Toward Efficient Deobfuscation via Large Language Models

Keyphrases

• Deobfuscation 100%
• Obfuscation 100%
• Large Language Models 100%
• Obfuscation Techniques 50%
• Obfuscated Code 50%
• Novel Methodology 25%
• Malware Detection 25%
• Reverse Engineering 25%
• Intellectual Property 25%
• Error Rate 25%
• High Response Rate 25%
• Code Optimization 25%
• Code Structure 25%
• Original Form 25%
• Scalable Approaches 25%
• Specific Tools 25%
• Source Code Analysis 25%
• Heuristic-based 25%
• Quantification Framework 25%
• Quality Quantification 25%
• Positive Contributions 25%
• Code Deobfuscation 25%
• Complex Scenarios 25%
• Fine-tuning Language Models 25%
• Compilation Error 25%
• Evade 25%
• Framework Evaluation 25%
• Optimization Improvement 25%
• Prompt Engineering 25%
• Tigress 25%

Computer Science

• Obfuscation 100%
• Large Language Model 100%
• Obfuscated Code 40%
• Experimental Result 20%
• Malware Detection 20%
• Reverse Engineering 20%
• Code Optimization 20%
• Obfuscation Technique 20%
• Code Analysis 20%
• Prompt Engineering 20%
• Intellectual Property 20%
• Compilation 20%