Mengyan Wang

HiRoute: Hierarchical Routed Prompt Tuning for Safety Alignment of Large Language Models

Experiments across three instruction-tuned models show that HiRoute achieves high safety rates across multiple safety benchmarks while preserving safe-response helpfulness, reducing over-refusal, and maintaining competitive performance on general-purpose tasks.