# Building a Knowledgebase <aside> <img src="https://www.notion.so/icons/asterisk_gray.svg" alt="https://www.notion.so/icons/asterisk_gray.svg" width="40px" /> The core problem here is communication and how our minds organize ideas. </aside> <aside> ❓ How can we represent knowledge? </aside> # Related Terminology to Organizing Knowledge - Taxonomy - Meaning Structure - Ecosystem - Landscape - Knowledge graph - Ontology - Paradigm - Index - Lexicon - Systematic Literature Mapping - Classification Scheme - Semantic knowledge mapping - hierarchical structure - semantic dimensions - lexical database - semantic networks - ontology-based knowledge representation - epistemology - problem domain - semantics - typology - linguistics - neurolinguistics - semantics driven ontologies - knowledge representation - knowledge models and modeling - knowledge engineering - symbolic knowledge distillation - ontological map - knowledge schema ## NLP-Stuff - Semantic Word Embeddings - Semantic Analysis - Distributional Semantics - Word2Vec - Ontology Generation - Generative Adversarial Networks (GANs) - GPT-3 (Generative Pre-Trained Transformer 3) - Variational Autoencoders - Decoders ## Philosophy - Research Philosophy - Ontology - Epistemology - Social epistemology - Methodology - Research Methodology - Paradigm - Axiology # How do we represent knowledge? - [https://medium.com/predict/where-ontologies-end-and-knowledge-graphs-begin-6fe0cdede1ed](https://medium.com/predict/where-ontologies-end-and-knowledge-graphs-begin-6fe0cdede1ed) ## Random Papers & Resources - [[2110.07178] Symbolic Knowledge Distillation: from General Language Models to Commonsense Models](https://arxiv.org/abs/2110.07178) - [https://www.mdpi.com/2076-3417/11/21/10037/pdf?version=1635318340](https://www.mdpi.com/2076-3417/11/21/10037/pdf?version=1635318340) - [Neural Networks & Word Embeddings | by Nwamaka Imasogie | Nwamaka Imasogie’s Machine Learning and Artificial Intelligence Projects | Medium](https://medium.com/nwamaka-imasogie/neural-networks-word-embeddings-8ec8b3845b2e) - [Learning Semantic Word Embeddings based on Ordinal Knowledge Constraints - ACL Anthology](https://aclanthology.org/P15-1145/) - [[PDF] Contextual Semantic Embeddings for Ontology Subsumption Prediction | Semantic Scholar](https://www.semanticscholar.org/paper/Contextual-Semantic-Embeddings-for-Ontology-Chen-He/44bfb8934cf5bf345903166f380dcc5ac159dd7a) - [Ontology Matching with Word Embeddings | SpringerLink](https://link.springer.com/chapter/10.1007/978-3-319-12277-9_4) - [A guide to ontology, epistemology, and philosophical perspectives for interdisciplinary researchers – Integration and Implementation Insights](https://i2insights.org/2017/05/02/philosophy-for-interdisciplinarity/comment-page-1/) - [Paradigm, Ontology, Epistemology on PostgraduateForum.com](https://www.postgraduateforum.com/forum/phd/advice/thread/paradigm-ontology-epistemology/24090)