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... Faithfulness. In interpretability, faithfulness (also called fidelity or reliability) means that an explanation should "accurately represent the reasoning process behind the model's prediction", which is a fundamental requirement of an explanation (Harrington et al., 1985;Ribeiro et al., 2016;Gilpin et al., 2018;Jacovi & Goldberg, 2020). 2 It should be contrasted with plausibility (a.k.a. persuasiveness or understandability), which refers to "how convincing an explanation is to humans" (Herman, 2019;Jacovi & Goldberg, 2020). ...
Reference:
Faithful Chain-of-Thought Reasoning
- Citing Article