Relation Extraction on SemEval-2010 Task 8 (test)
89.7Macro F1SURE-PEGASUS-large
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SURE-PEGASUS-largeMethod paradigm=Summarization-based, Backbone architecture=PEGASUS-large2022.05 | 89.7 | — | — | — | |
| KnowPromptMethod paradigm=Indirect Supervision, Implementation=Reproduced baseline results2022.05 | 89.6 | — | — | — | |
| SURE-BART-large-cnnMethod paradigm=Summarization-based, Backbone architecture=BART-large-cnn2022.05 | 89.6 | — | — | — | |
| MTBMethod paradigm=Classification-based2022.05 | 89.5 | — | — | — | |
| R-BERTMethod paradigm=Classification-based2022.05 | 89.3 | — | — | — | |
| KnowBERTMethod paradigm=Classification-based2022.05 | 89.1 | — | — | — | |
| SURE-BART-large-xsumMethod paradigm=Summarization-based, Backbone architecture=BART-large-xsum2022.05 | 89.1 | — | — | — | |
| SURE-BART-largeMethod paradigm=Summarization-based, Backbone architecture=BART-large2022.05 | 86.3 | — | — | — | |
| BiLSTM with mixed objective function2020.09 | — | 83.5 | 84.8 | 84.1 | |
| CNN-PE2020.09 | — | 82.1 | 83.1 | 82.5 | |
| PA-LSTM2020.09 | — | — | — | 82.7 | |
| SDP-LSTM2020.09 | — | — | — | 83.7 |