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Table 4.

Detailed entity prediction results on FB15K by relationship categories.

Models	Head prediction (FHits@10)				Tail prediction (FHits@10)
Models	1:1	1:M	M:1	M:N	Overall	1:1	1:M	M:1	M:N	Overall
SE	35.6	62.6	17.2	37.5	36.7	34.9	14.6	68.3	41.3	42.8
TransE	43.7	65.7	18.2	47.2	44.6	43.7	19.7	66.7	50.0	49.7
TransH	66.8	87.6	28.7	64.5	61.4	65.5	39.8	83.3	67.2	67.1
TransD	86.1	95.5	39.8	78.5	74.5	85.4	50.6	94.4	81.2	80.5
TransR	78.8	89.2	34.1	69.2	66.0	79.2	37.4	90.4	72.1	71.8
CTransR	81.5	89.0	34.7	71.2	67.6	80.8	38.6	90.1	73.8	73.1
PTransE	91.0	92.8	60.9	83.8	81.4	91.2	74.0	88.9	86.4	85.7
STransE	82.8	94.2	50.4	80.1	77.1	82.4	56.9	93.4	83.1	82.3
BSKG	87.8	96.7	64.1	86.4	84.1	87.8	72.3	95.9	89.6	89.0
DSKG (entity-only)	89.2	97.0	67.7	89.6	87.1	89.7	80.5	96.0	92.7	92.0
DSKG (joint)	88.3	97.0	69.5	89.2	87.3	88.7	82.2	96.1	92.7	92.2
DSKG (respective)	89.7	97.1	69.6	89.9	87.5	88.8	82.2	96.2	92.9	92.3
DSKG (cascade)	89.4	97.2	68.3	89.2	86.9	89.7	80.9	96.1	92.3	91.8

Models	Head prediction (FHits@10)				Tail prediction (FHits@10)
Models	1:1	1:M	M:1	M:N	Overall	1:1	1:M	M:1	M:N	Overall
SE	35.6	62.6	17.2	37.5	36.7	34.9	14.6	68.3	41.3	42.8
TransE	43.7	65.7	18.2	47.2	44.6	43.7	19.7	66.7	50.0	49.7
TransH	66.8	87.6	28.7	64.5	61.4	65.5	39.8	83.3	67.2	67.1
TransD	86.1	95.5	39.8	78.5	74.5	85.4	50.6	94.4	81.2	80.5
TransR	78.8	89.2	34.1	69.2	66.0	79.2	37.4	90.4	72.1	71.8
CTransR	81.5	89.0	34.7	71.2	67.6	80.8	38.6	90.1	73.8	73.1
PTransE	91.0	92.8	60.9	83.8	81.4	91.2	74.0	88.9	86.4	85.7
STransE	82.8	94.2	50.4	80.1	77.1	82.4	56.9	93.4	83.1	82.3
BSKG	87.8	96.7	64.1	86.4	84.1	87.8	72.3	95.9	89.6	89.0
DSKG (entity-only)	89.2	97.0	67.7	89.6	87.1	89.7	80.5	96.0	92.7	92.0
DSKG (joint)	88.3	97.0	69.5	89.2	87.3	88.7	82.2	96.1	92.7	92.2
DSKG (respective)	89.7	97.1	69.6	89.9	87.5	88.8	82.2	96.2	92.9	92.3
DSKG (cascade)	89.4	97.2	68.3	89.2	86.9	89.7	80.9	96.1	92.3	91.8