Interpretability research should be judged by actionability—the degree to which its insights support concrete decisions and interventions—rather than explanatory power alone.
and Tsvetkov, Yulia
2 Pith papers cite this work. Polarity classification is still indexing.
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Rigorous interpretability can function as a principled form of model evaluation if its claims are falsifiable, reproducible, and predictive.
citing papers explorer
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Interpretability Can Be Actionable
Interpretability research should be judged by actionability—the degree to which its insights support concrete decisions and interventions—rather than explanatory power alone.
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Rigorous Interpretation Is a Form of Evaluation
Rigorous interpretability can function as a principled form of model evaluation if its claims are falsifiable, reproducible, and predictive.