Dialogue Relation Extraction on DialogRE (dev)
77.8F1HiDialog
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HiDialogencoder=RoBERTa2023.04 | 77.8 | 69.1 | |
| TUCORE-GCN2023.04 | 74.3 | 67 | |
| TUCORE-GCN_RoBERTaBackbone=RoBERTa2021.09 | 74.3 | 67 | |
| RoBERTaencoder=RoBERTa2023.04 | 72.6 | 65.1 | |
| RoBERTa_sBackbone=RoBERTa, Variant=s2021.09 | 72.6 | 65.1 | |
| TUCORE-GCN_BERTBackbone=BERT2021.09 | 66.8 | 61 | |
| BERT_s + SIEFBase Model=BERT_s2022.04 | 64.3 | 60.6 | |
| BERT_sBase Model=BERT_s2022.04 | 63 | 57.3 | |
| BERT_sBackbone=BERT, Variant=s2021.09 | 62.2 | 57 | |
| GDPNet2023.04 | 61.8 | 58.5 | |
| GDPNetBackbone=GDPNet, Note=re-implementation2021.09 | 61.8 | 58.5 | |
| BERT + SIEFBase Model=BERT2022.04 | 61.4 | 57.6 | |
| BERTBase Model=BERT2022.04 | 60.6 | 55.4 | |
| BERT2023.04 | 59.4 | 54.7 | |
| BERTBackbone=BERT2021.09 | 59.4 | 54.7 | |
| Heterogeneous Graph Attention Network (HGAT)#params=4.0M, Word embeddings=GloVe2020.09 | 57.7 | 52.7 | |
| BiLSTM#params=4.1M, Word embeddings=GloVe2020.09 | 48.1 | 44.3 | |
| LSTMWord embeddings=GloVe2020.09 | 46.7 | 44.2 | |
| AGGCN#params=3.7M, Word embeddings=GloVe2020.09 | 46.6 | 40.5 | |
| CNNWord embeddings=GloVe2020.09 | 46.1 | 43.7 | |
| LSR#params=20.5M, Word embeddings=GloVe2020.09 | 44.5 | — | |
| MajorityWord embeddings=GloVe2020.09 | 38.9 | 38.7 |