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[Question]: Which Open Source LLM is best for Knowledge Graphs ? #13120
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For enhancing Knowledge Graphs with high accuracy and efficiency, transitioning to the Llama Index framework, especially its Knowledge Graph RAG Query Engine, is recommended. This framework is well-suited for creating and querying Knowledge Graphs, leveraging Large Language Models like OpenAI's GPT-3.5-turbo and Azure's GPT-3.5-turbo-16k. It utilizes NebulaGraphStore for graph storage, which, in combination with the Knowledge Graph RAG Query Engine, facilitates efficient data storage and querying. The Llama Index framework significantly improves upon Nous-hermes-Llama2 by supporting embedding models and enabling a hybrid querying approach that combines text and embeddings. This approach offers a substantial upgrade in terms of accuracy and user experience for Knowledge Graph applications. For practical implementation and further exploration, consider reviewing the following resources:
These resources should guide you in leveraging the Llama Index framework for your Knowledge Graph projects effectively.
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@dosu , I am using llama-index only for my application with RAG , I want to know which OPEN SOURCE llm to us with this so that the results are better , |
To enhance the performance and accuracy of your Knowledge Graph application using the llama-index framework, consider the following steps:
For optimizing the KnowledgeGraphIndex, explore strategies discussed in community threads such as optimizing triplet extraction and parallelizing processes. Remember, these optimizations might impact result quality, so thorough testing is crucial to ensure they meet your application's requirements.
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Question Validation
Question
I want to understand Which Open Source LLM is best for Knowledge Graphs ?
Because I am using KnowledgeGraphIndex functionality in llama-index and creating Knowledge graphs ,
I used Nous-hermes-Llama2 , the accuracy of the results is not that appreciating ,
Can you please suggest which open source current LLM is good for this ?
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