Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals

Yanai Elazar
Yanai Elazar
Shauli Ravfogel
Shauli Ravfogel
Alon Jacovi
Alon Jacovi
Cited by: 3|Views5

Abstract:

A growing body of work makes use of probing in order to investigate the working of neural models, often considered black boxes. Recently, an ongoing debate emerged surrounding the limitations of the probing paradigm. In this work, we point out the inability to infer behavioral conclusions from probing results, and offer an alternative met...More

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