Multimodal Emotion-Cause Topic Extraction and Classification (MECTEC) on ECF
40.07Avg Score (6 Classes)M³HG
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| M³HGModality=T, A, V2025.08 | 40.07 | 36.08 | 23.33 | 988 | 49.03 | 32.41 | 47.46 | 41.96 | |
| M³HGModality=T, A2025.08 | 39.1 | 35.53 | 18.71 | 1,707 | 47.73 | 30.97 | 46.72 | 40.97 | |
| M³HGModality=T, V2025.08 | 38.9 | 34.05 | 18.18 | 1,957 | 46.23 | 32.1 | 48.5 | 40.72 | |
| M³HGModality=T2025.08 | 37.46 | 34.47 | 18.17 | 1,272 | 43.28 | 32.22 | 45.82 | 39.95 | |
| HiLoModality=T, A, V, Architecture=E2E2025.08 | 33.04 | — | — | — | — | — | — | 35.81 | |
| SHARKModality=T, Architecture=E2E2025.08 | 32.24 | 28.65 | 10.42 | 533 | 40.41 | 25.35 | 40.45 | 34.33 | |
| ECPE-2DModality=T, Architecture=E2E2025.08 | 30.8 | 25.13 | 0 | 0 | 41.25 | 21.62 | 43.24 | 33.55 | |
| UECA-PromptModality=T, Architecture=E2E2025.08 | 30.75 | 27.37 | 12.85 | 791 | 37.96 | 22.51 | 39.53 | 32.49 | |
| RankCPModality=T, Architecture=E2E2025.08 | 30.58 | 28.29 | 12.03 | 352 | 38.69 | 22.17 | 37.67 | 32.48 | |
| MC-ECPE-2stepsModality=T, A, V, Architecture=Pipeline2025.08 | 29.32 | 24.39 | 0 | 71 | 38.84 | 21.6 | 40.24 | 31.92 | |
| GPT-4oModality=T, Setting=5-shots2025.08 | 29.13 | 28.49 | 17.76 | 1,235 | 31.11 | 27.27 | 33.89 | 30.3 |