Controlled LLM workflow explains risk score differences using similar historical transactions and SHAP evidence, with reference-based reasoning and deterministic validation.
Read the original at arxiv.org→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...
Original headline: "A Controlled LLM Workflow for Evidence-Grounded Diagnosis of Risk Score Differences"
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- Oct 20, 04:00 UTC arXiv cs.AI lead source A Controlled LLM Workflow for Evidence-Grounded Diagnosis of Risk Score Differences