# Multi-hop Question Answering on DeepResearch-9K 29 (test)

Source: [Multi-hop Question Answering on DeepResearch-9K 29 (test)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-deepresearch-9k-29-test>)

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

Data updated: 2026-05-22T07:58:38.226Z

Evaluation of model performance on the test split of the DeepResearch-9K 29 dataset, specifically focusing on multi-hop question answering capabilities.

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) | DeepResearch-9K 29 (test) |
| Metric | P-hat |
| Unit | SCALAR |
| 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

- [P-hat](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-deepresearch-9k-29-test.md?metric=P-hat>): Higher is better; unit: SCALAR.

- [Alpha-hat](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-deepresearch-9k-29-test.md?metric=Alpha-hat>): Higher is better; unit: SCALAR.

- [Beta-hat](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-deepresearch-9k-29-test.md?metric=Beta-hat>): Higher is better; unit: SCALAR.

- [RelLat\*](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-deepresearch-9k-29-test.md?metric=RelLat*>): Higher is better; unit: SCALAR.

- [RelLat](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-deepresearch-9k-29-test.md?metric=RelLat>): Higher is better; unit: SCALAR.

## Recorded results

| Method | P-hat | Result date | Report paper |
| --- | --- | --- | --- |
| SPECHOP | 0.45 | Not recorded | 6a0fe326f984739ed6739e79 |
| SPECHOP | 0.44 | Not recorded | 6a0fe326f984739ed6739e79 |
| SPECHOP | 0.39 | Not recorded | 6a0fe326f984739ed6739e79 |
| SPECHOP | 0.35 | Not recorded | 6a0fe326f984739ed6739e79 |
| SPECHOP | 0.31 | Not recorded | 6a0fe326f984739ed6739e79 |
| SPECHOP | 0.25 | Not recorded | 6a0fe326f984739ed6739e79 |

### SPECHOP

P-hat: 0.45. Result ID: 6a100caafbc373592c08cc0e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

Recorded evaluation configuration: {"Target Tool (T)":"Web Search","Speculator (S)":"GPT-4o"}. This record does not assert independent reproduction.

### SPECHOP

P-hat: 0.44. Result ID: 6a100caafbc373592c08cc0d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

Recorded evaluation configuration: {"Target Tool (T)":"Web Search","Speculator (S)":"GPT-4o mini"}. This record does not assert independent reproduction.

### SPECHOP

P-hat: 0.39. Result ID: 6a100caafbc373592c08cc09.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

Recorded evaluation configuration: {"Target Tool (T)":"E5 Retrieval","Speculator (S)":"Llama 3.1 8B"}. This record does not assert independent reproduction.

### SPECHOP

P-hat: 0.35. Result ID: 6a100caafbc373592c08cc0b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

Recorded evaluation configuration: {"Target Tool (T)":"Web Search","Speculator (S)":"Llama 3.1 8B"}. This record does not assert independent reproduction.

### SPECHOP

P-hat: 0.31. Result ID: 6a100caafbc373592c08cc0c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

Recorded evaluation configuration: {"Target Tool (T)":"Web Search","Speculator (S)":"Qwen 3 8B"}. This record does not assert independent reproduction.

### SPECHOP

P-hat: 0.25. Result ID: 6a100caafbc373592c08cc0a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e79.md>)

Recorded evaluation configuration: {"Target Tool (T)":"E5 Retrieval","Speculator (S)":"Qwen 3 8B"}. This record does not assert independent reproduction.

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