Framework Establishes Responsible LLM Deployment For Lending
A paper (Swati Sachan, submitted Nov 28, 2025) proposes a framework for responsible deployment of LLM-based decision-support systems in high-stakes domains, emphasizing iterative human-in-the-loop review and post-hoc XAI stability checks. It recommends local LLM deployment and decentralized record-keeping via Blockchain and IPFS for immutable audit trails, and evaluates the approach on BERT-large-uncased, Mistral, and LLaMA 2 and 3 for business lending decisions.
Key Points
- 1Proposes iterative human-in-the-loop framework to evaluate LLMs and unstable explanations pre-deployment
- 2Integrates decentralized logs via Blockchain and IPFS to create immutable audit trails and accountability
- 3Validates approach on BERT-large, Mistral, LLaMA 2 and 3 for responsible business lending decisions
Scoring Rationale
Practical cross-disciplinary framework linking LLMs, XAI and immutable audits; limited by single preprint evaluation and focused financial scope.
Sources
Public references used for this report.
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