SemRAG combines semantic chunking with knowledge graph community retrieval and reports mixed, partly contradictory gains over naive RAG on MultiHopRAG and Wikipedia QA datasets.
On the effectiveness of parameter-efficient fine-tuning
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SemRAG: Semantic Knowledge-Augmented RAG for Improved Question-Answering
SemRAG combines semantic chunking with knowledge graph community retrieval and reports mixed, partly contradictory gains over naive RAG on MultiHopRAG and Wikipedia QA datasets.