Evaluation of Integrating LLMs with Telemetry Data from Optical Networks
This demo explores how to improve network management by integrating LLMs with telemetry data using process mining and RAG. This combination provides deeper network insights, task automation, and user-friendly interfaces. The approach aims to identify failures and optimize performance using abstracted or updated data to overcome LLM limitations.
Authors
- Carlos Hernández-Chulde (ORCID: https://orcid.org/0000-0002-1879-2494)
- Ricardo Martínez (ORCID: https://orcid.org/0000-0003-3097-5485)
- Ricard Vilalta (ORCID: https://orcid.org/0000-0003-0391-9728)
- Raul Muñoz
Institutions
- Centre Tecnologic de Telecomunicacions de Catalunya (ES)
Publication Details
- Published
- 2025-05-26
- DOI
- https://doi.org/10.1109/icmlcn64995.2025.11140531
- Primary Topic
- Business Process Modeling and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- HORIZON EUROPE Framework Programme