# Video Description on DREAM-1K Overall 1.0 (test)

Source: [Video Description on DREAM-1K Overall 1.0 (test)](<https://www.sota2.com/research/sota/video-description-on-dream-1k-overall-1-0-test>)

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

Data updated: 2026-02-26T05:43:23.369Z

Evaluation of Video Description performance on the test split of the DREAM-1K Overall 1.0 dataset, measured using F1, Precision, and 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 | Video Description |
| Dataset (including any stated split) | DREAM-1K Overall 1.0 (test) |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/video-description-on-dream-1k-overall-1-0-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/video-description-on-dream-1k-overall-1-0-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/video-description-on-dream-1k-overall-1-0-test.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Tarsier2-7B | 40.1 | Not recorded | 68fa74e41e209131cea64782 |
| GPT-4o | 39.2 | Not recorded | 68fa74e41e209131cea64782 |
| Tarsier-34B | 36.3 | Not recorded | 68fa74e41e209131cea64782 |
| Gemini 1.5 Pro | 36.2 | Not recorded | 68fa74e41e209131cea64782 |
| Tarsier-7B | 34.6 | Not recorded | 68fa74e41e209131cea64782 |
| GPT-4V | 34.4 | Not recorded | 68fa74e41e209131cea64782 |
| PLLAVA-34B | 28.2 | Not recorded | 68fa74e41e209131cea64782 |
| VideoChat2 | 26.6 | Not recorded | 68fa74e41e209131cea64782 |
| LLaVA-NeXT-Video | 26.1 | Not recorded | 68fa74e41e209131cea64782 |
| MiniGPT-4V+ | 24 | Not recorded | 68fa74e41e209131cea64782 |
| Video-LLaVA | 20.4 | Not recorded | 68fa74e41e209131cea64782 |

### Tarsier2-7B

F1 Score: 40.1. Result ID: 69937e533a6c314849165705.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Implementation](<https://github.com/bytedance/tarsier>)

Recorded evaluation configuration: {"Model":"Tarsier2-7B"}. This record does not assert independent reproduction.

### GPT-4o

F1 Score: 39.2. Result ID: 69937e533a6c314849165702.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction.

### Tarsier-34B

F1 Score: 36.3. Result ID: 69937e533a6c314849165704.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Implementation](<https://github.com/bytedance/tarsier>)

Recorded evaluation configuration: {"Model":"Tarsier-34B"}. This record does not assert independent reproduction.

### Gemini 1.5 Pro

F1 Score: 36.2. Result ID: 69937e533a6c314849165701.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6be11.md>)

Recorded evaluation configuration: {"Model":"Gemini 1.5 Pro"}. This record does not assert independent reproduction.

### Tarsier-7B

F1 Score: 34.6. Result ID: 69937e533a6c314849165703.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Implementation](<https://github.com/bytedance/tarsier>)

Recorded evaluation configuration: {"Model":"Tarsier-7B"}. This record does not assert independent reproduction.

### GPT-4V

F1 Score: 34.4. Result ID: 69937e533a6c314849165700.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

Recorded evaluation configuration: {"Model":"GPT-4V"}. This record does not assert independent reproduction.

### PLLAVA-34B

F1 Score: 28.2. Result ID: 69937e533a6c3148491656ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a3ea.md>)

[Implementation](<https://pllava.github.io/>)

Recorded evaluation configuration: {"Model":"PLLAVA-34B"}. This record does not assert independent reproduction.

### VideoChat2

F1 Score: 26.6. Result ID: 69937e533a6c3148491656fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73411e209131cea5b4b7.md>)

Recorded evaluation configuration: {"Model":"VideoChat2-Mistral"}. This record does not assert independent reproduction.

### LLaVA-NeXT-Video

F1 Score: 26.1. Result ID: 69937e533a6c3148491656fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

Recorded evaluation configuration: {"Model":"LLaVA-NeXT-Video-34B-DPO"}. This record does not assert independent reproduction.

### MiniGPT-4V+

F1 Score: 24. Result ID: 69937e533a6c3148491656fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d21e209131cea58b79.md>)

Recorded evaluation configuration: {"Model":"MiniGPT-4V-Mistral"}. This record does not assert independent reproduction.

### Video-LLaVA

F1 Score: 20.4. Result ID: 69937e533a6c3148491656fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e41e209131cea64782.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75051e209131cea65534.md>)

[Implementation](<https://github.com/PKU-YuanGroup/Video-LLaVA>)

Recorded evaluation configuration: {"Model":"Video-LLaVA"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
