ConferenceCall 2023 11 01: Difference between revisions
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** '''Title:''' Populating Knowledge Graphs: The Confluence of Ontology and Large Language Models | ** '''Title:''' Populating Knowledge Graphs: The Confluence of Ontology and Large Language Models | ||
** '''Abstract:''' Ontology-based Knowledge Graphs (KGs) stand at the forefront of semantic data representation, providing structured views of the data in complex domains. Traditionally, populating these KGs from unstructured text involved convoluted natural language analyses and custom code, but the environment has changed with the use of Large Language Models (LLMs). This talk explores one use case - the population of a KG from news articles. The evolution of the application from employing spaCy APIs to OpenAI is described, and the current (open-source) implementation discussed. Implementation issues such as sourcing the data, LLM prompts, mapping the LLM responses onto the ontology, and populating the knowledge graph are overviewed. | ** '''Abstract:''' Ontology-based Knowledge Graphs (KGs) stand at the forefront of semantic data representation, providing structured views of the data in complex domains. Traditionally, populating these KGs from unstructured text involved convoluted natural language analyses and custom code, but the environment has changed with the use of Large Language Models (LLMs). This talk explores one use case - the population of a KG from news articles. The evolution of the application from employing spaCy APIs to OpenAI is described, and the current (open-source) implementation discussed. Implementation issues such as sourcing the data, LLM prompts, mapping the LLM responses onto the ontology, and populating the knowledge graph are overviewed. | ||
* Prasad Yalamanchi, ''Lead Semantics | * [[PrasadYalamanchi|Prasad Yalamanchi]], ''Lead Semantics CEO'' | ||
== Conference Call Information == | == Conference Call Information == |
Revision as of 14:28, 24 October 2023
Session | Demos of information extraction via hybrid systems |
---|---|
Duration | 1 hour |
Date/Time | 1 Nov
2023 16:00 GMT |
9:00am PDT/12:00pm EDT | |
4:00pm GMT/5:00pm CET | |
Convener | Andrea Westerinen and Mike Bennett |
Ontology Summit 2024 Demos of information extraction via hybrid systems
Agenda
- Andrea Westerinen, Creator of DNA, Deep Narrative Analysis
- Title: Populating Knowledge Graphs: The Confluence of Ontology and Large Language Models
- Abstract: Ontology-based Knowledge Graphs (KGs) stand at the forefront of semantic data representation, providing structured views of the data in complex domains. Traditionally, populating these KGs from unstructured text involved convoluted natural language analyses and custom code, but the environment has changed with the use of Large Language Models (LLMs). This talk explores one use case - the population of a KG from news articles. The evolution of the application from employing spaCy APIs to OpenAI is described, and the current (open-source) implementation discussed. Implementation issues such as sourcing the data, LLM prompts, mapping the LLM responses onto the ontology, and populating the knowledge graph are overviewed.
- Prasad Yalamanchi, Lead Semantics CEO
Conference Call Information
- Date: Wednesday, 1 November 2023
- Start Time: 9:00am PDT / 12:00pm EDT / 5:00pm CET / 4:00pm GMT / 1600 UTC
- Note that Daylight Saving Time has ended in Europe but not in the US or Canada.
- ref: World Clock
- Expected Call Duration: 1 hour
- Video Conference URL: https://bit.ly/48lM0Ik
- Conference ID: 876 3045 3240
- Passcode: 464312
The unabbreviated URL is: https://us02web.zoom.us/j/87630453240?pwd=YVYvZHRpelVqSkM5QlJ4aGJrbmZzQT09
Participants
Discussion
Resources
Previous Meetings
Session | |
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ConferenceCall 2023 10 25 | A look across the industry, Part 2 |
ConferenceCall 2023 10 18 | A look across the industry, Part 1 |
ConferenceCall 2023 10 11 | Setting the stage |
... further results |
Next Meetings
Session | |
---|---|
ConferenceCall 2023 11 08 | Broader thoughts |
ConferenceCall 2023 11 15 | Synthesis |
ConferenceCall 2024 02 21 | Overview |
... further results |