Emotion Recognition in Conversation on MELD (7-Class F1 Metrics)
67.12Weighted F1VISAFF
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| VISAFFLM FT?=No2026.05 | 67.12 | 80.63 | 58.84 | 25.26 | 47.44 | 64.68 | 22.06 | 54.32 | |
| AdaGIN2026.05 | 66.8 | 79.8 | 60.5 | 15.2 | 43.7 | 64.5 | 29.3 | 56.2 | |
| M2FNet2026.05 | 66.71 | 80.06 | 58.66 | 3.45 | 47.03 | 65.5 | 25.24 | 55.25 | |
| SDT2026.05 | 66.6 | 80.19 | 59.07 | 17.88 | 43.69 | 64.29 | 28.78 | 54.33 | |
| ECERC2026.05 | 66.46 | 79.8 | 58.98 | 26.12 | 40.95 | 64.95 | 31.43 | 53.89 | |
| DER-GCN2026.05 | 65.5 | 80.6 | 51 | 10.4 | 41.5 | 64.3 | 10.3 | 57.4 | |
| HAUCL2026.05 | 65.35 | 79.11 | 59.27 | 19.18 | 41.11 | 62.93 | 22 | 52.89 | |
| DialogueLLMLM FT?=No, Evaluation Protocol=w/o LoRA2026.05 | 64.42 | — | — | — | — | — | — | — | |
| MM-DFN2026.05 | 64.04 | 77.38 | 57.19 | 14.29 | 41.36 | 63.25 | 20.41 | 51.44 | |
| EmoBERTa2026.05 | 63.3 | 82.5 | 50.2 | 1.9 | 31.2 | 61.7 | 2.5 | 46.4 | |
| OmniVoxLM FT?=No2026.05 | 61.7 | — | — | — | — | — | — | — | |
| bc-LSTM2026.05 | 55.8 | 73.8 | 47.7 | 5.4 | 25.1 | 51.3 | 5.2 | 38.4 | |
| LaERC-SLM FT?=No, Evaluation Protocol=zero-shot2026.05 | 54.37 | — | — | — | — | — | — | — | |
| DialogueGCN2026.05 | 52.8 | 72.1 | 41.7 | 2.8 | 21.8 | 44.2 | 6.7 | 36.5 |