We give a partial positive answer to the open problem proposed in Wang et al. (Acta Math Sin Ser A 35:1106–1114, 2015), that is, we characterize the BMO space via the boundedness of iterated commutator of bilinear fractional integral operator [Πb→,Iα]\documentclass[12pt]{minimal}
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\begin{document}$$[\Pi \vec {b},I_{\alpha }]$$\end{document}. Moreover, it is showed that the symbol b belongs to CMO, the closure in BMO\documentclass[12pt]{minimal}
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\begin{document}$$\mathrm{BMO}$$\end{document} of the space of C∞\documentclass[12pt]{minimal}
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\begin{document}$$C^{\infty }$$\end{document} functions with compact support, if and only if the commutator [Πb→,Iα]\documentclass[12pt]{minimal}
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\begin{document}$$[\Pi \vec {b},I_{\alpha }]$$\end{document} is a compact operator with b→=(b,b)\documentclass[12pt]{minimal}
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\begin{document}$$\vec {b}=(b,b)$$\end{document}. On the other hand, Bényi et al. (Math Z 208:569–582, 2015) obtained the separate compactness for commutators of the class Bα\documentclass[12pt]{minimal}
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\begin{document}$$B_{\alpha }$$\end{document}, when b∈CMO\documentclass[12pt]{minimal}
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\begin{document}$$b\in \mathrm{CMO}$$\end{document}. In this paper, it is proved that b∈CMO\documentclass[12pt]{minimal}
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\begin{document}$$b\in \mathrm{CMO}$$\end{document} is necessary for [b,Bα]i(i=1,2)\documentclass[12pt]{minimal}
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\begin{document}$$[b,B_{\alpha }]_{i}(i=1,2)$$\end{document} is a compact operator.