# Multi-hop Question Answering on MuSiQue (F1, R@5)

Source: [Multi-hop Question Answering on MuSiQue (F1, R@5)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-musique-f1-r-at-5>)

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

Data updated: 2026-06-30T06:31:13.228Z

Evaluation of model performance on the MuSiQue dataset for Multi-hop Question Answering, reporting F1 score and Recall at 5 (R@5).

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 | Multi-hop Question Answering |
| Dataset (including any stated split) | MuSiQue |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-musique-f1-r-at-5.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Recall@5](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-musique-f1-r-at-5.md?metric=Recall%405>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| HyperSU | 49 | Not recorded | 6a434d6fba73165dbb7437db |
| HyperGraphRAG | 48.3 | Not recorded | 6a434d6fba73165dbb7437db |
| HippoRAG | 47.2 | Not recorded | 6a434d6fba73165dbb7437db |
| Hyper-RAG | 46.6 | Not recorded | 6a434d6fba73165dbb7437db |
| LightRAG | 45.7 | Not recorded | 6a434d6fba73165dbb7437db |
| Dense RAG | 43.5 | Not recorded | 6a434d6fba73165dbb7437db |

### HyperSU

F1 Score: 49. Result ID: 6a436295fbc373592c929afd.

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

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

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

### HyperGraphRAG

F1 Score: 48.3. Result ID: 6a436295fbc373592c929afb.

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

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

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

### HippoRAG

F1 Score: 47.2. Result ID: 6a436295fbc373592c929af9.

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

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

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

### Hyper-RAG

F1 Score: 46.6. Result ID: 6a436295fbc373592c929afc.

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

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

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

### LightRAG

F1 Score: 45.7. Result ID: 6a436295fbc373592c929afa.

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

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

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

### Dense RAG

F1 Score: 43.5. Result ID: 6a436295fbc373592c929af8.

[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.

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