Quilting needles are like sewing needles but shorter. They have small eyes, are thin and sharp, and are suitable for quilting and tailoring. Their short length allows for quicker execution of many stitches, for example, if you sew many running stitches consecutively, one stitch at a time.
Those with large eyes have a slightly larger eye, so you can use slightly thicker thread.