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The Microsoft GraphRAG paper focuses on global sensemaking through hierarchical summarization, which is a fundamental aspect of their approach. The blog post analysis, however, doesn't address this core feature at all. Another issue is the corpus size, the paper focuses on sizes on the order of 1M tokens, while the reference text used in the blog post is probably shorter. On shorter text a simple LLM call could do summarization directly.



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