Ontology learning from text Neural network architectures for knowledge graph construction from text 

Dynamic knowledge graph building from text/text streams 

Explainable AI for knowledge graph construction from text 

GNNs for NLP ( graph construction, graph representation learning, and graph based encoder-decoder models) 

 Entity resolution from text for knowledge graph construction 

Text entity relationship extraction for knowledge graph construction

Entity Disambiguation 

Multilingual/ language-specific information retrieval for knowledge graph construction 

Large Language Models (LLMs) 

Automatic annotation of web pages with Schema.org 

 Distant supervision with web-scale data such as Web Data Commons 

Semantic Web and Linked Data