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

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 20 қазан
**Author:** Hanqing Dou, Zijia Cao
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/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)…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2610.23962)

**Тегтер:** #arXiv

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