Abstract: In industrial control systems, the generation and verification of Programmable Logic Controller (PLC) code are crucial for ensuring operational efficiency and safety. While Large Language ...

Penguin-VL is a compact vision-language model family built to study how far multimodal efficiency can be pushed by redesigning the vision encoder, rather than only scaling data or model size.