# Explainable Multimodal Emotion Reasoning on EMER 2023

Source: [Explainable Multimodal Emotion Reasoning on EMER 2023](<https://www.sota2.com/research/sota/explainable-multimodal-emotion-reasoning-on-emer-2023>)

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

Data updated: 2026-04-06T07:15:01.768Z

Evaluation of Explainable Multimodal Emotion Reasoning performance on the EMER 2023 dataset, reporting Clue Overlap and Label Overlap scores.

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 | Explainable Multimodal Emotion Reasoning |
| Dataset (including any stated split) | EMER 2023 |
| Metric | Clue Overlap |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Clue Overlap](<https://www.sota2.com/research/sota/explainable-multimodal-emotion-reasoning-on-emer-2023.md?metric=Clue%20Overlap>): Higher is better; unit: SCALAR.

- [Label Overlap](<https://www.sota2.com/research/sota/explainable-multimodal-emotion-reasoning-on-emer-2023.md?metric=Label%20Overlap>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Clue Overlap | Result date | Report paper |
| --- | --- | --- | --- |
| FaVChat | 8.41 | Not recorded | 68fa77611e209131cea72d93 |
| Valley | 7.31 | Not recorded | 68fa77611e209131cea72d93 |
| PandaGPT | 7.15 | Not recorded | 68fa77611e209131cea72d93 |
| VideoChat-Embed | 7.15 | Not recorded | 68fa77611e209131cea72d93 |
| Video-ChatGPT | 6.98 | Not recorded | 68fa77611e209131cea72d93 |
| Video-LLaMA | 6.51 | Not recorded | 68fa77611e209131cea72d93 |
| VideoChat-Text | 6.32 | Not recorded | 68fa77611e209131cea72d93 |

### FaVChat

Clue Overlap: 8.41. Result ID: 69d35d2b47f34ce924bab704.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77611e209131cea72d93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77611e209131cea72d93.md>)

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

### Valley

Clue Overlap: 7.31. Result ID: 69d35d2b47f34ce924bab703.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77611e209131cea72d93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777a1e209131cea73712.md>)

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

### PandaGPT

Clue Overlap: 7.15. Result ID: 69d35d2b47f34ce924bab701.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77611e209131cea72d93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7f1e209131cea46009.md>)

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

### VideoChat-Embed

Clue Overlap: 7.15. Result ID: 69d35d2b47f34ce924bab702.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77611e209131cea72d93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cc7.md>)

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

### Video-ChatGPT

Clue Overlap: 6.98. Result ID: 69d35d2b47f34ce924bab700.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77611e209131cea72d93.md>)

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

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

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

### Video-LLaMA

Clue Overlap: 6.51. Result ID: 69d35d2b47f34ce924bab6ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77611e209131cea72d93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e393.md>)

[Implementation](<https://github.com/DAMO-NLP-SG/Video-LLaMA>)

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

### VideoChat-Text

Clue Overlap: 6.32. Result ID: 69d35d2b47f34ce924bab6fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77611e209131cea72d93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cc7.md>)

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

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