# Multi-Hop Reasoning on MuSiQue (Accuracy and Recall)

Source: [Multi-Hop Reasoning on MuSiQue (Accuracy and Recall)](<https://www.sota2.com/research/sota/multi-hop-reasoning-on-musique-accuracy-and-recall>)

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

Data updated: 2026-06-17T08:01:47.601Z

Evaluation of model performance on the MuSiQue dataset for Multi-Hop Reasoning, focusing on Accuracy and Recall metrics.

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 Reasoning |
| Dataset (including any stated split) | MuSiQue |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/multi-hop-reasoning-on-musique-accuracy-and-recall.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/multi-hop-reasoning-on-musique-accuracy-and-recall.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HyGRAG | 36.67 | Not recorded | 6a322a5ad33dfb23e783eda0 |
| L-LightRAG | 33.1 | Not recorded | 6a322a5ad33dfb23e783eda0 |
| HippoRAG2 | 25.87 | Not recorded | 6a322a5ad33dfb23e783eda0 |
| HippoRAG | 24.9 | Not recorded | 6a322a5ad33dfb23e783eda0 |
| RAPTOR | 23.67 | Not recorded | 6a322a5ad33dfb23e783eda0 |
| VanillaRAG | 23.6 | Not recorded | 6a322a5ad33dfb23e783eda0 |
| L-GraphRAG | 18.53 | Not recorded | 6a322a5ad33dfb23e783eda0 |
| CoT | 10.5 | Not recorded | 6a322a5ad33dfb23e783eda0 |
| Zero-shot | 8.13 | Not recorded | 6a322a5ad33dfb23e783eda0 |

### HyGRAG

Accuracy: 36.67. Result ID: 6a3253c1fbc373592c2fb0aa.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a5ad33dfb23e783eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a5ad33dfb23e783eda0.md>)

Recorded evaluation configuration: {"Base LLM":"Qwen3-8B"}. This record does not assert independent reproduction.

### L-LightRAG

Accuracy: 33.1. Result ID: 6a3253c1fbc373592c2fb0a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a5ad33dfb23e783eda0.md>)

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

Recorded evaluation configuration: {"Base LLM":"Qwen3-8B"}. This record does not assert independent reproduction.

### HippoRAG2

Accuracy: 25.87. Result ID: 6a3253c1fbc373592c2fb0a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a5ad33dfb23e783eda0.md>)

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

Recorded evaluation configuration: {"Base LLM":"Qwen3-8B"}. This record does not assert independent reproduction.

### HippoRAG

Accuracy: 24.9. Result ID: 6a3253c1fbc373592c2fb0a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a5ad33dfb23e783eda0.md>)

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

Recorded evaluation configuration: {"Base LLM":"Qwen3-8B"}. This record does not assert independent reproduction.

### RAPTOR

Accuracy: 23.67. Result ID: 6a3253c1fbc373592c2fb0a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a5ad33dfb23e783eda0.md>)

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

Recorded evaluation configuration: {"Base LLM":"Qwen3-8B"}. This record does not assert independent reproduction.

### VanillaRAG

Accuracy: 23.6. Result ID: 6a3253c1fbc373592c2fb0a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a5ad33dfb23e783eda0.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: {"Base LLM":"Qwen3-8B"}. This record does not assert independent reproduction.

### L-GraphRAG

Accuracy: 18.53. Result ID: 6a3253c1fbc373592c2fb0a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a5ad33dfb23e783eda0.md>)

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

Recorded evaluation configuration: {"Base LLM":"Qwen3-8B"}. This record does not assert independent reproduction.

### CoT

Accuracy: 10.5. Result ID: 6a3253c1fbc373592c2fb0a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a5ad33dfb23e783eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e781e209131cea4017d.md>)

[Implementation](<https://github.com/kojima-takeshi188/zero_shot_cot>)

Recorded evaluation configuration: {"Base LLM":"Qwen3-8B"}. This record does not assert independent reproduction.

### Zero-shot

Accuracy: 8.13. Result ID: 6a3253c1fbc373592c2fb0a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a5ad33dfb23e783eda0.md>)

Recorded evaluation configuration: {"Base LLM":"Qwen3-8B"}. This record does not assert independent reproduction.

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