According to the RHS website, an aristocratic plant with bowl-shaped flowers (5)

I believe the answer is:

peony

(Other definitions for peony that I've seen before include "Herbaceous flower" , "Garden flower" , "Bloom" , "Plant with large red, white or pink flowers" .)

I've seen this clue in The Times and The Sunday Times.

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