# Referring Expression Generation on RefCOCO+ (val)

Source: [Referring Expression Generation on RefCOCO+ (val)](<https://www.sota2.com/research/sota/referring-expression-generation-on-refcoco-plus-val>)

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

Data updated: 2026-02-26T06:03:47.421Z

Evaluation of Referring Expression Generation performance on the validation split of the RefCOCO+ dataset.

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 | Referring Expression Generation |
| Dataset (including any stated split) | RefCOCO+ (val) |
| Metric | Score |
| 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

- [Score](<https://www.sota2.com/research/sota/referring-expression-generation-on-refcoco-plus-val.md?metric=Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| Upper Bound | 56.42 | Not recorded | 68fa773e1e209131cea71ed4 |
| VoCo-LLaMA | 55.34 | Not recorded | 68fa773e1e209131cea71ed4 |
| VoCo-LLaMA | 53.98 | Not recorded | 68fa773e1e209131cea71ed4 |
| Lower Bound | 43.71 | Not recorded | 68fa773e1e209131cea71ed4 |

### Upper Bound

Score: 56.42. Result ID: 69946f443a6c3148491d3887.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71ed4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Implementation](<https://github.com/shikras/shikra>)

Recorded evaluation configuration: {"Token":256}. This record does not assert independent reproduction.

### VoCo-LLaMA

Score: 55.34. Result ID: 69946f443a6c3148491d3888.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71ed4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71ed4.md>)

Recorded evaluation configuration: {"Token":8}. This record does not assert independent reproduction.

### VoCo-LLaMA

Score: 53.98. Result ID: 69946f443a6c3148491d3889.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71ed4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71ed4.md>)

Recorded evaluation configuration: {"Token":1}. This record does not assert independent reproduction.

### Lower Bound

Score: 43.71. Result ID: 69946f443a6c3148491d388a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71ed4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Implementation](<https://github.com/shikras/shikra>)

Recorded evaluation configuration: {"Token":1}. This record does not assert independent reproduction.

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