知识图谱多跳问答推理研究进展、挑战与展望
杜会芳, 王昊奋, 史英慧, 王萌
Progress, challenges and research trends of reasoning in multi-hop knowledge graph based question answering
Huifang DU, Haofen WANG, Yinghui SHI, Meng WANG
表2
GQE、Q2B、BetaE的MRR结果
数据集
模型
1-hop
2-hop
3-hop
FB15k
BetaE
65.1%
25.7%
24.7%
Q2B
68.0%
21.0%
14.2%
GQE
54.6%
15.3%
10.8%
FB15k-237
BetaE
39.0%
10.9%
10.0%
Q2B
40.6%
9.4%
6.8%
GQE
35.0%
7.2%
5.3%
NELL-995
BetaE
53.0%
13.0%
11.4%
Q2B
42.2%
14.0%
11.2%
GQE
32.8%
11.9%
9.6%