MIT Press

Table 5.

Relation prediction results.

Data sets	Models	Forward (h →)				Backward (t →)
Data sets	Models	Hits@10	FHits@10	MR	FMR	Hits@10	FHits@10	MR	FMR
FB15K	Fully-connected	79.8	98.7	6.4	1.8	88.7	90.6	5.0	4.6
	BSKG	80.2	99.1	6.0	1.5	89.4	91.3	4.6	4.1
	DSKG (joint)	82.6	99.1	5.7	1.5	90.3	92.2	4.4	4.0
	DSKG (respective)	83.5	99.0	5.8	1.7	90.5	92.2	4.6	4.2
	DSKG (cascade)	83.2	99.2	5.6	1.5	90.8	92.4	4.4	4.0
WN18	Fully-connected	99.7	99.7	2.0	1.1	99.5	99.6	2.1	1.5
	BSKG	99.6	99.7	2.0	1.2	99.6	99.8	1.9	1.4
	DSKG (joint)	99.8	99.9	2.0	1.2	99.8	99.9	1.9	1.4
	DSKG (respective)	99.8	99.9	2.7	1.5	99.8	99.9	2.8	1.8
	DSKG (cascade)	99.8	99.9	2.1	1.1	99.8	99.9	2.1	1.4

Data sets	Models	Forward (h →)				Backward (t →)
Data sets	Models	Hits@10	FHits@10	MR	FMR	Hits@10	FHits@10	MR	FMR
FB15K	Fully-connected	79.8	98.7	6.4	1.8	88.7	90.6	5.0	4.6
	BSKG	80.2	99.1	6.0	1.5	89.4	91.3	4.6	4.1
	DSKG (joint)	82.6	99.1	5.7	1.5	90.3	92.2	4.4	4.0
	DSKG (respective)	83.5	99.0	5.8	1.7	90.5	92.2	4.6	4.2
	DSKG (cascade)	83.2	99.2	5.6	1.5	90.8	92.4	4.4	4.0
WN18	Fully-connected	99.7	99.7	2.0	1.1	99.5	99.6	2.1	1.5
	BSKG	99.6	99.7	2.0	1.2	99.6	99.8	1.9	1.4
	DSKG (joint)	99.8	99.9	2.0	1.2	99.8	99.9	1.9	1.4
	DSKG (respective)	99.8	99.9	2.7	1.5	99.8	99.9	2.8	1.8
	DSKG (cascade)	99.8	99.9	2.1	1.1	99.8	99.9	2.1	1.4