982\u4f55\u6539\u8fdb (Enhancing LLMs)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u76ee\u524d\u7684\u75db\u70b9\u662f<strong>\u6027\u80fd<\/strong>\uff08\u8dd1\u4e0d\u901a\uff09\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u95ee\u9898\u6839\u6e90\uff1a<\/strong> \u4e4b\u524d\u63d0\u5230\u7684\u201c\u590d\u8bfb\u673a\u201d\u6a21\u5f0f\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\u3001\u8bed\u4e49\u7be1\u6539\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u6539\u8fdb\u65b9\u6848\uff1a<\/strong> \u867d\u7136\u6a21\u578b\u652f\u6301\u7684\u4e0a\u4e0b\u6587\u8d8a\u6765\u8d8a\u957f\uff08\u5982 Claude \u652f\u6301 200k tokens\uff09\uff0c\u4f46\u5149\u9760\u8fd9\u4e2a\u4e0d\u591f\u3002\u672a\u6765\u5fc5\u987b\u8fdb\u884c<strong>\u66f4\u9ad8\u7ea7\u7684\u9884\u8bad\u7ec3\u548c\u5fae\u8c03 (Fine-tuning)<\/strong>\uff0c\u7279\u522b\u662f\u9488\u5bf9<strong>\u4ee3\u7801\u6570\u636e\u96c6<\/strong>\u548c<strong>\u590d\u6742\u6df7\u6dc6\u903b\u8f91<\/strong>\u8fdb\u884c\u4e13\u95e8\u8bad\u7ec3\uff0c\u624d\u80fd\u8ba9\u6a21\u578b\u5728\u9762\u5bf9\u9ad8\u96be\u5ea6\u6df7\u6dc6\u65f6\u4e0d\u518d\u201c\u4e71\u5199\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4f5c\u8005\u5766\u8bda\u5730\u6307\u51fa\u4e86\u672c\u7814\u7a76\u5b58\u5728\u7684\u4e0d\u8db3\uff0c\u8fd9\u4e9b\u4e5f\u662f\u672a\u6765\u7814\u7a76\u53ef\u4ee5\u7a81\u7834\u7684\u65b9\u5411\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u96c6\u6765\u6e90 (Dataset)<\/strong>\n<ul class=\"wp-block-list\">\n<li> \u76ee\u524d\u7684\u826f\u6027\u4ee3\u7801\u4e3b\u8981\u6765\u81ea\u201c\u7f16\u7a0b\u7ade\u8d5b\u9898\u201d\uff08\u4e3a\u4e86\u4fdd\u8bc1\u6709\u6d4b\u8bd5\u7528\u4f8b\uff09\u3002\u4f46\u8fd9\u53ef\u80fd\u65e0\u6cd5\u5b8c\u5168\u4ee3\u8868\u771f\u5b9e\u4e16\u754c\u4e2d\u65e5\u65b0\u6708\u5f02\u7684 JS \u7a0b\u5e8f\u3002\u672a\u6765\u5e94\u8003\u8651\u7eb3\u5165\u66f4\u591a\u65b0\u5f00\u53d1\u7684\u811a\u672c\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6076\u610f\u8f6f\u4ef6\u6570\u636e (Malware Data)<\/strong>\n<ul class=\"wp-block-list\">\n<li> \u76ee\u524d\u7684\u6076\u610f\u4ee3\u7801\u5e93\u6df7\u5408\u4e86\u201c\u5df2\u6df7\u6dc6\u201d\u548c\u201c\u672a\u6df7\u6dc6\u201d\u7684\u6837\u672c\uff0c\u56e0\u4e3a\u5f88\u96be\u5728\u7f51\u7edc\u4e0a\u627e\u5230\u5927\u89c4\u6a21\u4e14\u7eaf\u51c0\uff08\u672a\u6df7\u6dc6\uff09\u7684\u6076\u610f\u8f6f\u4ef6\u6e90\u7801\u3002\u8fd9\u5bfc\u81f4\u8ba1\u7b97\u76f8\u4f3c\u5ea6\u65f6\u5206\u6570\u504f\u4f4e\uff08\u56e0\u4e3a\u662f\u5728\u8ddf\u4e00\u4e2a\u672c\u8eab\u5c31\u6df7\u6dc6\u8fc7\u7684\u4ee3\u7801\u6bd4\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6df7\u6dc6\u5de5\u5177\u5355\u4e00 (Obfuscation Tools)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u672c\u7814\u7a76\u4e3b\u8981\u57fa\u4e8e\u4e3b\u6d41\u7684 <strong>JavaScript-Obfuscator<\/strong>\u3002\u5b9e\u9645\u4e0a\u8fd8\u6709\u5f88\u591a\u65b0\u7684\u6df7\u6dc6\u6280\u672f\uff08\u5982\u673a\u4f1a\u4e3b\u4e49\u53d8\u6362\uff09\u548c\u65b0\u7684\u53cd\u6df7\u6dc6\u5de5\u5177\u51fa\u73b0\u3002\u672a\u6765\u53ef\u4ee5\u7528 JsDeObsBench \u53bb\u6d4b\u8bd5\u66f4\u591a\u6837\u7684\u5de5\u5177\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u8986\u76d6\u5ea6 (Advanced LLMs)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u53d7\u9650\u4e8e\u8ba1\u7b97\u8d44\u6e90\uff08\u6bd5\u7adf\u662f\u5b66\u672f\u56e2\u961f\uff09\uff0c\u65e0\u6cd5\u6d4b\u8bd5\u5e02\u9762\u4e0a\u6240\u6709\u7684\u6a21\u578b\u548c\u6240\u6709\u53c2\u6570\u89c4\u6a21\u7684\u7248\u672c\u3002\u968f\u7740 LLM \u9886\u57df\u53d1\u5c55\u6781\u5feb\uff0c\u672a\u6765\u4f1a\u6709\u66f4\u591a\u65b0\u6a21\u578b\u503c\u5f97\u6d4b\u8bd5\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u4e2a\u5de5\u4f5c\u6700\u5927\u7684\u8d21\u732e\u662f\u63d0\u51fa\u4e86 <strong>JsDeObsBench<\/strong>\uff0c\u7b2c\u4e00\u4e2a\u7cfb\u7edf\u6027\u8bc4\u4f30 LLM \u53cd\u6df7\u6dc6\u80fd\u529b\u7684\u6846\u67b6\uff0c\u4f5c\u8005\u901a\u8fc7\u5b9e\u9a8c\u53d1\u73b0 GPT-4o \u7b49\u6a21\u578b\u6781\u5927\u5730\u63d0\u5347\u4e86\u4ee3\u7801\u7684<strong>\u53ef\u8bfb\u6027<\/strong>\u548c<strong>\u7b80\u5316\u5ea6<\/strong>\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86<strong>\u8bed\u6cd5\u51c6\u786e\u6027<\/strong>\u548c<strong>\u6267\u884c\u53ef\u9760\u6027<\/strong>\u65b9\u9762\u7684\u77ed\u677f\u3002LLM \u6709\u6f5c\u529b\u5f7b\u5e95\u6539\u53d8\u7f51\u7edc\u5b89\u5168\u4e2d\u7684\u53cd\u6df7\u6dc6\u6d41\u7a0b\uff08\u5b9e\u73b0\u81ea\u52a8\u5316\uff09\uff0c\u4f46\u5728\u6a21\u578b\u8bad\u7ec3\u548c\u4f18\u5316\u4e0a\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002JsDeObsBench \u5c06\u4f5c\u4e3a\u672a\u6765\u8861\u91cf\u8fd9\u4e9b\u8fdb\u6b65\u7684\u91cd\u8981\u6807\u5c3a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u524d\u7aef\u7684 JS \u4ee3\u7801\u6df7\u6dc6\u4e00\u76f4\u4ee5\u6765\u662f web \u5b89\u5168\u91cc\u4e00\u4e2a\u8ba9\u4eba\u5934\u5927\u7684\u95ee\u9898\uff0c\u4e3a\u4e86\u89e3\u51b3\u4ee3\u7801\u6df7\u6dc6\u7ed9\u7f51\u7edc\u5b89\u5168\u5e26\u6765\u7684\u6311\u6218 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-4094","post","type-post","status-publish","format-standard","hentry","category-12"],"_links":{"self":[{"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/posts\/4094","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/comments?post=4094"}],"version-history":[{"count":1,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/posts\/4094\/revisions"}],"predecessor-version":[{"id":4095,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/posts\/4094\/revisions\/4095"}],"wp:attachment":[{"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/media?parent=4094"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/categories?post=4094"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/tags?post=4094"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}