Belinkov's 2022 survey pointed out that the probing field faces an 'ease-of-use vs. interpretability' trade-off: linear probes are simple and interpretable but may miss nonlinearly encoded information, while nonlinear probes are more powerful but their success may reflect the probe's own computational capacity rather than the target network's representations.