Top-level Implicit Discourse Relation Recognition on PDTB Lin split 2.0
72.78F1DiscoPrompt (T5-11b)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DiscoPrompt (T5-11b)Backbone=T5-11b2023.05 | 72.78 | 77.55 | |
| DiscoPromptBackbone=T5, Model Scale=11b2023.05 | 72.78 | 77.55 | |
| DiscoPrompt (T5-large)Backbone=T5-large2023.05 | 67.06 | 73.76 | |
| DiscoPromptBackbone=T5, Model Scale=large2023.05 | 67.06 | 73.76 | |
| DiscoPrompt (T5-base)Backbone=T5-base2023.05 | 64.9 | 71.28 | |
| DiscoPromptBackbone=T5, Model Scale=base2023.05 | 64.9 | 71.28 | |
| Prompt-Tuning (T5-large)Backbone=T5-large, Training Strategy=Prompt-Tuning2023.05 | 59.92 | 71.02 | |
| Prompt-TuningBackbone=T5, Model Scale=large2023.05 | 59.92 | 71.02 | |
| XLNet (large, cased)Backbone=XLNet-large2023.05 | 58.97 | 72.17 | |
| XLNetBackbone=XLNet, Model Scale=large, Casing=cased2023.05 | 58.97 | 72.17 | |
| Liu et al.2023.05 | 58.54 | 68.66 | |
| BMGF-ROBERTaBackbone=RoBERTa2023.05 | 58.54 | 68.66 | |
| Fine-Tuning (T5-large)Backbone=T5-large, Training Strategy=Fine-Tuning2023.05 | 58.12 | 71.13 | |
| Fine-TuningBackbone=T5, Model Scale=large2023.05 | 58.12 | 71.13 | |
| Prefix-Tuning (T5-large)Backbone=T5-large, Training Strategy=Prefix-Tuning2023.05 | 58.06 | 69.84 | |
| Prefix-TuningBackbone=T5, Model Scale=large2023.05 | 58.06 | 69.84 | |
| XLNet(base, cased)Backbone=XLNet-base2023.05 | 56.16 | 68.05 | |
| XLNetBackbone=XLNet, Model Scale=base, Casing=cased2023.05 | 56.16 | 68.05 | |
| BERT-largeBackbone=BERT-large2023.05 | 56.06 | 68.4 | |
| PCP w/ ROBERTa-baseBackbone=RoBERTa-base2023.05 | 53 | 66.58 | |
| PCPBackbone=RoBERTa-base2023.05 | 53 | 66.58 | |
| PCP w/ ROBERTa-largeBackbone=RoBERTa-large2023.05 | 52.75 | 71.13 | |
| PCPBackbone=RoBERTa-large2023.05 | 52.75 | 71.13 | |
| He et al.2023.05 | 51.24 | 59.94 | |
| TransS2023.05 | 51.24 | 59.94 | |
| Fine-Tuning (T5-base)Backbone=T5-base, Training Strategy=Fine-Tuning2023.05 | 50.5 | 63.59 | |
| Fine-TuningBackbone=T5, Model Scale=base2023.05 | 50.5 | 63.59 | |
| BERT-baseBackbone=BERT-base2023.05 | 43.44 | 63.46 | |
| Prompt-Tuning (T5-base)Backbone=T5-base, Training Strategy=Prompt-Tuning2023.05 | 25.26 | 55.09 | |
| Prompt-TuningBackbone=T5, Model Scale=base2023.05 | 25.26 | 55.09 | |
| Prefix-Tuning (T5-base)Backbone=T5-base, Training Strategy=Prefix-Tuning2023.05 | 25.08 | 54.18 | |
| Prefix-TuningBackbone=T5, Model Scale=base2023.05 | 25.08 | 54.18 |