2 papers
cs.CL2026
Machine-Readable Operator Manuals over the ISO 11783 Network for Offline, Multilingual LLM Assistance
Timo Oksanen, Julius Gun
If agricultural machinery is to support intelligent, offline assistance, then the system must access technical documentation dynamically. In this paper, the Semantic Synchronizatio…
cs.CL2025
Agri-Query: A Case Study on RAG vs. Long-Context LLMs for Cross-Lingual Technical Question Answering
Julius Gun, Timo Oksanen
We present a case study evaluating large language models (LLMs) with 128K-token context windows on a technical question answering (QA) task. Our benchmark is built on a user manual…