ResearchBenchmarksToxicity Detection on Chinese Toxicity Detection PY_Init perturbation (test)Toxicity Detection on Chinese Toxicity Detection PY_Init perturbation (test)Follow93.64Detection RateCA-CoT48.805660.445372.08583.7247May 30, 2025Evaluation resultsMethodMethodLinksDetection RateCA-CoTBackbone=GPT-4o-mini,...Backbone=GPT-4o-mini, Prompting=Chinese-Aware Chain-of-Thought2025.0593.64ICLBackbone=GPT-4o-mini,...Backbone=GPT-4o-mini, Prompting=In-Context Learning2025.0592.46No ICLBackbone=GPT-4o-mini,...Backbone=GPT-4o-mini, Prompting=Zero-shot (No ICL)2025.0550.53