An antifriction bearing of the roller type for a pulling system of weaving loom including two end plates secured to the inner race and positioned respectively and axially close to each flank of the rollers, end plates lying radially beyond the raceways and the end plates and the inner race being intended to be mounted between two lateral flanges. At least one end plate has a shape defining at least one cavity adjoining all or part of a flank of the rollers and able to accept a lubricant. The inner race has two lateral shoulders each one defining an axial bearing surface for each flange, and a width of the inner race with its lateral shoulders is substantially equal to a distance separating the outermost axial faces of the end plates.