Fusing Knowledge Graphs and Large Language Models
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- Опубликовано: 12 авг 2023
- Large Language Models, KnowledgeGraphs, Hallucinations, LLMs, ChatGPT
Large Language Models have a major weakness when it comes to facts and their reliability. Knowledge graphs are great for managing facts. These two technologies complement each other and have the potential to address some of the weaknesses that are preventing businesses from adopting LLMs. How to properly fuse LLMs and knowledge graphs is an active area of research.
This webinar was originally streamed Thursday, August 10th on LinkedIn. During the live stream, there was a major audio problem. This video has been edited to address those issues. As a result of my editing, there are a few sudden transitions, but overall it's coherent.
If you are interested in this topic and wish to connect. Here is a link to my LinkedIn profile:
/ rudy-agovic-phd-a35b9b9
Link to GitHub repository with relevant references:
github.com/RManLuo/Awesome-LL...
Excellent thanks for sharing
Excellent content Rudy!
I have never commented on any video, but here - Please do post more content :-)
Would love an update on this video based on today’s developments and technologies!
Hope you make more long vids like this! Keep sharing 😁 there are very few people talking about KG's
Excellent presentation which clearly delineates the need and benefits of integrating different AI tools to meet business and personal objectives,
Awesome content, one of the best videos
Post more, please, Rudy :)
Incredible!
Great overview, thanks for posting
Thank you. It is a very useful information
I imagine you can keep adding more loops into this to form better guard rails. While I know nothing about this yet really, it seems like an answer generated by the LLM could be fed into a/another BERT LLM. The relations generated by this BERT could then be compared to the original knowledge graph again for consistency. Any inconsistencies could be fed back to a GPT model to form a new prompt. This prompt would ask for another iteration on the originally generated answer to fix the inconsistencies found.
Very interesting video. Thank you!
17:49 LLMs as Knowledge Base
23:26 Knowledge Graphs
25:30 Use of Ontology in AI
27:31 Use of Knowledge Graph in Business
29:25 Model Journeys
32:26 Learning Over Graph
35:02 Lowest Hanging Fruit: Based On Practical Use case
50:03 Overview of Approaches
1:11:53 Knowledge Graphs enhanced by LLMs.