MAVI: MLLM-Enhanced Anomaly Validator and Interpreter for Astronomical Time Series. - Xinli Hao; Chaohong Ma; Wei Li; Yihan Tao; Bingbing Xu; Xiaofeng Meng 001 (ADMA (1), 2025)