📚🧠 Your AI just generated 12 citations. But 3 of them? Completely fake.
We built a 5-layer citation validator using SHAP, XGBoost & real-time monitoring — and slashed validation time from 42 minutes to 6.

Want trustworthy AI? Let the architecture do the QA.
👇 Read the full breakdown:
🔗 https://medium.com/@rogt.x1997/shap-xgboost-and-the-end-of-fake-references-inside-a-5-layer-predictive-citation-system-54149236c5b6

#AIresearch #CitationTrust #GenAI #SHAP #LLMverification #DataScience
https://medium.com/@rogt.x1997/shap-xgboost-and-the-end-of-fake-references-inside-a-5-layer-predictive-citation-system-54149236c5b6

SHAP, XGBoost, and the End of Fake References: Inside a 5-Layer Predictive Citation System

When generative AI tools like Perplexity’s Deep Research or Elicit AI output beautifully structured academic references, there’s a hidden risk: those citations might not exist. Users often assume…

Medium