ResearchBenchmarksGNN Attack on GNN-REFollow16.88Average RL QueriesNetDeTox12.705240.885169.06597.2449Nov 27, 2025Evaluation ResultsMethodMethodLinksAverage RL QueriesQuery Reduction FactorNetDeToxLLM Backend=DeepSeek-V3LLM Backend=DeepSeek-V32025.1116.88148.15NetDeToxLLM Backend=GPT-4o-miniLLM Backend=GPT-4o-mini2025.1139.24148.15NetDeToxLLM Backend=Llama-4LLM Backend=Llama-42025.1157.08148.15NetDeToxLLM Backend=Qwen-3LLM Backend=Qwen-32025.1157.08148.15NetDeToxLLM Backend=GPT-5LLM Backend=GPT-52025.1186.25148.15NetDeToxLLM Backend=Gemini-2.5...LLM Backend=Gemini-2.5 Flash2025.11121.25148.15