Document-level Relation Extraction on Re-DocRED 1.0 (dev)
79.19F1 ScoreVaeDiff-DocRE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VaeDiff-DocREPLM=RoBERTaLarge2024.12 | 79.19 | 78.35 | 82 | 75.13 | |
| KD-DocREPLM=RoBERTaLarge2024.12 | 78.51 | 77.85 | — | — | |
| DocuNETPLM=RoBERTaLarge2024.12 | 78.14 | 77.49 | — | — | |
| ATLOPPLM=RoBERTaLarge2024.12 | 77.46 | 76.79 | — | — | |
| VaeDiff-DocREPLM=BERTbase2024.12 | 75.89 | 74.96 | 79.18 | 71.12 | |
| KD-DocREPLM=BERTbase2024.12 | 75.31 | 74.37 | 78.71 | 70.26 | |
| NRCLPLM=BERTbase2024.12 | 74.84 | 73.74 | 77.95 | 70.12 | |
| PEMSCLPLM=BERTbase2024.12 | 74.5 | 73.82 | 78.21 | 69.03 | |
| KMGREPLM=BERTbase2024.12 | 74.44 | 73.33 | — | — | |
| GAINPLM=BERTbase2024.12 | 73.49 | 71.99 | — | — | |
| JEREXPLM=RoBERTaLarge2024.12 | 72.68 | 71.59 | — | — | |
| BiLSTMPLM=N/A2024.12 | 60.04 | 58.2 | — | — | |
| LSTMPLM=N/A2024.12 | 58.3 | 56.4 | — | — | |
| CNNPLM=N/A2024.12 | 55.6 | 53.95 | — | — | |
| AutoREPLM=Vicuna-7B2024.12 | 54.29 | — | — | — | |
| ZeroDocREPLM=LLaMA2-13B-Chat2024.12 | 49.21 | 48.51 | — | — | |
| ZeroDocRTEPLM=LLaMA2-13B-Chat2024.12 | 13.23 | 11.9 | — | — |