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A Shared Encoder Is Not a Shared Task: Conditional Comparison for Deep Expert Pools
Sharing a deep encoder does not, by itself, fix the central confound of task-comparison scores. We show that cross-evaluated heads on a frozen shared representation inherit the extrapolation confound of shallow exchange scores: pure input rotations with fixed labels inflate a deep exchange score fro
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