2 papers
cs.SE2026
Compilation Is Not Correctness: Scan-by-Scan Evaluation of LLM-Generated PLC Programs
Jinyun Chen, Juntao Hu, Haochen Li +5
Programmable logic controllers (PLCs) automate industrial processes through repeated scans, each reading inputs, executing control logic, and updating outputs. Engineers write this…
cs.CL2026
GEIS: A Generation-Evaluation-Improvement Loop of Agent Skills for Long-Form Article Generation
Jiale Zhang, Juntao Hu, Zhijian Ou
Long-form article generation remains difficult for large language models because it combines long context, long instructions, and long outputs. Existing multi-agent pipelines such…