# A Controlled LLM Workflow for Evidence-Grounded Diagnosis of Risk Score Differences

**Published:** October 20, 2026
**Author:** Hanqing Dou, Zijia Cao
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/a-controlled-llm-workflow-for-evidence-grounded-diagnosis-of-risk-score

arXiv:2610.23962v1 Announce Type: new Abstract: We propose a controlled Large Language Model (LLM) workflow for explaining risk score differences using similar historical transactions. The workflow combines reference retrieval and contrastive SHapley Additive exPlanations (SHAP)…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.23962)

**Tags:** #arXiv

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