Relation Extraction on TACRED-Revisit (test)
82.4Micro F1KnowPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KnowPromptExtra Data=w/o, Backbone=RoBERTa, Learning Paradigm=Prompt-tuning2021.04 | 82.4 | — | |
| PTRExtra Data=w/o, Backbone=RoBERTa, Learning Paradigm=Prompt-tuning2021.04 | 81.4 | — | |
| LUKEExtra Data=w/, Learning Paradigm=Fine-tuning2021.04 | 80.6 | — | |
| KNOWBERTExtra Data=w/, Learning Paradigm=Fine-tuning2021.04 | 79.3 | — | |
| GDPNETExtra Data=w/o, Learning Paradigm=Fine-tuning2021.04 | 79.3 | — | |
| SPANBERTExtra Data=w/, Learning Paradigm=Fine-tuning2021.04 | 78 | — | |
| DARTtraining_setting=Full2021.08 | 77.8 | — | |
| LM-BFFtraining_setting=Full2021.08 | 76.4 | — | |
| FINE-TUNINGExtra Data=w/o, Backbone=RoBERTa, Learning Paradigm=Fine-tuning2021.04 | 76 | — | |
| Fine-tuningtraining_setting=Full2021.08 | 75 | — | |
| DARTK=322021.08 | 31.8 | — | |
| DARTK=162021.08 | 30.1 | — | |
| LM-BFFK=322021.08 | 27.1 | — | |
| Fine-tuningK=322021.08 | 25.8 | — | |
| DARTK=82021.08 | 25.8 | — | |
| LM-BFFK=162021.08 | 23.7 | — | |
| LM-BFFK=82021.08 | 21 | — | |
| Fine-tuningK=162021.08 | 15.5 | — | |
| Fine-tuningK=82021.08 | 7.4 | — | |
| Fine-tuningK=82021.04 | — | 13.5 | |
| Fine-tuningK=162021.04 | — | 22.3 | |
| Fine-tuningK=322021.04 | — | 28.2 | |
| GDPNetK=82021.04 | — | 12.3 | |
| GDPNetK=162021.04 | — | 23.8 | |
| GDPNetK=322021.04 | — | 29.1 | |
| KnowPromptK=82021.04 | — | 32.1 | |
| KnowPromptK=162021.04 | — | 33.1 | |
| KnowPromptK=322021.04 | — | 34.7 | |
| PTRK=82021.04 | — | 28.7 | |
| PTRK=162021.04 | — | 31.4 | |
| PTRK=322021.04 | — | 32.4 |