Catalysis of the transfer of L-arabinose from one side of the membrane to the other. Arabinose occurs free, for example in the heartwood of many conifers and in the combined states, in both furanose and pyranose forms, as a constituent of various plant hemicelluloses, bacterial polysaccharides, etc.