Unverified50% confidenceBenchmarkExact time
In controlled comparisons, ShallowDefend achieves the strongest multi-turn safety performance and maintains utility, but pays a certain cost in helpfulness.
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
10/30/2026
First Seen
Valid until: 11/13/2026
Sources
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