a relational model should (a) be able to learn all combinations of these properties, namely reflexivity/irreflexivity, symmetry/antisymmetry and transitivity, and (b) be linear in both time and memory in order to scale to the size of present day KBs, and keep up with their growth.
Summary:
这篇论文主要想证明,针对link prediction task,简单的dot product其实是非常有效的,能用于表示一个relation的对称和非对称关系。
Resource:
Paper information:
Notes:
这个说了其实relation里包含很多属性,对称性,传递性等等
这一段主要说了,通过dot product,可以捕捉relation的对称或非对称关系。
Model Graph:
Result::
Thoughts:
Next Reading: