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ResearchFormerly WizWand

Vulnerability Detection on Smart Contract Audit Dataset

98.29PrecisionOurs (rsLoRA + Voting)
22.702842.326461.9581.5736Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Ours (rsLoRA + Voting)Evaluation Protocol=Framework, Components=rsLoRA + Voting2026.0698.2998.2298.2498.25
rsLoRA (w/o voting)Evaluation Protocol=Framework Ablation, Configuration=w/o voting2026.0697.5597.5397.5497.54
CodeLlama-13BEvaluation Protocol=Fine-Tuned (FT)2026.0697.0196.7896.8396.84
LoRA (w/o voting)Evaluation Protocol=Framework Ablation, Configuration=w/o voting2026.0696.9496.896.8496.84
Qwen2.5-14BEvaluation Protocol=Fine-Tuned (FT)2026.0696.8896.8196.8496.84
CodeLlama-34BEvaluation Protocol=Fine-Tuned (FT)2026.0696.796.4296.4896.49
Codestral-22BEvaluation Protocol=Fine-Tuned (FT)2026.0696.5696.4596.4996.49
CodeGemma-7BEvaluation Protocol=Fine-Tuned (FT)2026.0696.3996.0696.1396.14
DeepSeek-33BEvaluation Protocol=Fine-Tuned (FT)2026.0696.396.0896.1396.14
LoRA (with voting)Evaluation Protocol=Framework Ablation, Configuration=with voting2026.0695.0995.1295.0995.09
Qwen2.5-32BEvaluation Protocol=Fine-Tuned (FT)2026.0694.8994.6794.7294.74
DeepSeek-7BEvaluation Protocol=Fine-Tuned (FT)2026.0690.7390.4490.590.53
CodeLlama-34BEvaluation Protocol=Zero-Shot (ZS)2026.0675.3653.7740.6652.63
Qwen2.5-32BEvaluation Protocol=Zero-Shot (ZS)2026.0674.9874.2673.8974.04
CodeGemma-7BEvaluation Protocol=Zero-Shot (ZS)2026.0664.5362.5760.9562.11
CodeLlama-13BEvaluation Protocol=Zero-Shot (ZS)2026.0662.0155.3147.5354.39
DeepSeek-7BEvaluation Protocol=Zero-Shot (ZS)2026.0656.0854.6451.4354.04
Qwen2.5-14BEvaluation Protocol=Zero-Shot (ZS)2026.0652.5550.9642.3951.93
Codestral-22BEvaluation Protocol=Zero-Shot (ZS)2026.0649.7249.8245.5750.53
DeepSeek-33BEvaluation Protocol=Zero-Shot (ZS)2026.0625.615033.8751.23