ResearchBenchmarksGNN Attack on OMLAFollow11Average RL QueriesNetDeTox10.5113.817517.12520.4325Nov 27, 2025Evaluation ResultsMethodMethodLinksAverage RL QueriesQuery ReductionNetDeToxLLM Backend=Llama-4LLM Backend=Llama-42025.1111227.27NetDeToxLLM Backend=Gemini-2.5...LLM Backend=Gemini-2.5 Flash2025.1113.5227.27NetDeToxLLM Backend=GPT-5LLM Backend=GPT-52025.1116227.27NetDeToxLLM Backend=DeepSeek-V3LLM Backend=DeepSeek-V32025.1117.75227.27NetDeToxLLM Backend=GPT-4o-miniLLM Backend=GPT-4o-mini2025.1121.75227.27NetDeToxLLM Backend=Qwen-3LLM Backend=Qwen-32025.1123.25227.27