Albion returned to the top of the Championship, despite being held to a 2-2 draw at The Valley by Charlton Athletic.
Kenneth Zahore made it two in two against the Atticks when he fired home from close range in the 22nd minute. Josh Davidson levelled the scores with his first professional goal minutes later.
Hal Robson-Kanu gave Albion the perfect start after the break but some poor defending allowed the host to again level the scores with 15 minutes remaining.
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