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Key findings generation with GenAI

ID: 7b72387f-8649-5a6c-8f72-77faa92b1d46

STIX ID: report--7b72387f-8649-5a6c-8f72-77faa92b1d46

Feed Name: Expel Blog

Date Published: 2025-04-04

Date Updated: 2026-04-27

Author: Dr. Xenia Mountrouidou

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**Executive summary:** Expel outlines a process for using large language models (with chain-of-thought and few‑shot prompting, plus RLHF) to generate standardized "key findings" from Workbench investigation data, describing input preparation, model prompting, evaluation metrics (derivative metrics, BERT/ROUGE, LLM-as-judge), and responsible-AI controls (in-house models, anonymization, PII filtering, and human-in-the-loop review) to improve analyst productivity and protect customer data.

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