On the Efficiency-Safety Dilemma in Large Reasoning Models
It is found that while efficiency methods seemingly reduce the success rate of jailbreak attacks, this improvement is often superficial and largely arises from degraded reasoning capabilities leading to"attempted but failed"malicious responses, rather than an increase in genuine alignment.