Taking a Closed-Book Examination: Decoupling KB-Based Inference by Virtual Hypothesis for Answering Real-World Questions

Table 5

Accuracy of methods on InfQAD English.

	Datasets	English
	Methods	Biology (%)	Chemistry (%)	Earth (%)	Life (%)	Physical (%)
5(a)	Random	25.00	25.00	25.00	25.00	25.00
	Retrieval	25.91	23.04	24.03	27.46	23.90
5(b)	MLN	27.46	23.87	27.71	24.07	31.71
	MLN (cluster)	32.64	23.54	27.32	28.14	26.83
	VHLogic	31.61	25.21	34.11	31.19	34.15
5(c)	SUM	29.53	26.38	33.53	24.75	37.07
	GRU	29.53	32.22	32.55	30.17	39.02
5(d)	VHLogic + SUM	34.20	27.88	35.85	30.85	37.56
	VHLogic + GRU	34.72	33.39	34.10	31.53	39.51