# Emotion Recognition in Conversation on IEMOCAP 1.0 (test)

Source: [Emotion Recognition in Conversation on IEMOCAP 1.0 (test)](<https://www.sota2.com/research/sota/emotion-recognition-in-conversation-on-iemocap-1-0-test>)

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

Data updated: 2026-02-26T06:08:48.270Z

Evaluation of Emotion Recognition in Conversation performance on the test split of the IEMOCAP 1.0 dataset, reporting Weighted F1 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 1.0 (test) |
| Metric | Weighted F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Weighted F1 Score](<https://www.sota2.com/research/sota/emotion-recognition-in-conversation-on-iemocap-1-0-test.md?metric=Weighted%20F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Weighted F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| EmoBERTa | 68.57 | Not recorded | 68fa6a971e209131cea29275 |
| EmoBERTa | 67.42 | Not recorded | 68fa6a971e209131cea29275 |
| CESTa | 67.1 | Not recorded | 68fa6a971e209131cea29275 |
| SumAggGIN | 66.61 | Not recorded | 68fa6a971e209131cea29275 |
| EmoBERTa | 66.56 | Not recorded | 68fa6a971e209131cea29275 |
| DialogXL | 65.94 | Not recorded | 68fa6a971e209131cea29275 |
| COSMIC | 65.28 | Not recorded | 68fa6a971e209131cea29275 |
| RGAT | 65.22 | Not recorded | 68fa6a971e209131cea29275 |
| BiERU-lc | 64.65 | Not recorded | 68fa6a971e209131cea29275 |
| HiTrans | 64.5 | Not recorded | 68fa6a971e209131cea29275 |
| Iterative | 64.37 | Not recorded | 68fa6a971e209131cea29275 |
| DialogueGCN | 64.18 | Not recorded | 68fa6a971e209131cea29275 |
| EmoBERTa | 64.02 | Not recorded | 68fa6a971e209131cea29275 |
| BiF-AGRU | 63.5 | Not recorded | 68fa6a971e209131cea29275 |
| KET | 59.56 | Not recorded | 68fa6a971e209131cea29275 |
| VHRED | 58.6 | Not recorded | 68fa6a971e209131cea29275 |
| EmoBERTa | 56.09 | Not recorded | 68fa6a971e209131cea29275 |

### EmoBERTa

Weighted F1 Score: 68.57. Result ID: 699ac4815698665ec452c6c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

[Implementation](<https://github.com/tae898/erc>)

Recorded evaluation configuration: {"contextual utterances":"only past"}. This record does not assert independent reproduction.

### EmoBERTa

Weighted F1 Score: 67.42. Result ID: 699ac4815698665ec452c6c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

[Implementation](<https://github.com/tae898/erc>)

Recorded evaluation configuration: {"contextual utterances":"both past and future"}. This record does not assert independent reproduction.

### CESTa

Weighted F1 Score: 67.1. Result ID: 699ac4815698665ec452c6b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

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

### SumAggGIN

Weighted F1 Score: 66.61. Result ID: 699ac4815698665ec452c6bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

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

### EmoBERTa

Weighted F1 Score: 66.56. Result ID: 699ac4815698665ec452c6c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

[Implementation](<https://github.com/tae898/erc>)

Recorded evaluation configuration: {"contextual utterances":"only future"}. This record does not assert independent reproduction.

### DialogXL

Weighted F1 Score: 65.94. Result ID: 699ac4815698665ec452c6c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

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

### COSMIC

Weighted F1 Score: 65.28. Result ID: 699ac4815698665ec452c6bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.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.

### RGAT

Weighted F1 Score: 65.22. Result ID: 699ac4815698665ec452c6b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

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

### BiERU-lc

Weighted F1 Score: 64.65. Result ID: 699ac4815698665ec452c6b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

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

### HiTrans

Weighted F1 Score: 64.5. Result ID: 699ac4815698665ec452c6c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

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

### Iterative

Weighted F1 Score: 64.37. Result ID: 699ac4815698665ec452c6bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

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

### DialogueGCN

Weighted F1 Score: 64.18. Result ID: 699ac4815698665ec452c6b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

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

### EmoBERTa

Weighted F1 Score: 64.02. Result ID: 699ac4815698665ec452c6c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

[Implementation](<https://github.com/tae898/erc>)

Recorded evaluation configuration: {"contextual utterances":"both past and future","speaker names inclusion":false}. This record does not assert independent reproduction.

### BiF-AGRU

Weighted F1 Score: 63.5. Result ID: 699ac4815698665ec452c6be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

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

### KET

Weighted F1 Score: 59.56. Result ID: 699ac4815698665ec452c6bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.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.

### VHRED

Weighted F1 Score: 58.6. Result ID: 699ac4815698665ec452c6ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.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.

### EmoBERTa

Weighted F1 Score: 56.09. Result ID: 699ac4815698665ec452c6c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29275.md>)

[Implementation](<https://github.com/tae898/erc>)

Recorded evaluation configuration: {"contextual utterances":"none"}. This record does not assert independent reproduction.

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