# Fact Retrieval on GraphRAG-Bench

Source: [Fact Retrieval on GraphRAG-Bench](<https://www.sota2.com/research/sota/fact-retrieval-on-graphrag-bench>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-30T06:31:12.956Z

Evaluation of model performance on the GraphRAG-Bench dataset specifically for Fact Retrieval, measured using Recall (Rec) and Relevance (Rel).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Fact Retrieval |
| Dataset (including any stated split) | GraphRAG-Bench |
| Metric | Recall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Recall](<https://www.sota2.com/research/sota/fact-retrieval-on-graphrag-bench.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Relevance](<https://www.sota2.com/research/sota/fact-retrieval-on-graphrag-bench.md?metric=Relevance>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall | Result date | Report paper |
| --- | --- | --- | --- |
| HyperSU | 83.17 | Not recorded | 6a434d6fba73165dbb7437db |
| HippoRAG | 80.78 | Not recorded | 6a434d6fba73165dbb7437db |
| Hyper-RAG | 80.06 | Not recorded | 6a434d6fba73165dbb7437db |
| HyperGraphRAG | 76.57 | Not recorded | 6a434d6fba73165dbb7437db |
| LightRAG | 74.35 | Not recorded | 6a434d6fba73165dbb7437db |
| HippoRAG 2 | 70.94 | Not recorded | 6a434d6fba73165dbb7437db |
| RAPTOR | 62.02 | Not recorded | 6a434d6fba73165dbb7437db |
| RAG | 61.38 | Not recorded | 6a434d6fba73165dbb7437db |
| MS-GraphRAG | 61.11 | Not recorded | 6a434d6fba73165dbb7437db |

### HyperSU

Recall: 83.17. Result ID: 6a436295fbc373592c929a64.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d6fba73165dbb7437db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d6fba73165dbb7437db.md>)

Recorded evaluation configuration: {"Category":"Hypergraph-based RAG"}. This record does not assert independent reproduction.

### HippoRAG

Recall: 80.78. Result ID: 6a436295fbc373592c929a5e.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d6fba73165dbb7437db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76981e209131cea6dff9.md>)

Recorded evaluation configuration: {"Category":"Graph-based RAG"}. This record does not assert independent reproduction.

### Hyper-RAG

Recall: 80.06. Result ID: 6a436295fbc373592c929a63.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d6fba73165dbb7437db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77eb1e209131cea75ff8.md>)

Recorded evaluation configuration: {"Category":"Hypergraph-based RAG"}. This record does not assert independent reproduction.

### HyperGraphRAG

Recall: 76.57. Result ID: 6a436295fbc373592c929a62.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d6fba73165dbb7437db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c4a1e209131cea8d698.md>)

Recorded evaluation configuration: {"Category":"Hypergraph-based RAG"}. This record does not assert independent reproduction.

### LightRAG

Recall: 74.35. Result ID: 6a436295fbc373592c929a60.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d6fba73165dbb7437db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78461e209131cea778bd.md>)

Recorded evaluation configuration: {"Category":"Graph-based RAG"}. This record does not assert independent reproduction.

### HippoRAG 2

Recall: 70.94. Result ID: 6a436295fbc373592c929a5f.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d6fba73165dbb7437db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de8a.md>)

Recorded evaluation configuration: {"Category":"Graph-based RAG"}. This record does not assert independent reproduction.

### RAPTOR

Recall: 62.02. Result ID: 6a436295fbc373592c929a61.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d6fba73165dbb7437db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71fe1e209131cea53fc2.md>)

Recorded evaluation configuration: {"Category":"Graph-based RAG"}. This record does not assert independent reproduction.

### RAG

Recall: 61.38. Result ID: 6a436295fbc373592c929a5c.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d6fba73165dbb7437db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MS-GraphRAG

Recall: 61.11. Result ID: 6a436295fbc373592c929a5d.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d6fba73165dbb7437db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770d1e209131cea70c5a.md>)

Recorded evaluation configuration: {"Category":"Graph-based RAG"}. This record does not assert independent reproduction.

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