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.
Towards human-centered design of explainable artificial intelligence (xai): A survey of empirical studies
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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.