: Vocabulario de PLN: knowledge graph

NLP resources and evaluation > knowledge resource > knowledge graph

knowledge graph

A semantic network graph that represents rich factual information among entities of diverse classifications in order to formally describe the entities and their associations in the real world. (Based on Ye et al., A Comprehensive Survey of Graph Neural Networks for Knowledge Graphs, 2022)

In contrast we use knowledge graphs to generate data and train a supervised model. (Gaci, Benatallah, Casati & Benabdeslem, 2022)
The existing method for utilizing knowledge graph into text generation and summarization is adding a separate encoder to encode the vectorized knowledge graph for context integration. (Guan, 2021)
The knowledge graph is stored in an external memory bank. (Luo, Li & Glass, 2020)
We also build a knowledge graph as additional inputs to further improve model performance. (Luo, Li & Glass, 2020)
We annotate a knowledge graph in the medical domain to enrich the current corpus. (Luo, Li & Glass, 2020)

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