ResearchBenchmarksGNN Attack on GNN4IPGNN Attack on GNN4IPFollow9.16Avg RL QueriesNetDeTox8.585612.462816.3420.2172Nov 27, 2025Evaluation resultsMethodMethodLinksAvg RL QueriesQuery Reduction FactorNetDeToxLLM Backend=DeepSeek-V3LLM Backend=DeepSeek-V32025.119.16272.89NetDeToxLLM Backend=Llama-4LLM Backend=Llama-42025.119.77272.89NetDeToxLLM Backend=GPT-4o-miniLLM Backend=GPT-4o-mini2025.1114.9272.89NetDeToxLLM Backend=Qwen-3LLM Backend=Qwen-32025.1119.06272.89NetDeToxLLM Backend=Gemini-2.5...LLM Backend=Gemini-2.5 Flash2025.1122.68272.89NetDeToxLLM Backend=GPT-5LLM Backend=GPT-52025.1123.52272.89