Table 3 Results on the ECF and ConvECPE datasets.
From: MULTICAUSENET temporal attention for multimodal emotion cause pair extraction
Methods | ECF dataset | ConvECPE dataset | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Cause recognition | Pair extraction | Cause recognition | Pair extraction | |||||||||
P | R | F1 | P | R | F1 | P | R | F1 | P | R | F1 | |
MuLT47, 2019 | 55.19 | 54.21 | 53.29 | 41.32 | 37.55 | 38.12 | 75.15 | 71.43 | 73.05 | 44.61 | 52.59 | 48.74 |
MMGCN19, 2021 | 57.55 | 55.83 | 54.39 | 36.10 | 37.29 | 38.18 | 78.57 | 74.52 | 76.07 | 42.18 | 42.67 | 42.11 |
MM-DFN22, 2022 | 54.28 | 56.35 | 55.17 | 37.90 | 39.08 | 38.10 | 79.84 | 71.91 | 76.90 | 46.79 | 50.60 | 48.64 |
UniMSE24, 2022 | 56.55 | 57.09 | 56.73 | 44.48 | 54.25 | 49.08 | 80.37 | 73.09 | 75.58 | 44.24 | 49.33 | 46.69 |
GA2MIF25, 2023 | 57.41 | 59.23 | 57.61 | 47.25 | 55.16 | 51.26 | 81.42 | 75.36 | 78.71 | 46.54 | 48.59 | 47.40 |
MultiCauseNet [Ours] | 63.88 | 62.83 | 65.12 | 53.27 | 59.10 | 55.12 | 88.92 | 88.21 | 84.51 | 52.51 | 49.44 | 51.34 |
