Implicit Discourse Relation Recognition on PDTB 3.0
74.21Top-level Macro F1GOLF
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GOLFEmbedding=ROBERTa, Model size=large2022.11 | 74.21 | 76.39 | 60.11 | 66.42 | 20.66 | 45.12 | — | — | |
| GOLFEmbedding=ROBERTa, Model size=base2022.11 | 70.88 | 75.03 | 55.3 | 63.57 | 19.21 | 42.54 | — | — | |
| ConnPromptEmbedding=ROBERTa2022.11 | 69.51 | 73.84 | — | — | — | — | — | — | |
| LDSGMEmbedding=ROBERTa2022.11 | 68.73 | 73.18 | 53.49 | 61.33 | 17.68 | 40.2 | — | — | |
| ROBERTaEmbedding=ROBERTa, Mode=Fine-tuning2022.11 | 68.31 | 71.59 | 50.63 | 60.14 | 14.72 | 39.43 | — | — | |
| BMGF-ROBERTaEmbedding=ROBERTa2022.11 | 63.39 | 69.06 | — | 58.13 | — | — | — | — | |
| MANFEmbedding=BERT2022.11 | 56.63 | 64.04 | — | — | — | — | — | — | |
| FT-RoBERTaEmbedding Layer=RoBERTa, Trainable Params=>125M2024.02 | — | — | — | — | — | — | 51.78 | 61.24 | |
| PEMIEmbedding Layer=RoBERTa, Trainable Params=<130K2024.02 | — | — | — | — | — | — | 52.73 | 63.09 |