You could also use a narrow trowel or invest in a specialized tool like the Grandpa's Weeder stand-up weed puller, designed to reach and address the weed's entire root system. Either way ...

This tool has only a steel shaft and claw ... Family Handyman Product Tester Sheri Kaz reviewed Grandpa’s Weeder and noted that it has instructions on the handle in case you lose your technique.