# Multi-hop Question Answering on HotpotQA (F1, Latency)

Source: [Multi-hop Question Answering on HotpotQA (F1, Latency)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-hotpotqa-f1-latency>)

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

Data updated: 2026-05-14T09:46:00.833Z

Evaluation of model performance on the HotpotQA dataset for multi-hop question answering, focusing on F1 score and inference latency.

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) | HotpotQA |
| Metric | F1 Score |
| 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

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

- [Latency (s)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-hotpotqa-f1-latency.md?metric=Latency%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| FlowCompile | 86.69 | Not recorded | 6a055728dbc836b87d828d91 |
| Qwen3-8B | 86.58 | Not recorded | 6a055728dbc836b87d828d91 |
| Full Baseline | 86.29 | Not recorded | 6a055728dbc836b87d828d91 |
| FlowCompile | 85.32 | Not recorded | 6a055728dbc836b87d828d91 |
| Qwen3-4B | 83.89 | Not recorded | 6a055728dbc836b87d828d91 |
| MaAS | 83.44 | Not recorded | 6a055728dbc836b87d828d91 |
| KNN Router | 73.75 | Not recorded | 6a055728dbc836b87d828d91 |
| MaAS | 71.82 | Not recorded | 6a055728dbc836b87d828d91 |

### FlowCompile

F1 Score: 86.69. Result ID: 6a05999347f34ce924ed091b.

[Reporting paper](<https://www.sota2.com/research/paper/6a055728dbc836b87d828d91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055728dbc836b87d828d91.md>)

[Implementation](<https://github.com/UMass-Embodied-AGI/FlowCompile>)

Recorded evaluation configuration: {"Selection Priority":"Accuracy-priority"}. This record does not assert independent reproduction.

### Qwen3-8B

F1 Score: 86.58. Result ID: 6a05999347f34ce924ed0917.

[Reporting paper](<https://www.sota2.com/research/paper/6a055728dbc836b87d828d91.md>)

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

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

### Full Baseline

F1 Score: 86.29. Result ID: 6a05999347f34ce924ed0915.

[Reporting paper](<https://www.sota2.com/research/paper/6a055728dbc836b87d828d91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769ef.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction.

### FlowCompile

F1 Score: 85.32. Result ID: 6a05999347f34ce924ed091c.

[Reporting paper](<https://www.sota2.com/research/paper/6a055728dbc836b87d828d91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055728dbc836b87d828d91.md>)

[Implementation](<https://github.com/UMass-Embodied-AGI/FlowCompile>)

Recorded evaluation configuration: {"Selection Priority":"Latency-priority"}. This record does not assert independent reproduction.

### Qwen3-4B

F1 Score: 83.89. Result ID: 6a05999347f34ce924ed0916.

[Reporting paper](<https://www.sota2.com/research/paper/6a055728dbc836b87d828d91.md>)

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

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

### MaAS

F1 Score: 83.44. Result ID: 6a05999347f34ce924ed0919.

[Reporting paper](<https://www.sota2.com/research/paper/6a055728dbc836b87d828d91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79421e209131cea7ceb6.md>)

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

### KNN Router

F1 Score: 73.75. Result ID: 6a05999347f34ce924ed091a.

[Reporting paper](<https://www.sota2.com/research/paper/6a055728dbc836b87d828d91.md>)

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

### MaAS

F1 Score: 71.82. Result ID: 6a05999347f34ce924ed0918.

[Reporting paper](<https://www.sota2.com/research/paper/6a055728dbc836b87d828d91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79421e209131cea7ceb6.md>)

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

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