Research Article

Open Relation Extraction in Patent Claims with a Hybrid Network

Table 4

Results of ORE dataset experiments on models.

(%) (%)F1-score (%)

Bi-LSTM189.1542%90.2017%89.6749%
Bi-LSTM+CNN+CRF293.9204%93.1501%93.5337%
Bi-LSTM+CNN+CRF (label embedding)397.0457%96.1206%96.5809%
Bi-LSTM+CNN+CRF (label embedding+attention)497.3074%97.7388%97.5226%