I use elmers washable glue sticks for piecing for two reasons.
1) It is difficult for me to handle pins.
2) The matches are much better than when I use pins.
It washes out when the quilt is done, as Prism99 said.
Just make sure you purchase WASHABLE glue, not permanent glue. My piecing is greatly improved since I found out about using glue instead of pins.