Which name correctly follows the rule for numbering the structure $\mathrm{CH_3CH(CH_3)CH_2CH_2CH_3}$?

The longest continuous chain has 5 carbons, so the parent is pentane. Numbering from the nearer end places the methyl substituent at carbon 2, not carbon 4. Hence the correct name is 2-methylpentane.