Electrons in the conduction band are primarily responsible for current in metals, as the valence band does not significantly contribute to charge transport properties. In metals, the conduction band can be partially filled while the valence band may be partially empty or overlap with the conduction band. The discussion highlights confusion regarding the terminology used to describe band structures, particularly in distinguishing between metals and semiconductors. It is noted that while electrons in a partially filled valence band can move, they do not effectively conduct charge due to their movement in different directions. The conversation emphasizes the need for clarity in understanding band structures and their implications for conductivity.