# Referring on GeoChat

Source: [Referring on GeoChat](<https://www.sota2.com/research/sota/referring-on-geochat>)

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

Data updated: 2026-02-26T06:01:47.475Z

Evaluation of referring expression understanding performance on the GeoChat dataset, reporting accuracy for single-turn, multi-turn, and average scenarios.

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 |
| Dataset (including any stated split) | GeoChat |
| Metric | Referring Accuracy (Average) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Referring Accuracy (Average)](<https://www.sota2.com/research/sota/referring-on-geochat.md?metric=Referring%20Accuracy%20(Average)>): Higher is better; unit: PERCENT.

- [Referring Accuracy (Single-Turn)](<https://www.sota2.com/research/sota/referring-on-geochat.md?metric=Referring%20Accuracy%20(Single-Turn)>): Higher is better; unit: PERCENT.

- [Referring Accuracy (Multi-Turn)](<https://www.sota2.com/research/sota/referring-on-geochat.md?metric=Referring%20Accuracy%20(Multi-Turn)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Referring Accuracy (Average) | Result date | Report paper |
| --- | --- | --- | --- |
| SATGround | 31.3 | Not recorded | 6938fe9a6cfd488761a53de3 |
| EarthDial | 25.8 | Not recorded | 6938fe9a6cfd488761a53de3 |
| SATGround | 25.1 | Not recorded | 6938fe9a6cfd488761a53de3 |
| EarthDial | 19.3 | Not recorded | 6938fe9a6cfd488761a53de3 |
| InternVL2-4B | 18.9 | Not recorded | 6938fe9a6cfd488761a53de3 |
| TeoChat | 11.2 | Not recorded | 6938fe9a6cfd488761a53de3 |
| GeoChat | 10.5 | Not recorded | 6938fe9a6cfd488761a53de3 |
| MiniGPTv2 | 8.2 | Not recorded | 6938fe9a6cfd488761a53de3 |
| LHRS-Bot | 2.5 | Not recorded | 6938fe9a6cfd488761a53de3 |

### SATGround

Referring Accuracy (Average): 31.3. Result ID: 69986b225698665ec4cabbaf.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

Recorded evaluation configuration: {"Finetuned on":"EarthDial"}. This record does not assert independent reproduction.

### EarthDial

Referring Accuracy (Average): 25.8. Result ID: 69986b225698665ec4cabbae.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77e01e209131cea75bfc.md>)

Recorded evaluation configuration: {"Finetuned on":"EarthDial"}. This record does not assert independent reproduction.

### SATGround

Referring Accuracy (Average): 25.1. Result ID: 69986b225698665ec4cabbad.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

Recorded evaluation configuration: {"Finetuned on":"GeoChat"}. This record does not assert independent reproduction.

### EarthDial

Referring Accuracy (Average): 19.3. Result ID: 69986b225698665ec4cabbac.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77e01e209131cea75bfc.md>)

Recorded evaluation configuration: {"Finetuned on":"GeoChat"}. This record does not assert independent reproduction.

### InternVL2-4B

Referring Accuracy (Average): 18.9. Result ID: 69986b225698665ec4cabbab.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Finetuned on":"GeoChat"}. This record does not assert independent reproduction.

### TeoChat

Referring Accuracy (Average): 11.2. Result ID: 69986b225698665ec4cabbaa.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebee.md>)

Recorded evaluation configuration: {"Finetuned on":"GeoChat"}. This record does not assert independent reproduction.

### GeoChat

Referring Accuracy (Average): 10.5. Result ID: 69986b225698665ec4cabba9.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea50865.md>)

Recorded evaluation configuration: {"Finetuned on":"GeoChat"}. This record does not assert independent reproduction.

### MiniGPTv2

Referring Accuracy (Average): 8.2. Result ID: 69986b225698665ec4cabba8.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7e5.md>)

[Implementation](<https://minigpt-v2.github.io/>)

Recorded evaluation configuration: {"Finetuned on":"GeoChat"}. This record does not assert independent reproduction.

### LHRS-Bot

Referring Accuracy (Average): 2.5. Result ID: 69986b225698665ec4cabba7.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74291e209131cea60218.md>)

Recorded evaluation configuration: {"Finetuned on":"GeoChat"}. This record does not assert independent reproduction.

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