Relation Extraction on TACRED 1% v1.0 (train)
63.7Micro F1NLI-DeBERTa
Evaluation Results
| Method | Links | |
|---|---|---|
| NLI-DeBERTaMethod paradigm=Indirect Supervision, Backbone architecture=DeBERTa2022.05 | 63.7 | |
| NLI-RoBERTaMethod paradigm=Indirect Supervision, Backbone architecture=RoBERTa2022.05 | 56.1 | |
| SURE-PEGASUS-largeMethod paradigm=Summarization-based, Backbone architecture=PEGASUS-large2022.05 | 52 | |
| KnowPromptMethod paradigm=Indirect Supervision, Implementation=Re-implemented2022.05 | 51 | |
| SURE-BART-large-cnnMethod paradigm=Summarization-based, Backbone architecture=BART-large-cnn2022.05 | 50.4 | |
| SURE-BART-large-xsumMethod paradigm=Summarization-based, Backbone architecture=BART-large-xsum2022.05 | 50.3 | |
| IRE-RoBERTa-largeMethod paradigm=Classification-based, Backbone architecture=RoBERTa-large, Implementation=Re-implemented2022.05 | 46.3 | |
| SURE-BART-largeMethod paradigm=Summarization-based, Backbone architecture=BART-large2022.05 | 43.6 | |
| RECENTMethod paradigm=Classification-based, Implementation=Re-implemented2022.05 | 40 | |
| LUKEMethod paradigm=Classification-based, Implementation=Re-implemented2022.05 | 17 | |
| K-AdapterMethod paradigm=Classification-based, Implementation=Re-implemented2022.05 | 13.8 | |
| RoBERTaMethod paradigm=Classification-based, Implementation=Re-implemented2022.05 | 7.7 | |
| SpanBERTMethod paradigm=Classification-based, Implementation=Re-implemented2022.05 | 0 |