BrambleXu / knowledge-graph-learning

A curated list of awesome knowledge graph tutorials, projects and communities.
MIT License
736 stars 120 forks source link

NAACL-2019/06-Better Modeling of Incomplete Annotations for Named Entity Recognition #262

Open BrambleXu opened 4 years ago

BrambleXu commented 4 years ago

Summary:

通过改进 (Bellare and McCallum, 2007)的方法,对unavailable labels进行更好的假设,来提高对于incomplete annotations的建模。对不同label的组合提出了hard和soft两种概率分布q的计算方法。

Resource:

Paper information:

Notes:

image

Model Graph:

image

Result:

image

随机删除entity来模拟incomplete的状态

image

Thoughts:

这个确实挺实用的。

Next Reading: