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

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

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

Data updated: 2026-03-04T11:46:24.191Z

Evaluation of model performance and inference speed on the MuSiQue dataset for Multi-hop Question Answering, reporting Exact Match (EM), F1 score, and average time per sample.

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 | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

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

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

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

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| G-reasoner | 38.5 | Not recorded | 68fa7bb61e209131cea8a171 |
| Search-R1 | 37.4 | Not recorded | 68fa7bb61e209131cea8a171 |
| R1-searcher | 34.7 | Not recorded | 68fa7bb61e209131cea8a171 |
| IRCoT | 19.1 | Not recorded | 68fa7bb61e209131cea8a171 |

### G-reasoner

EM: 38.5. Result ID: 69a81b7f6dbb7075b94e0654.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a171.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a171.md>)

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

### Search-R1

EM: 37.4. Result ID: 69a81b7f6dbb7075b94e0653.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a171.md>)

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

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

### R1-searcher

EM: 34.7. Result ID: 69a81b7f6dbb7075b94e0652.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a171.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77771e209131cea7356d.md>)

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

### IRCoT

EM: 19.1. Result ID: 69a81b7f6dbb7075b94e0651.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a171.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea4791d.md>)

[Implementation](<https://github.com/stonybrooknlp/ircot>)

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

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