Concepedia

Concept

knowledge representation

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Knowledge Representation Foundations

1977 - 1983

During this period, research on AI knowledge representation centers on turning tacit human understanding into explicit, machine-readable form. Symbolic frameworks, rule-based reasoning, and structured knowledge bases became the standard approach to enable planning, explanation, and learning. Researchers emphasized principled representations that can be reasoned about, explained, and updated, signaling a shift from ad hoc problem solving to systematic knowledge engineering.

Ontology-Driven Formal Knowledge Representation

1984 - 1996

Ontology-Driven Knowledge Representation

1997 - 2003

Ontology-Driven Knowledge Representation

2004 - 2010

Neural Knowledge Graph Embedding

2011 - 2017

Graph-Language Model Fusion

2018 - 2024