Construct · 1 fields · 1 citations

faithfulness of explanations: a standalone construct

One name. One construct. A landmark on the map.

● anchor · a standalone construct Nearest construct by meaning·not indexed
faithfulnessof explanations1 CONSTRUCTFaithfulness ofJACOVI · EXPLAINABLE

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Explainable artificial intelligence

the degree to which an explanation accurately reflects the reasoning process behind a model's prediction, distinct from plausibility to humans.

In explainable artificial intelligence, faithfulness of explanations refers to the degree to which an explanation accurately reflects the reasoning process behind a model's prediction, distinct from plausibility to humans. This meaning comes from Jacovi (2020) in Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics.[1]

Unit
Recovery means
Measured by

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Nearby constructs

association4 fields · 4 citationsjingle · one word, four constructsdegree1 fields · 1 citationsanchor · a standalone constructexplainable artificial intelligence1 fields · 1 citationsanchor · a standalone construct

References

  1. Jacovi, A., & Goldberg, Y. (2020). Towards Faithfully Interpretable NLP Systems: How Should We Define and Evaluate Faithfulness? Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics. https://doi.org/10.18653/v1/2020.acl-main.386

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