@inproceedings{OrlowskiKnauffMarquardt2025, author = {Orlowski, Maximilian and Knauff, Emilia and Marquardt, Florian}, title = {Towards Personal Assistants for Energy Processes Based on Locally Deployed LLMs}, series = {Proceedings of the 17th International Conference on Agents and Artificial Intelligence (ICAART 2025) , 2025, Porto, Portugal}, booktitle = {Proceedings of the 17th International Conference on Agents and Artificial Intelligence (ICAART 2025) , 2025, Porto, Portugal}, publisher = {SCITEPRESS}, doi = {10.5220/0013175600003890}, pages = {695 -- 706}, year = {2025}, abstract = {This paper presents a coaching assistant for network operator processes based on a Retrieval-Augmented Gen- eration (RAG) system leveraging open-source Large Language Models (LLMs) as well as Embedding Models. The system addresses challenges in employee onboarding and training, particularly in the context of increased customer contact due to more complex and extensive processes. Our approach incorporates domain-specific knowledge bases to generate precise, context-aware recommendations while mitigating LLM hallucination. We introduce our systems architecture to run all components on-premise in an our own datacenter, ensuring data security and process knowledge control. We also describe requirements for underlying knowledge doc- uments and their impact on assistant answer quality. Our system aims to improve onboarding accuracy and speed while reducing senior employee workload. The results of our study show that realizing a coaching assistant for German network operators is reasonable, when addressing performance, correctness, integration and locality. However current results regarding accu- racy do not yet meet the requirements for productive use.}, language = {en} } @inproceedings{HagemeisterHomeisterWaack2016, author = {Hagemeister, Marco and Homeister, Matthias and Waack, Stephan}, title = {Vorhersage von Fremd-DNA in eukaryotischen Genomen mittels Conditional Random Fields}, series = {16. Nachwuchswissenschaftlerkonferenz (NWK 16) :Tagungsband, Berlin, 16. April 2015}, booktitle = {16. Nachwuchswissenschaftlerkonferenz (NWK 16) :Tagungsband, Berlin, 16. April 2015}, editor = {Knauth, Matthias}, publisher = {Berliner Wissenschafts-Verlag}, address = {Berlin}, organization = {Nachwuchswissenschaftlerkonferenz <16., 2015, Berlin>}, isbn = {978-3-8305-2044-3}, pages = {464 -- 470}, year = {2016}, language = {de} }