# Ranking on BHOLA English (EN) (test)

Source: [Ranking on BHOLA English (EN) (test)](<https://www.sota2.com/research/sota/ranking-on-bhola-english-en-test>)

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

Data updated: 2026-02-26T05:50:22.750Z

Evaluation of ranking performance on the test split of the BHOLA English (EN) dataset, measured using 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 | Ranking |
| Dataset (including any stated split) | BHOLA English (EN) (test) |
| Metric | MRR |
| 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

- [MRR](<https://www.sota2.com/research/sota/ranking-on-bhola-english-en-test.md?metric=MRR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| ESCOXLM-R | 90.7 | Not recorded | 68fa6f741e209131cea45b04 |
| XLM-Rlarge | 90.5 | Not recorded | 68fa6f741e209131cea45b04 |
| Prev. SOTA | 90.2 | Not recorded | 68fa6f741e209131cea45b04 |
| XLM-Rlarge | 90 | Not recorded | 68fa6f741e209131cea45b04 |

### ESCOXLM-R

MRR: 90.7. Result ID: 6990d2a93a6c314849039038.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b04.md>)

[Implementation](<https://github.com/mainlp/escoxlmr>)

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

### XLM-Rlarge

MRR: 90.5. Result ID: 6990d2a93a6c314849039036.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67521e209131cea15706.md>)

Recorded evaluation configuration: {"model\_size":"large"}. This record does not assert independent reproduction.

### Prev. SOTA

MRR: 90.2. Result ID: 6990d2a93a6c314849039035.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b04.md>)

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

### XLM-Rlarge

MRR: 90. Result ID: 6990d2a93a6c314849039037.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67521e209131cea15706.md>)

Recorded evaluation configuration: {"model\_size":"large","DAPT":true}. This record does not assert independent reproduction.

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