# Conversational VQA on LLaVA-Bench COCO (test)

Source: [Conversational VQA on LLaVA-Bench COCO (test)](<https://www.sota2.com/research/sota/conversational-vqa-on-llava-bench-coco-test>)

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

Data updated: 2026-02-26T05:39:50.757Z

Evaluation of Conversational Visual Question Answering performance using the test split of the LLaVA-Bench COCO subset, reporting scores for Conversation, Description, and Reasoning.

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 | Conversational VQA |
| Dataset (including any stated split) | LLaVA-Bench COCO (test) |
| Metric | Conversation |
| Unit | PERCENT |
| 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

- [Conversation](<https://www.sota2.com/research/sota/conversational-vqa-on-llava-bench-coco-test.md?metric=Conversation>): Higher is better; unit: PERCENT.

- [Description](<https://www.sota2.com/research/sota/conversational-vqa-on-llava-bench-coco-test.md?metric=Description>): Higher is better; unit: PERCENT.

- [Reasoning](<https://www.sota2.com/research/sota/conversational-vqa-on-llava-bench-coco-test.md?metric=Reasoning>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/conversational-vqa-on-llava-bench-coco-test.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Conversation | Result date | Report paper |
| --- | --- | --- | --- |
| LLaVA | 85.4 | Not recorded | 68fa72ee1e209131cea595bc |
| Ferret | 84.4 | Not recorded | 68fa72ee1e209131cea595bc |
| Groma | 82.6 | Not recorded | 68fa72ee1e209131cea595bc |
| Shikra | 80.6 | Not recorded | 68fa72ee1e209131cea595bc |
| LLaVA-G | 79.3 | Not recorded | 68fa72ee1e209131cea595bc |
| Kosmos-2 | 71.7 | Not recorded | 68fa72ee1e209131cea595bc |

### LLaVA

Conversation: 85.4. Result ID: 6992a3293a6c314849105024.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea51970.md>)

[Implementation](<https://llava-vl.github.io/>)

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

### Ferret

Conversation: 84.4. Result ID: 6992a3293a6c314849105028.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d81e209131cea4da64.md>)

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

### Groma

Conversation: 82.6. Result ID: 6992a3293a6c314849105029.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Implementation](<https://groma-mllm.github.io/>)

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

### Shikra

Conversation: 80.6. Result ID: 6992a3293a6c314849105026.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

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

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

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

### LLaVA-G

Conversation: 79.3. Result ID: 6992a3293a6c314849105027.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71671e209131cea51351.md>)

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

### Kosmos-2

Conversation: 71.7. Result ID: 6992a3293a6c314849105025.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.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.

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