ContextualSHAP augments SHAP explanations with LLM-generated contextual text guided by user parameters, and a healthcare user study found the combined outputs rated more understandable than visuals alone.
Effect of confidence and explanation on accuracy and trust calibration in ai-assisted decision making
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ContextualSHAP : Enhancing SHAP Explanations Through Contextual Language Generation
ContextualSHAP augments SHAP explanations with LLM-generated contextual text guided by user parameters, and a healthcare user study found the combined outputs rated more understandable than visuals alone.