Benchmarks
Explore the benchmarks used in NodeRAG experiments This section details the benchmark datasets and how they were processed.
NodeRAG Reproduce
less than a minute
π¬ We provide a complete reproduction repository that contains our implementations of NaiveRAG, HYDE, and NodeRAG, along with snapshot versions and parameter settings of LightRAG and GraphRAG used in our experiments.
π Most of the benchmarks used in the experiments have been processed. You can find processing details and our rationale in the benchmark section, as well as guidance on how to quickly obtain usable data.
π Our reproduction repository is available at NodeRAG_reproduce.
NaiveRAG
Explore the NaiveRAG baseline implementation This section details how to reproduce NaiveRAG results.
HYDE
Explore the HYDE implementation This section details how to reproduce HYDE results.
GraphRAG
Explore the GraphRAG implementation This section details how to reproduce GraphRAG results.
LightRAG
Explore the LightRAG implementation This section details how to reproduce LightRAG results.
NodeRAG
Explore the NodeRAG implementation This section details how to reproduce NodeRAG results.
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