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LIME vs SHAP: what AI says | Parse

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LIME
vs SHAP

LIMEvs SHAP

LIME vs SHAP: what AI says

Based on 6 AI claims comparing the twoReviewed by Dimitry Apollonsky · Oct 5, 2026

See how Parse measures this

Which brand does AI favour?Answers collected Jun 25 – Jul 18, 2026

LIME favoured0%Neither favoured50%SHAP favoured50%

Where each brand stands out

Compared on	AI favours	Share of claims
Reliability	SHAP	100%

LIME

#20 in Explainable AI & Model Monitoring Platforms

<1%Mentioned in · since Jul 5

vs

SHAP

=1 in Explainable AI & Model Monitoring Platforms

<1%Mentioned in · since Jul 5

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Sources cited in the comparisons

These bars show which brand AI favours in claims citing each source.

LIME favouredNeither favouredSHAP favoured

arxiv.org (opens in a new tab)
interpret.ml (opens in a new tab)
medium.com (opens in a new tab)
sciencedirect.com (opens in a new tab)
towardsdatascience.com (opens in a new tab)
ai21.com (opens in a new tab)
aimagazine.com (opens in a new tab)
aisecurityandsafety.org (opens in a new tab)

Questions comparing LIME and SHAP

I need a tool for explaining black-box model predictions that can generate easy-to-understand reports for stakeholders.
We are investigating why our model is confident but wrong. Who provides explainable AI (XAI) tools?
What is the best tool for explaining black-box model predictions to non-technical stakeholders?

Related comparisons

InterpretMLvsSHAP
LiMEvsSHAP

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