# Multi-Hop Question Answering on 2Wiki (test) (Pass@3)

Source: [Multi-Hop Question Answering on 2Wiki (test) (Pass@3)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-2wiki-test-pass-at-3>)

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

Data updated: 2026-07-07T09:11:03.842Z

Evaluation of model performance on the test split of the 2Wiki dataset for multi-hop question answering, specifically measured using the Pass@3 metric.

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) | 2Wiki (test) |
| Metric | Pass@3 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Pass@3](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-2wiki-test-pass-at-3.md?metric=Pass%403>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@3 | Result date | Report paper |
| --- | --- | --- | --- |
| PivoARL | 64 | Not recorded | 6a4c880585dba69fef8b263d |
| MetaRL | 55.2 | Not recorded | 6a4c880585dba69fef8b263d |
| Search-R1 | 52.4 | Not recorded | 6a4c880585dba69fef8b263d |
| StepSearch | 50 | Not recorded | 6a4c880585dba69fef8b263d |
| GiGPO | 47.9 | Not recorded | 6a4c880585dba69fef8b263d |
| ZeroSearch | 47.3 | Not recorded | 6a4c880585dba69fef8b263d |
| GRPO | 46.4 | Not recorded | 6a4c880585dba69fef8b263d |
| GSPO | 43 | Not recorded | 6a4c880585dba69fef8b263d |

### PivoARL

Pass@3: 64. Result ID: 6a4cc28f60b88bb339c94728.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880585dba69fef8b263d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c880585dba69fef8b263d.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-4B","Search-augmented":"true","Domain":"Out-of-domain"}. This record does not assert independent reproduction.

### MetaRL

Pass@3: 55.2. Result ID: 6a4cc28f60b88bb339c94727.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880585dba69fef8b263d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc28423ea42265729cd6.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-4B","Search-augmented":"true","Domain":"Out-of-domain"}. This record does not assert independent reproduction.

### Search-R1

Pass@3: 52.4. Result ID: 6a4cc28f60b88bb339c94721.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880585dba69fef8b263d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a651e209131cea82e7b.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-4B","Search-augmented":"true","Domain":"Out-of-domain"}. This record does not assert independent reproduction.

### StepSearch

Pass@3: 50. Result ID: 6a4cc28f60b88bb339c94723.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880585dba69fef8b263d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c71e209131cea7a76a.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-4B","Search-augmented":"true","Domain":"Out-of-domain"}. This record does not assert independent reproduction.

### GiGPO

Pass@3: 47.9. Result ID: 6a4cc28f60b88bb339c94725.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880585dba69fef8b263d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86eca.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-4B","Search-augmented":"true","Domain":"Out-of-domain"}. This record does not assert independent reproduction.

### ZeroSearch

Pass@3: 47.3. Result ID: 6a4cc28f60b88bb339c94722.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880585dba69fef8b263d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa789d1e209131cea79568.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-4B","Search-augmented":"true","Domain":"Out-of-domain"}. This record does not assert independent reproduction.

### GRPO

Pass@3: 46.4. Result ID: 6a4cc28f60b88bb339c94724.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880585dba69fef8b263d.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-4B","Search-augmented":"true","Domain":"Out-of-domain"}. This record does not assert independent reproduction.

### GSPO

Pass@3: 43. Result ID: 6a4cc28f60b88bb339c94726.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880585dba69fef8b263d.md>)

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

Recorded evaluation configuration: {"Base Model":"Qwen3-4B","Search-augmented":"true","Domain":"Out-of-domain"}. This record does not assert independent reproduction.

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