# Emotion Recognition in Conversation on SEMAINE

Source: [Emotion Recognition in Conversation on SEMAINE](<https://www.sota2.com/research/sota/emotion-recognition-in-conversation-on-semaine>)

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

Data updated: 2026-02-26T05:40:32.607Z

Evaluation of Emotion Recognition in Conversation performance on the SEMAINE dataset, reporting dimension scores (DV, DA, DP, DE).

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 | Emotion Recognition in Conversation |
| Dataset (including any stated split) | SEMAINE |
| Metric | DV (r) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [DV (r)](<https://www.sota2.com/research/sota/emotion-recognition-in-conversation-on-semaine.md?metric=DV%20(r)>): Higher is better; unit: SCALAR.

- [DA (r)](<https://www.sota2.com/research/sota/emotion-recognition-in-conversation-on-semaine.md?metric=DA%20(r)>): Higher is better; unit: SCALAR.

- [DP (r)](<https://www.sota2.com/research/sota/emotion-recognition-in-conversation-on-semaine.md?metric=DP%20(r)>): Higher is better; unit: SCALAR.

- [DE (r)](<https://www.sota2.com/research/sota/emotion-recognition-in-conversation-on-semaine.md?metric=DE%20(r)>): Higher is better; unit: SCALAR.

- [Expectancy Score](<https://www.sota2.com/research/sota/emotion-recognition-in-conversation-on-semaine.md?metric=Expectancy%20Score>): Higher is better; unit: SCALAR.

- [Power Score](<https://www.sota2.com/research/sota/emotion-recognition-in-conversation-on-semaine.md?metric=Power%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | DV (r) | Result date | Report paper |
| --- | --- | --- | --- |
| TL-ERC | 0.66 | Not recorded | 68fa67991e209131cea17557 |
| TextCNN | 0.545 | Not recorded | 68fa6a1d1e209131cea25fe8 |
| DialogueRNN | 0.28 | Not recorded | 68fa67991e209131cea17557 |
| CMN | 0.23 | Not recorded | 68fa67991e209131cea17557 |
| Memnet | 0.202 | Not recorded | 68fa6a1d1e209131cea25fe8 |
| CMN | 0.192 | Not recorded | 68fa6a1d1e209131cea25fe8 |
| bc-LSTM+Att | 0.189 | Not recorded | 68fa6a1d1e209131cea25fe8 |
| ICON | 0.18 | Not recorded | 68fa6a1d1e209131cea25fe8 |
| DialogueGCN | 0.176 | Not recorded | 68fa6a1d1e209131cea25fe8 |
| DialogueRNN | 0.175 | Not recorded | 68fa6a1d1e209131cea25fe8 |
| DialogueCRN | 0.173 | Not recorded | 68fa6a1d1e209131cea25fe8 |
| Memnet | 0.16 | Not recorded | 68fa67991e209131cea17557 |
| c-LSTM + Att | 0.16 | Not recorded | 68fa67991e209131cea17557 |
| c-LSTM | 0.14 | Not recorded | 68fa67991e209131cea17557 |
| CNN | -0.01 | Not recorded | 68fa67991e209131cea17557 |

### TL-ERC

DV (r): 0.66. Result ID: 698d3d478b517eb433200750.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67991e209131cea17557.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67991e209131cea17557.md>)

[Implementation](<https://github.com/SenticNet/conv-emotion>)

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

### TextCNN

DV (r): 0.545. Result ID: 698e0ea5ffc3901de09a7308.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fe8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa617c1e209131ce9f4631.md>)

[Implementation](<https://code.google.com/p/word2vec/>)

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

### DialogueRNN

DV (r): 0.28. Result ID: 698d3d478b517eb43320074f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67991e209131cea17557.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c41e209131cea0c4f7.md>)

[Implementation](<https://github.com/senticnet/conv-emotion>)

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

### CMN

DV (r): 0.23. Result ID: 698d3d478b517eb43320074e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67991e209131cea17557.md>)

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

### Memnet

DV (r): 0.202. Result ID: 698e0ea5ffc3901de09a7309.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fe8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa622f1e209131ce9f80a6.md>)

[Implementation](<https://github.com/facebook/MemNN>)

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

### CMN

DV (r): 0.192. Result ID: 698e0ea5ffc3901de09a730b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fe8.md>)

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

### bc-LSTM+Att

DV (r): 0.189. Result ID: 698e0ea5ffc3901de09a730a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fe8.md>)

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

### ICON

DV (r): 0.18. Result ID: 698e0ea5ffc3901de09a730c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fe8.md>)

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

### DialogueGCN

DV (r): 0.176. Result ID: 698e0ea5ffc3901de09a730e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fe8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663f1e209131cea0f27d.md>)

[Implementation](<https://github.com/SenticNet/conv-emotion>)

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

### DialogueRNN

DV (r): 0.175. Result ID: 698e0ea5ffc3901de09a730d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fe8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c41e209131cea0c4f7.md>)

[Implementation](<https://github.com/senticnet/conv-emotion>)

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

### DialogueCRN

DV (r): 0.173. Result ID: 698e0ea5ffc3901de09a730f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fe8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fe8.md>)

[Implementation](<https://github.com/zerohd4869/DialogueCRN>)

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

### Memnet

DV (r): 0.16. Result ID: 698d3d478b517eb43320074b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67991e209131cea17557.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa622f1e209131ce9f80a6.md>)

[Implementation](<https://github.com/facebook/MemNN>)

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

### c-LSTM + Att

DV (r): 0.16. Result ID: 698d3d478b517eb43320074d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67991e209131cea17557.md>)

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

### c-LSTM

DV (r): 0.14. Result ID: 698d3d478b517eb43320074c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67991e209131cea17557.md>)

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

### CNN

DV (r): -0.01. Result ID: 698d3d478b517eb43320074a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67991e209131cea17557.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa617c1e209131ce9f4631.md>)

[Implementation](<https://code.google.com/p/word2vec/>)

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

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