# Multi-hop Question Answering on MuSiQue (SR)

Source: [Multi-hop Question Answering on MuSiQue (SR)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-musique-sr>)

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

Data updated: 2026-05-18T06:38:29.305Z

Evaluation of model performance on the MuSiQue dataset for Multi-hop Question Answering, specifically reporting the Success Rate (SR).

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 | Success Rate (SR) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Success Rate (SR)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-musique-sr.md?metric=Success%20Rate%20(SR)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate (SR) | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-3-Flash | 31 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| Gemini-2.5-flash | 26 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| MATPO | 17 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| Qwen3-30B-A3B | 16 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| MATPO | 16 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| ICRL | 16 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| ICRL | 16 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| ScalingInter | 15 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| Critique-GRPO | 15 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| GSPO | 15 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| GRPO | 14 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| GRPO | 14 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| ScalingInter | 14 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| Critique-GRPO | 14 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| GSPO | 10 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| Qwen3-4B | 6 | Not recorded | 6a0a9d04dbc836b87d82b322 |
| Qwen3-8B | 6 | Not recorded | 6a0a9d04dbc836b87d82b322 |

### Gemini-3-Flash

Success Rate (SR): 31. Result ID: 6a0ab3d347f34ce924f032a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

Recorded evaluation configuration: {"Protocol":"Prompting"}. This record does not assert independent reproduction.

### Gemini-2.5-flash

Success Rate (SR): 26. Result ID: 6a0ab3d347f34ce924f032a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Protocol":"Prompting"}. This record does not assert independent reproduction.

### MATPO

Success Rate (SR): 17. Result ID: 6a0ab3d347f34ce924f032af.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be11e209131cea8aff2.md>)

[Implementation](<https://github.com/mzf666/MATPO>)

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

### Qwen3-30B-A3B

Success Rate (SR): 16. Result ID: 6a0ab3d347f34ce924f032a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Protocol":"Prompting"}. This record does not assert independent reproduction.

### MATPO

Success Rate (SR): 16. Result ID: 6a0ab3d347f34ce924f032a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be11e209131cea8aff2.md>)

[Implementation](<https://github.com/mzf666/MATPO>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### ICRL

Success Rate (SR): 16. Result ID: 6a0ab3d347f34ce924f032ab.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### ICRL

Success Rate (SR): 16. Result ID: 6a0ab3d347f34ce924f032b1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

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

### ScalingInter

Success Rate (SR): 15. Result ID: 6a0ab3d347f34ce924f032a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b481e209131cea87858.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### Critique-GRPO

Success Rate (SR): 15. Result ID: 6a0ab3d347f34ce924f032aa.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ac21e209131cea850cf.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### GSPO

Success Rate (SR): 15. Result ID: 6a0ab3d347f34ce924f032ad.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a481e209131cea8231d.md>)

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

### GRPO

Success Rate (SR): 14. Result ID: 6a0ab3d347f34ce924f032a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### GRPO

Success Rate (SR): 14. Result ID: 6a0ab3d347f34ce924f032ac.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

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

### ScalingInter

Success Rate (SR): 14. Result ID: 6a0ab3d347f34ce924f032ae.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b481e209131cea87858.md>)

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

### Critique-GRPO

Success Rate (SR): 14. Result ID: 6a0ab3d347f34ce924f032b0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ac21e209131cea850cf.md>)

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

### GSPO

Success Rate (SR): 10. Result ID: 6a0ab3d347f34ce924f032a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a481e209131cea8231d.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### Qwen3-4B

Success Rate (SR): 6. Result ID: 6a0ab3d347f34ce924f032a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Protocol":"Prompting"}. This record does not assert independent reproduction.

### Qwen3-8B

Success Rate (SR): 6. Result ID: 6a0ab3d347f34ce924f032a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d04dbc836b87d82b322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Protocol":"Prompting"}. This record does not assert independent reproduction.

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