Human-in-the-Loop Benchmarking of Heterogeneous LLMs for Automated Competency Assessment in Secondary Level Mathematics. - Jatin Bhusal; Nancy Mahatha; Aayush Acharya; Raunak Regmi (CoRR, 2026)