FactoryBench: Evaluating Industrial Machine Understanding.

arXiv:2605.07675v2 Announce Type: replace Abstract: We introduce FactoryBench, a benchmark for evaluating time-series models and LLMs on machine understanding over industrial robotic telemetry. Q&A pairs are organized along four causal levels (state, intervent