Show threadVictoria Stuart 🇨🇦 🏳️‍⚧️Aug 18, 2023

... cont'd

* KG often equipped with ontological schema (including rules, constraints, ontologies) ensuring quality, enabling easier knowledge access, supporting reasoning, etc.
* In this part, we introduce topics that LLMs are applied to learn ontological schemas & to manage ontologies
* OntoGPT: https://monarch-initiative.github.io/ontogpt

#OntoGPT #OntoChatGPT #LLM #LargeLanguageModels #GPT #ChatGPT #GPT3 #GPT4 #KnowledgeGraphs #epistimology #ImplicitKnowledge #ExplicitKnowledge #ParametricKnowledge #ontology

OntoGPT

Victoria Stuart 🇨🇦 🏳️‍⚧️Aug 18, 2023

[megathread] LLM & knowledge Graphs

Large Language Models & Knowledge Graphs: Opportunities, Challenges
https://arxiv.org/abs/2308.06374

* position paper: https://en.wikipedia.org/wiki/Position_paper
* hybrid representation of explicit knowledge (knowledge graphs) & parametric knowledge (LLM)

#LLM #LargeLanguageModels #LanguageModels #NLP #NaturalLanguageProcessing #GPT #ChatGPT #GPT3 #GPT4 #KG #KnowledgeGraph #KnowledgeGraphs #epistimology #knowledge #ImplicitKnowledge #ExplicitKnowledge #ParametricKnowledge #ontology

Large Language Models and Knowledge Graphs: Opportunities and Challenges

Large Language Models (LLMs) have taken Knowledge Representation -- and the world -- by storm. This inflection point marks a shift from explicit knowledge representation to a renewed focus on the hybrid representation of both explicit knowledge and parametric knowledge. In this position paper, we will discuss some of the common debate points within the community on LLMs (parametric knowledge) and Knowledge Graphs (explicit knowledge) and speculate on opportunities and visions that the renewed focus brings, as well as related research topics and challenges.

arXiv.org
Show threadDoc Edward Morbius ⭕​Sep 26, 2020

More on teaching: Whilst books can assist, and it is possible with much effort to learn from books alone, far more reliably it is a tutor or instructor and hands-on practice which are most useful. (See also: explicit vs. tacit knowledge.)

Self-paced book-based education, as pictured in the advertisement here, or similar equivalents such as audiobooks, taped or recorded lectures, filmstrips and video, as well as most computer-based education methods, suffer similarly. Despite some dynamic elements, they are fundamentally static, and don't read the student while the student reads them.

The more technically commplex the method, the harder it is to prepare materials, and the more technical factors detract from them.

Likewise, econnomics of production and distribution generally favour lower-quality or less-appropriate works.

#education #learning #TeachingAids #TacitKnowledge #ExplicitKnowledge