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---
license: mit
---
# LLM Output Drift: Cross-Provider Validation & Mitigation for Financial Workflows
**Authors:** Raffi Khatchadourian, Rolando Franco
**Venue:** AI4F @ ACM ICAIF 2025 (Nov 15 in Singapore)
**Paper:** https://arxiv.org/abs/2511.07585
**Code:** https://github.com/ibm-client-engineering/output-drift-financial-llms
This repository is a Hugging Face landing page for the paper and its open-source implementation.
It focuses on deterministic test harnesses, cross-provider validation, and risk-tiered deployment
for financial LLM workflows (SEC 10-Ks, RAG over filings, JSON/SQL tasks).