what
A knowledge graph containing a person’s
- characteristics
- life events
- experience
- traumas
- thoughts
- perspectives
- traits
- etc. and these things related to each other (e.g. how an event influence a personality trait).
application
Can be used to build virtual characters
- Store the embeddings of each node in the graph.
- On each query, retrieve the top k the closest nodes.
- Extract the sub-graphs surrounding each retrieved node within a certain radius.
- Process the extracted sub-graph to build context for generation.
- Maybe fine-tune the LLM to generate using sub-graph results directly
- process sub-graph to context as above
- use the processed context for generation
- use the generation output as training data