How can I remove a suggestion from the Chrome address bar?

When the suggestion loads up, navigate to the URL suggestion you want to delete using ↑ or ↓ keys on keyboard and press Shift + Delete, it removes the wrong entry.

For Mac, it's Shift + fn +Delete

When the suggestions loads in suggestion box

Navigate to the URL suggestion you want to delete using ↑ or ↓ keys on keyboard and press

Shift+Delete on a PC.
OR
Shift+FN+Delete on a Mac.
OR
Alt + Shift + Backspace on a Chromebook.

References -

• Remove specific predictions
• pcworld article