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2026
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Can explainability attributes from a tree-based model guide an LLM's reasoning on tabular data? This blog walks through XAI-Guided-CoT, a pipeline that uses SHAP values to automate chain-of-thought exemplars for few-shot classification, with an LLM-as-judge evaluator to audit reasoning quality.