模型	Test-dev准确率%				Test-std准确率%
模型	yes/no	number	other	overall	overall
Language-only [20]	67.17	31.41	27.36	44.22	44.26
Bottom-up [8]	81.82	44.21	56.05	65.32	65.67
DA-NTN [21]	84.29	47.17	57.92	67.56	67.94
Mutan [22]	82.88	44.54	56.50	66.01	66.38
Scence GCN [23]	82.72	46.85	57.77	66.81	67.14
MuRel [12]	84.77	49.84	57.85	68.03	68.41
BAN + Counter [24]	85.42	54.04	60.52	70.04	70.35
MCAN [13]	86.82	53.26	60.72	70.63	70.90
本文	86.91	53.08	61.03	70.85	71.03