| dialogue-state-tracking-on-multiwoz-2-1 | DeepStruct multi-task | #1 | Joint Acc: 53.5 |
| dialogue-state-tracking-on-multiwoz-2-1 | DeepStruct multi-task w/ finetune | #2 | Joint Acc: 54.2 |
| event-extraction-on-ace2005 | DeepStruct multi-task | #1 | Argument Cl: 63.9Argument Id: 67.5Trigger Cl: 69.2Trigger Id: 72.7 |
| event-extraction-on-ace2005 | DeepStruct multi-task w/ finetune | #2 | Argument Cl: 56.2Argument Id: 59.4Trigger Cl: 69.8Trigger Id: 73.5 |
| joint-entity-and-relation-extraction-on-2 | DeepStruct multi-task w/ finetune | #1 | Entity F1: 90.7Relation F1: 78.3 |
| joint-entity-and-relation-extraction-on-2 | DeepStruct multi-task | #2 | Entity F1: 88.4Relation F1: 72.8 |
| joint-entity-and-relation-extraction-on-2 | Deepstruct zero-shot | #3 | Entity F1: 48.3Relation F1: 25.8 |
| joint-entity-and-relation-extraction-on-7 | DeepStruct multi-task | #1 | Entity F1: 90.2Relation F1: 58.9 |
| joint-entity-and-relation-extraction-on-7 | DeepStruct multi-task w/ finetune | #2 | Entity F1: 90.0Relation F1: 66.8 |
| joint-entity-and-relation-extraction-on-7 | Deepstruct zero-shot | #3 | Entity F1: 31.8Relation F1: 5.3 |
| joint-entity-and-relation-extraction-on-ade-1 | DeepStruct multi-task w/ finetune | #1 | Entity F1: 91.1Relation F1: 83.8 |
| joint-entity-and-relation-extraction-on-ade-1 | DeepStruct multi-task | #2 | Entity F1: 90.5Relation F1: 83.6 |
| joint-entity-and-relation-extraction-on-ade-1 | Deepstruct zero-shot | #3 | Entity F1: 60.7Relation F1: 10.6 |
| joint-entity-and-relation-extraction-on-nyt | DeepStruct multi-task w/ finetune | #3 | Entity F1: 95.9Relation F1: 93.3 |
| joint-entity-and-relation-extraction-on-nyt | DeepStruct multi-task | #4 | Entity F1: 95.4Relation F1: 93.7 |
| joint-entity-and-relation-extraction-on-nyt | Deepstruct zero-shot | #5 | Entity F1: 60.5Relation F1: 28.6 |
| named-entity-recognition-on-conll03 | DeepStruct multi-task | #2 | F1: 93.1 |
| named-entity-recognition-on-conll03 | DeepStruct multi-task w/ finetune | #3 | F1: 93.0 |
| named-entity-recognition-on-conll03 | Deepstruct zero-shot | #4 | F1: 44.4 |
| named-entity-recognition-on-genia | DeepStruct multi-task w/ finetune | #1 | F1: 80.8 |
| named-entity-recognition-on-genia | DeepStruct multi-task | #3 | F1: 80.2 |
| named-entity-recognition-on-genia | Deepstruct zero-shot | #14 | F1: 47.2 |
| named-entity-recognition-on-ontonotes | DeepStruct multi-task w/ finetune | #1 | F1: 87.8 |
| named-entity-recognition-on-ontonotes | DeepStruct multi-task | #2 | F1: 87.6 |
| named-entity-recognition-on-ontonotes | Deepstruct zero-shot | #3 | F1: 2.5 |
| open-information-extraction-on-nyt | Deepstruct zero-shot | #1 | F1: 28.9 |
| open-information-extraction-on-nyt | DeepStruct multi-task | #2 | F1: 43.6 |
| open-information-extraction-on-nyt | DeepStruct multi-task w/ finetune | #3 | F1: 45.0 |
| open-information-extraction-on-oie2016 | DeepStruct multi-task w/ finetune | #2 | F1: 71.3 |
| open-information-extraction-on-oie2016 | Deepstruct multi-task | #3 | F1: 71.2 |
| open-information-extraction-on-oie2016 | Deepstruct zero-shot | #5 | F1: 28.1 |
| open-information-extraction-on-penn-treebank | DeepStruct multi-task w/ finetune | #1 | F1: 45.1 |
| open-information-extraction-on-penn-treebank | Deepstruct zero-shot | #2 | F1: 51 |
| open-information-extraction-on-penn-treebank | DeepStruct multi-task | #3 | F1: 54.5 |
| open-information-extraction-on-web | Deepstruct zero-shot | #1 | F1: 43.8 |
| open-information-extraction-on-web | DeepStruct multi-task w/ finetune | #2 | F1: 49.1 |
| open-information-extraction-on-web | DeepStruct multi-task | #3 | F1: 50.8 |
| relation-classification-on-fewrel-1 | DeepStruct multi-task w/ finetune | #1 | F1 (10-way 1-shot): 97.8F1 (10-way 5-shot): 99.8… |
| relation-classification-on-fewrel-1 | DeepStruct multi-task | #2 | F1 (10-way 1-shot): 92.2F1 (10-way 5-shot): 94.6… |
| relation-classification-on-fewrel-1 | Deepstruct zero-shot | #3 | F1 (10-way 1-shot): 67.6F1 (10-way 5-shot): 66.4… |
| relation-classification-on-tacred-1 | Deepstruct zero-shot | #1 | F1: 36.1 |
| relation-classification-on-tacred-1 | DeepStruct multi-task | #15 | F1: 74.9 |
| relation-classification-on-tacred-1 | DeepStruct multi-task w/ finetune | #17 | F1: 76.8 |
| relation-extraction-on-tacred | DeepStruct multi-task w/ finetune | #2 | F1: 76.8 |