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Natural Language Processing

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Natural Language Processing

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Research Frontiers in Knowledge Graph Construction from Text

Automated extraction and integration of structured knowledge from unstructured text into knowledge graphs using neural methods.

Implicit Relation Discovery in Unstructured Text
Semantic Drift and Temporal Evolution of Knowledge Graphs
Cross-lingual Knowledge Graph Alignment Without Parallel Data
Factuality and Uncertainty Quantification in Extracted Knowledge
Nested and Recursive Relation Structures from Natural Language
Knowledge Graph Construction from Multimodal and Mixed-quality Sources
Entity Disambiguation in Domain-specific and Specialized Corpora
Commonsense Knowledge Extraction and Integration at Scale
Adaptive Schema Learning from Emergent Textual Patterns
Causal Relation Extraction and Knowledge Graph Inference

All Natural Language Processing PhD categories