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...
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 principle, it traversed each node of the relevance tree, screened out some sub-nodes that ...
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...
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 TextELHierarchical Losses and New Resources for Fine-grained Entity Typing and Linking LinkNBed: Multi...
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 ...
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 ...
Tokenization was performed using not only whitespaces but also punctuations, since we might not find the node for an entity (e.g., “gliclazide”) in the dependency tree if it was not separated from a piece of text (e.g., “gliclazide-induced”). All the words were transformed into ...
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...
Thus, ML-based approaches have become more commonly used for NER, and today there are more than 150 methods, pipelines, and algorithm implementations of these.13 Some of the more commonly used ML-based methods are Support Vector Machines (SVM), Conditional Random Fields (CRF), Long Short-...
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...