Area Overhead Evaluation on GNN-RE add_mul_4bit
27.59Area Overhead (%)NetDeTox
Evaluation Results
| Method | Links | |
|---|---|---|
| NetDeToxLLM Backend=GPT-52025.11 | 27.59 | |
| NetDeToxLLM Backend=GPT-4o-mini2025.11 | 31.09 | |
| NetDeToxLLM Backend=GPT-4o-mini2025.11 | 33.42 | |
| NetDeToxLLM Backend=Qwen-3 235B2025.11 | 35.44 | |
| NetDeToxLLM Backend=GPT-52025.11 | 36.36 | |
| NetDeToxLLM Backend=Gemini-2.5 Flash2025.11 | 36.95 | |
| NetDeToxLLM Backend=Deepseek-V32025.11 | 36.96 | |
| NetDeToxLLM Backend=Qwen-3 235B2025.11 | 40.47 | |
| NetDeToxLLM Backend=Gemini-2.5 Flash2025.11 | 42.28 | |
| NetDeToxLLM Backend=LLaMA-4 Maverick 17B2025.11 | 44.28 | |
| NetDeToxLLM Backend=Deepseek-V32025.11 | 59.53 | |
| NetDeToxLLM Backend=LLaMA-4 Maverick 17B2025.11 | 60 | |
| AttackGNNMethod=AttackGNN2025.11 | 65.06 | |
| AttackGNNMethod=AttackGNN2025.11 | 71.85 |