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Deduplicate Entity Graph for GraphRAG #3

@davidmezzetti

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@davidmezzetti

Currently, each node in the Entity Graph for GraphRAG has an associated LLM-derived topic. There is currently no deduplication leading to duplicate nodes in the graph. This has caused confusion with the initial rollout.

Deduplication should be added to ensure the same node isn't repeated in the graph. Further enhancements such as entity normalization and resolution to further collapse nodes can be evaluated in the future.

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