# Video Conversation on VCGBench-Diverse (test)

Source: [Video Conversation on VCGBench-Diverse (test)](<https://www.sota2.com/research/sota/video-conversation-on-vcgbench-diverse-test>)

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

Data updated: 2026-02-26T05:38:21.569Z

Evaluation of Video Conversation models using the test split of the VCGBench-Diverse dataset, reporting scores across multiple criteria including Captioning, Spatial understanding, Reasoning, and core conversational aspects (CI, DO, CU, TU, CO).

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 Conversation |
| Dataset (including any stated split) | VCGBench-Diverse (test) |
| Metric | CI Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [CI Score](<https://www.sota2.com/research/sota/video-conversation-on-vcgbench-diverse-test.md?metric=CI%20Score>): Higher is better; unit: SCALAR.

- [DO Score](<https://www.sota2.com/research/sota/video-conversation-on-vcgbench-diverse-test.md?metric=DO%20Score>): Higher is better; unit: SCALAR.

- [CU Score](<https://www.sota2.com/research/sota/video-conversation-on-vcgbench-diverse-test.md?metric=CU%20Score>): Higher is better; unit: SCALAR.

- [TU Score](<https://www.sota2.com/research/sota/video-conversation-on-vcgbench-diverse-test.md?metric=TU%20Score>): Higher is better; unit: SCALAR.

- [CO Score](<https://www.sota2.com/research/sota/video-conversation-on-vcgbench-diverse-test.md?metric=CO%20Score>): Higher is better; unit: SCALAR.

- [Average Score](<https://www.sota2.com/research/sota/video-conversation-on-vcgbench-diverse-test.md?metric=Average%20Score>): Higher is better; unit: SCALAR.

- [Captioning Score](<https://www.sota2.com/research/sota/video-conversation-on-vcgbench-diverse-test.md?metric=Captioning%20Score>): Higher is better; unit: SCALAR.

- [Spatial Understanding Score](<https://www.sota2.com/research/sota/video-conversation-on-vcgbench-diverse-test.md?metric=Spatial%20Understanding%20Score>): Higher is better; unit: SCALAR.

- [Reasoning Score](<https://www.sota2.com/research/sota/video-conversation-on-vcgbench-diverse-test.md?metric=Reasoning%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CI Score | Result date | Report paper |
| --- | --- | --- | --- |
| VideoGPT+ | 2.46 | Not recorded | 68fa73961e209131cea5d657 |
| Chat-UniVi | 2.29 | Not recorded | 68fa73961e209131cea5d657 |
| BT-Adapter | 2.2 | Not recorded | 68fa73961e209131cea5d657 |
| VTimeLLM | 2.16 | Not recorded | 68fa73961e209131cea5d657 |
| VideoChat2 | 2.13 | Not recorded | 68fa73961e209131cea5d657 |
| Video-ChatGPT | 2.07 | Not recorded | 68fa73961e209131cea5d657 |

### VideoGPT+

CI Score: 2.46. Result ID: 6992f8cb3a6c31484912c1d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d657.md>)

[Implementation](<https://github.com/mbzuai-oryx/VideoGPT-plus>)

Recorded evaluation configuration: {"Frames":"16"}. This record does not assert independent reproduction.

### Chat-UniVi

CI Score: 2.29. Result ID: 6992f8cb3a6c31484912c1cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d31e209131cea58bff.md>)

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

Recorded evaluation configuration: {"Frames":"64"}. This record does not assert independent reproduction.

### BT-Adapter

CI Score: 2.2. Result ID: 6992f8cb3a6c31484912c1cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d657.md>)

Recorded evaluation configuration: {"Frames":"16"}. This record does not assert independent reproduction.

### VTimeLLM

CI Score: 2.16. Result ID: 6992f8cb3a6c31484912c1ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa715b1e209131cea50d56.md>)

[Implementation](<https://github.com/huangb23/VTimeLLM>)

Recorded evaluation configuration: {"Frames":"16"}. This record does not assert independent reproduction.

### VideoChat2

CI Score: 2.13. Result ID: 6992f8cb3a6c31484912c1d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d657.md>)

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

Recorded evaluation configuration: {"Frames":"16"}. This record does not assert independent reproduction.

### Video-ChatGPT

CI Score: 2.07. Result ID: 6992f8cb3a6c31484912c1cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73841e209131cea5ce32.md>)

[Implementation](<https://github.com/mbzuai-oryx/Video-ChatGPT>)

Recorded evaluation configuration: {"Frames":"100"}. This record does not assert independent reproduction.

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