# Emotion Recognition in Conversation on IEMOCAP

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

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

Data updated: 2026-02-26T05:43:46.093Z

Evaluation of Emotion Recognition in Conversation performance on the IEMOCAP dataset, reporting F-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 | Emotion Recognition in Conversation |
| Dataset (including any stated split) | IEMOCAP |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/emotion-recognition-in-conversation-on-iemocap.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| DAG-ERC | 68.03 | Not recorded | 68fa6ad31e209131cea2a93a |
| RGAT | 66.36 | Not recorded | 68fa6ad31e209131cea2a93a |
| DialogXL | 65.94 | Not recorded | 68fa6ad31e209131cea2a93a |
| RGAT | 65.22 | Not recorded | 68fa6ad31e209131cea2a93a |
| DialogueGCN | 64.91 | Not recorded | 68fa6ad31e209131cea2a93a |
| DialogueRNN | 64.76 | Not recorded | 68fa6ad31e209131cea2a93a |
| DAGNN | 64.61 | Not recorded | 68fa6ad31e209131cea2a93a |
| DialogueGCN | 64.18 | Not recorded | 68fa6ad31e209131cea2a93a |
| RoBERTa | 63.38 | Not recorded | 68fa6ad31e209131cea2a93a |
| COSMIC | 63.05 | Not recorded | 68fa6ad31e209131cea2a93a |
| DialogueRNN | 62.75 | Not recorded | 68fa6ad31e209131cea2a93a |
| DialogueRNN | 59.8 | Not recorded | 68fa67991e209131cea17557 |
| KET | 59.56 | Not recorded | 68fa6ad31e209131cea2a93a |
| TL-ERC | 58.8 | Not recorded | 68fa67991e209131cea17557 |
| c-LSTM + Att | 56.1 | Not recorded | 68fa67991e209131cea17557 |
| CMN | 56.1 | Not recorded | 68fa67991e209131cea17557 |
| Memnet | 55.1 | Not recorded | 68fa67991e209131cea17557 |
| c-LSTM | 54.9 | Not recorded | 68fa67991e209131cea17557 |
| CNN | 48.1 | Not recorded | 68fa67991e209131cea17557 |

### DAG-ERC

F1 Score: 68.03. Result ID: 699ad5a55698665ec464ebe2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

[Implementation](<https://github.com/shenwzh3/DAG-ERC>)

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

### RGAT

F1 Score: 66.36. Result ID: 699ad5a55698665ec464ebdf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction.

### DialogXL

F1 Score: 65.94. Result ID: 699ad5a55698665ec464ebdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ee1e209131cea1f04c.md>)

[Implementation](<https://github.com/shen-wzh3/DialogXL>)

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

### RGAT

F1 Score: 65.22. Result ID: 699ad5a55698665ec464ebde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

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

### DialogueGCN

F1 Score: 64.91. Result ID: 699ad5a55698665ec464ebdd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

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

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

Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction.

### DialogueRNN

F1 Score: 64.76. Result ID: 699ad5a55698665ec464ebd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

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

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

Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction.

### DAGNN

F1 Score: 64.61. Result ID: 699ad5a55698665ec464ebe1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69381e209131cea20ea6.md>)

[Implementation](<https://github.com/vthost/DAGNN>)

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

### DialogueGCN

F1 Score: 64.18. Result ID: 699ad5a55698665ec464ebdc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.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.

### RoBERTa

F1 Score: 63.38. Result ID: 699ad5a55698665ec464ebe0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

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

### COSMIC

F1 Score: 63.05. Result ID: 699ad5a55698665ec464ebd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686c1e209131cea1c0d5.md>)

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

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

### DialogueRNN

F1 Score: 62.75. Result ID: 699ad5a55698665ec464ebd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.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.

### DialogueRNN

F1 Score: 59.8. Result ID: 698d3d478b517eb433200748.

[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.

### KET

F1 Score: 59.56. Result ID: 699ad5a55698665ec464ebda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a93a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66731e209131cea10268.md>)

[Implementation](<https://github.com/zhongpeixiang/KET>)

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

### TL-ERC

F1 Score: 58.8. Result ID: 698d3d478b517eb433200749.

[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.

### c-LSTM + Att

F1 Score: 56.1. Result ID: 698d3d478b517eb433200746.

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

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

### CMN

F1 Score: 56.1. Result ID: 698d3d478b517eb433200747.

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

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

### Memnet

F1 Score: 55.1. Result ID: 698d3d478b517eb433200744.

[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

F1 Score: 54.9. Result ID: 698d3d478b517eb433200745.

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

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

### CNN

F1 Score: 48.1. Result ID: 698d3d478b517eb433200743.

[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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