# Open-Domain Question Answering on MS-MARCO (R@1, R@10, MRR@10)

Source: [Open-Domain Question Answering on MS-MARCO (R@1, R@10, MRR@10)](<https://www.sota2.com/research/sota/open-domain-question-answering-on-ms-marco-r-at-1-r-at-10-mrr-at-10>)

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

Data updated: 2026-04-23T09:54:10.585Z

Evaluation of model performance on the MS-MARCO dataset for Open-Domain Question Answering, specifically measured using ranking metrics like Recall at K (R@K) and Mean Reciprocal Rank (MRR).

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 | Open-Domain Question Answering |
| Dataset (including any stated split) | MS-MARCO |
| Metric | R@1 |
| 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

- [R@1](<https://www.sota2.com/research/sota/open-domain-question-answering-on-ms-marco-r-at-1-r-at-10-mrr-at-10.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/open-domain-question-answering-on-ms-marco-r-at-1-r-at-10-mrr-at-10.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [MRR@10](<https://www.sota2.com/research/sota/open-domain-question-answering-on-ms-marco-r-at-1-r-at-10-mrr-at-10.md?metric=MRR%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| JSA-RAG | 24.75 | Not recorded | 68fa7ae31e209131cea85b05 |
| VRAG | 23.68 | Not recorded | 68fa7ae31e209131cea85b05 |
| RAG | 23.17 | Not recorded | 68fa7ae31e209131cea85b05 |
| Base | 10.51 | Not recorded | 68fa7ae31e209131cea85b05 |

### JSA-RAG

R@1: 24.75. Result ID: 69e9ec3047f34ce924d18e9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae31e209131cea85b05.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ae31e209131cea85b05.md>)

Recorded evaluation configuration: {"Backbone":"DPR"}. This record does not assert independent reproduction.

### VRAG

R@1: 23.68. Result ID: 69e9ec3047f34ce924d18e9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae31e209131cea85b05.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d3a1e209131cea3892e.md>)

Recorded evaluation configuration: {"Backbone":"DPR"}. This record does not assert independent reproduction.

### RAG

R@1: 23.17. Result ID: 69e9ec3047f34ce924d18e9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae31e209131cea85b05.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Backbone":"DPR"}. This record does not assert independent reproduction.

### Base

R@1: 10.51. Result ID: 69e9ec3047f34ce924d18e9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae31e209131cea85b05.md>)

Recorded evaluation configuration: {"Backbone":"DPR"}. This record does not assert independent reproduction.

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