A battery module includes a plurality of battery cells and a cover assembly coupled to the battery cells. The battery cells are arranged in a stacked configuration. The cover assembly includes a housing, bus bars, and a temperature monitoring assembly. The bus bars engage corresponding positive and negative cell terminals of the battery cells to electrically connect adjacent battery cells. The temperature monitoring assembly is mounted to and extends along a mounting surface of the cover assembly that faces the battery cells. The temperature monitoring assembly includes an electrical cable, a temperature sensing device mounted to and electrically connected to the electrical cable, and a thermally conductive interface member covering the temperature sensing device. The thermally conductive interface member engages at least one of the battery cells, and the temperature monitoring assembly monitors a temperature of that at least one battery cell.