# Multimodal Dialogue on LLaVA Benchmark (LLV^B)

Source: [Multimodal Dialogue on LLaVA Benchmark (LLV^B)](<https://www.sota2.com/research/sota/multimodal-dialogue-on-llava-benchmark-llv-b>)

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

Data updated: 2026-02-26T05:48:10.043Z

Evaluation of multimodal dialogue capabilities using the LLaVA Benchmark (LLV^B), reporting a general score.

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 | Multimodal Dialogue |
| Dataset (including any stated split) | LLaVA Benchmark (LLV^B) |
| Metric | LLV^B Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [LLV^B Score](<https://www.sota2.com/research/sota/multimodal-dialogue-on-llava-benchmark-llv-b.md?metric=LLV%5EB%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | LLV^B Score | Result date | Report paper |
| --- | --- | --- | --- |
| LLaVA 1.5 | 84.7 | Not recorded | 68fa72f81e209131cea59a64 |
| LLaVA 1.5 + I-MoF | 82.7 | Not recorded | 68fa72f81e209131cea59a64 |
| LLaVA 1.5 + I-MoF | 81.8 | Not recorded | 68fa72f81e209131cea59a64 |

### LLaVA 1.5

LLV^B Score: 84.7. Result ID: 6992a6033a6c31484910634e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f81e209131cea59a64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732e1e209131cea5af59.md>)

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

Recorded evaluation configuration: {"res":"336x336","#tokens":576}. This record does not assert independent reproduction.

### LLaVA 1.5 + I-MoF

LLV^B Score: 82.7. Result ID: 6992a6033a6c31484910634f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f81e209131cea59a64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f81e209131cea59a64.md>)

Recorded evaluation configuration: {"res":"224x224","#tokens":512}. This record does not assert independent reproduction.

### LLaVA 1.5 + I-MoF

LLV^B Score: 81.8. Result ID: 6992a6033a6c314849106350.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f81e209131cea59a64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f81e209131cea59a64.md>)

Recorded evaluation configuration: {"res":"336x336","#tokens":1152}. This record does not assert independent reproduction.

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