Isolate causal contributions of keys and values
Establish the separate causal contributions of key and value representations to the behavioral effects of K/V-cache interventions by conducting K-only and V-only ablation experiments.
References
We report this descriptively; isolating K-only vs. V-only causal contributions would require dedicated ablation experiments and is left to future work (see \S\ref{sec:limitations}).
— K/V-Cache Interventions Dissociate Representation Alignment from Persona Expression in Decoder-Only Language Models
(2609.11020 - Sun et al., 10 Sep 2026) in Section 5.5, K/V cosine analysis; Section 7, Limitations