Cause Span Extraction on RECCON IEMO (Fold 1)
36.3EMposMuTECCSE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MuTECCSETrain Fold=Fold3(DD), Conversational Context=Without cc2022.11 | 36.3 | 22.4 | 57.54 | 70 | 55.61 | |
| MuTECCSETrain Fold=Fold3(DD), Conversational Context=With cc2022.11 | 32.59 | 21.21 | 59.47 | 6.46 | 8.24 | |
| MuTECCSETrain Fold=Fold1 (DD), Causal Context=w/ CC2022.11 | 31.6 | 21.22 | 53.62 | 81.78 | 72.56 | |
| MuTECE2ETrain Fold=Fold1 (DD), Causal Context=w/ CC2022.11 | 30.74 | 17.92 | 50.39 | 83.74 | 75.63 | |
| MuTECCSETrain Fold=Fold1 (DD), Causal Context=w/o CC2022.11 | 30.52 | 23.66 | 50.68 | 70.21 | 55.64 | |
| MuTECCSETrain Fold=Fold2(DD), Conversational Context=Without cc2022.11 | 30.28 | 21.43 | 50.68 | 72.9 | 58.64 | |
| MuTECCSETrain Fold=Fold2(DD), Conversational Context=With cc2022.11 | 30.28 | 20.1 | 58.19 | 6.36 | 8.09 | |
| Two StepTrain Fold=Fold2(DD), Conversational Context=With cc2022.11 | 28.43 | 22.55 | 50.3 | 43.96 | 30.72 | |
| MuTECE2ETrain Fold=Fold1 (DD), Causal Context=w/o CC2022.11 | 26.78 | 25.34 | 47.32 | 75.68 | 53.47 | |
| Two StepTrain Fold=Fold3(DD), Conversational Context=Without cc2022.11 | 26.39 | 23.44 | 44.38 | 82.67 | 70.95 | |
| Two StepTrain Fold=Fold3(DD), Conversational Context=With cc2022.11 | 26.3 | 22.55 | 44.9 | 42.16 | 28.9 | |
| RoBERTa-baseTrain Fold=Fold2(DD), Conversational Context=With cc2022.11 | 22.96 | — | 46.87 | 4.66 | 6.35 | |
| Two StepTrain Fold=Fold2(DD), Conversational Context=Without cc2022.11 | 22.69 | 22.43 | 40.35 | 84.01 | 72.69 | |
| SpanBERTTrain Fold=Fold1 (DD), Causal Context=w/ CC2022.11 | 22.41 | — | 37.8 | 90.54 | 82.86 | |
| SpanBERTTrain Fold=Fold2(DD), Conversational Context=Without cc2022.11 | 22.13 | — | 38.84 | 85.03 | 74.34 | |
| SpanBERTTrain Fold=Fold2(DD), Conversational Context=With cc2022.11 | 21.85 | — | 49.18 | 6.36 | 7.4 | |
| SpanBERTTrain Fold=Fold3(DD), Conversational Context=With cc2022.11 | 21.48 | — | 45.49 | 4.01 | 5.84 | |
| RoBERTa-baseTrain Fold=Fold3(DD), Conversational Context=With cc2022.11 | 21.2 | — | 48.34 | 11.42 | 9.76 | |
| Two StepTrain Fold=Fold1 (DD), Causal Context=w/ CC2022.11 | 20.12 | 22.24 | 33.36 | 93.62 | 86.72 | |
| Two StepTrain Fold=Fold1 (DD), Causal Context=w/o CC2022.11 | 18.56 | 23.2 | 34.12 | 86.66 | 74.42 | |
| SpanBERTTrain Fold=Fold3(DD), Conversational Context=Without cc2022.11 | 17.41 | — | 31.75 | 89.41 | 80.94 | |
| SpanBERTTrain Fold=Fold1 (DD), Causal Context=w/o CC2022.11 | 16.2 | — | 30.22 | 87.15 | 77.45 | |
| RoBERTa-baseTrain Fold=Fold2(DD), Conversational Context=Without cc2022.11 | 15.93 | — | 31.74 | 90.7 | 82.91 | |
| RoBERTa-baseTrain Fold=Fold3(DD), Conversational Context=Without cc2022.11 | 14.54 | — | 26.51 | 92.33 | 85.61 | |
| RoBERTa-baseTrain Fold=Fold1 (DD), Causal Context=w/ CC2022.11 | 10.19 | — | 26.88 | 91.68 | 84.52 | |
| RoBERTa-baseTrain Fold=Fold1 (DD), Causal Context=w/o CC2022.11 | 9.81 | — | 18.59 | 93.45 | 87.6 |