A systematic empirical study shows concept probes need surprisingly little data for task-relevant concepts, tolerate data reuse and moderate label noise, and benefit slightly from larger probed models.
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On the Performance of Concept Probing: The Influence of the Data (Extended Version)
A systematic empirical study shows concept probes need surprisingly little data for task-relevant concepts, tolerate data reuse and moderate label noise, and benefit slightly from larger probed models.