A relevance tree search algorithm was proposed in the study. Initially, a relevance tree was constructed according to the association relationship of the associated entities. Then, based on the depth-first prin
Connecting Distant Entities with Induction through Conditional Random Fields for Named Entity Recognition: Precursor-Induced CRF Named Entity Recognition for Hindi-English Code-Mixed Social Media Text EL Hierarchical Losses and New Resources for Fine-grained Entity Typing and Linking LinkNBed: Multi-Graph...
Finally, we present the main algorithm used in this paper. 4.1. Final model architecture The main architecture of our model is illustrated in Fig. 4. It should be noted that the two datasets are divided into sentences separated by a point (.). So, sentences will be the inputs for our ...
To constrain one-to-one EA and exploit the interdependence between alignment decisions, some studies set the limit of one-to-one matching. CEA (Zeng et al.2020) and RAGA (Zhu et al.2021) use a deferred acceptance algorithm to find stable matching results for any two sets of the equal nu...
“induced”. x i indicates the input vector of a lstm unit as shown in eq. 6 and i corresponds to the index of a token. in the bi-lstm-rnn layer, solid arrow lines denote bottom-up and top-down computations along the sdp in the dependency tree. ↑ h a , ↑ h b , ↓ h a ...
CEA uses the deferred acceptance algorithm to guarantee one-to-one alignment, i.e., optimal assignment of one source entity. CEA consistently outperforms GM-EHD-JEA on all sub-datasets of DWY100K, which indicates that GM-EHD-JEA using the search space separation strategy can harm the ...
Liping Liu , Timothy P. Cash , Russell G. Jones , Brian Keith , Craig B. Thompson , M. Celeste SimonHypoxia-induced energy stress regulates mRNA translation and cell growthMolecular Cell(2006) doi:10.1016/j.molcel.2006.01.010 And this, Dr Simon is aware of the problem for 7 years alr...
[106] identified the relations between medication that induced an adverse drug event. In contrast, Yehia et al.[109] used a rule-based method to extract the “is-a” relations between entity names and values, as well as entity values, attribute names and attribute values. Bejan et al.[35...
Connecting Distant Entities with Induction through Conditional Random Fields for Named Entity Recognition: Precursor-Induced CRF Named Entity Recognition for Hindi-English Code-Mixed Social Media Text EL Hierarchical Losses and New Resources for Fine-grained Entity Typing and Linking LinkNBed: Multi-Graph...