# Grounded Conversation Generation on GranDf 1.0 (test)

Source: [Grounded Conversation Generation on GranDf 1.0 (test)](<https://www.sota2.com/research/sota/grounded-conversation-generation-on-grandf-1-0-test>)

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

Data updated: 2026-02-26T05:49:48.285Z

Evaluation of Grounded Conversation Generation performance on the test split of the GranDf 1.0 dataset, utilizing metrics including METEOR, CIDEr, AP50, mIoU, and Mask Recall.

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 | Grounded Conversation Generation |
| Dataset (including any stated split) | GranDf 1.0 (test) |
| Metric | METEOR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [METEOR](<https://www.sota2.com/research/sota/grounded-conversation-generation-on-grandf-1-0-test.md?metric=METEOR>): Higher is better; unit: SCALAR.

- [CIDEr](<https://www.sota2.com/research/sota/grounded-conversation-generation-on-grandf-1-0-test.md?metric=CIDEr>): Higher is better; unit: SCALAR.

- [AP50](<https://www.sota2.com/research/sota/grounded-conversation-generation-on-grandf-1-0-test.md?metric=AP50>): Higher is better; unit: SCALAR.

- [mIoU](<https://www.sota2.com/research/sota/grounded-conversation-generation-on-grandf-1-0-test.md?metric=mIoU>): Higher is better; unit: SCALAR.

- [Mask Recall](<https://www.sota2.com/research/sota/grounded-conversation-generation-on-grandf-1-0-test.md?metric=Mask%20Recall>): Higher is better; unit: SCALAR.

## Recorded results

| Method | METEOR | Result date | Report paper |
| --- | --- | --- | --- |
| BuboGPT | 0.171 | Not recorded | 68fa73651e209131cea5c2d8 |
| Kosmos-2 | 0.158 | Not recorded | 68fa73651e209131cea5c2d8 |
| GLaMM | 0.158 | Not recorded | 68fa73651e209131cea5c2d8 |
| GLaMM | 0.146 | Not recorded | 68fa73651e209131cea5c2d8 |
| LISA | 0.129 | Not recorded | 68fa73651e209131cea5c2d8 |

### BuboGPT

METEOR: 0.171. Result ID: 6992c5bc3a6c3148491164aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70071e209131cea48af1.md>)

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

### Kosmos-2

METEOR: 0.158. Result ID: 6992c5bc3a6c3148491164ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa700a1e209131cea48c7f.md>)

[Implementation](<https://aka.ms/kosmos-2>)

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

### GLaMM

METEOR: 0.158. Result ID: 6992c5bc3a6c3148491164ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Implementation](<https://mbzuai-oryx.github.io/groundingLMM>)

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

### GLaMM

METEOR: 0.146. Result ID: 6992c5bc3a6c3148491164ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Implementation](<https://mbzuai-oryx.github.io/groundingLMM>)

Recorded evaluation configuration: {"Excluding 1K human annotated images":true}. This record does not assert independent reproduction.

### LISA

METEOR: 0.129. Result ID: 6992c5bc3a6c3148491164ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa730a1e209131cea5a0b2.md>)

[Implementation](<https://www.sota2.com/github.com/dvlab-research/LISA>)

Recorded evaluation configuration: {"Adapted for GCG":true}. This record does not assert independent reproduction.

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