Named Entity Recognition on OntoNotes 5
62.23A_T ScoreIS3
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IS3Backbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 62.23 | — | 66.01 | |
| IS3Backbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 57.23 | — | 58.25 | |
| IS3Backbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 56.11 | — | 61.44 | |
| SelfTrainBackbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 52.23 | — | 56.14 | |
| SelfTrainBackbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 51.71 | — | 58.51 | |
| CFNERBackbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 51.41 | — | 60.41 | |
| RDPBackbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 50.34 | — | 59.89 | |
| IS3Backbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 50.23 | — | 54.65 | |
| CFNERBackbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 49.29 | — | 55.94 | |
| RDPBackbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 48.55 | — | 54.81 | |
| CPFDBackbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 48.36 | — | 58.6 | |
| ICE_OBackbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 48.01 | — | 49.91 | |
| CFNERBackbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 46.81 | — | 54.91 | |
| ICE_OBackbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 45.98 | — | 49.11 | |
| ExtendNERBackbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 45.05 | — | 52.3 | |
| DLDBackbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 44.88 | — | 51.91 | |
| ExtendNERBackbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 44.82 | — | 55.25 | |
| CFNERBackbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 44.76 | — | 50.76 | |
| ICE_PLOBackbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 44.66 | — | 47.72 | |
| DLDBackbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 44.53 | — | 55.17 | |
| ICE_PLOBackbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 43.81 | — | 46.38 | |
| CPFDBackbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 43.48 | — | 50.79 | |
| ICE_PLOBackbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 42.69 | — | 46.95 | |
| CPFDBackbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 41.77 | — | 52.46 | |
| ICE_OBackbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 40.82 | — | 44.71 | |
| ICE_PLOBackbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 39.69 | — | 43.76 | |
| RDPBackbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 39.31 | — | 52.28 | |
| ICE_OBackbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 38.87 | — | 43.51 | |
| SelfTrainBackbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 38.32 | — | 47.07 | |
| SelfTrainBackbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 38.26 | — | 49.31 | |
| RDPBackbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 38.25 | — | 48.14 | |
| CPFDBackbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 33.44 | — | 44.73 | |
| ExtendNERBackbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 28.62 | — | 42.2 | |
| OCILNERBackbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 26.31 | — | 35.96 | |
| ExtendNERBackbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 25.71 | — | 40.34 | |
| DLDBackbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 25.25 | — | 41.43 | |
| OCILNERBackbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 23.28 | — | 30.27 | |
| DLDBackbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 22.22 | — | 38.47 | |
| OCILNERBackbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 19.39 | — | 30.41 | |
| OCILNERBackbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 14.91 | — | 24.72 | |
| FTBackbone=bert-base-cased, Incremental setting=FG-2-PG-22024.02 | 4.49 | — | 20.69 | |
| FTBackbone=bert-base-cased, Incremental setting=FG-8-PG-22024.02 | 3.97 | — | 21.45 | |
| FTBackbone=bert-base-cased, Incremental setting=FG-1-PG-12024.02 | 1.65 | — | 12.91 | |
| FTBackbone=bert-base-cased, Incremental setting=FG-8-PG-12024.02 | 1.42 | — | 12.41 | |
| B2NERevaluation=supervised2024.11 | — | 88.2 | — | |
| BERTevaluation=supervised, implementation=this paper2024.11 | — | 84.28 | — | |
| GoLLIESetting=Supervised2024.03 | — | 84.6 | — | |
| IEPILEevaluation=supervised2024.11 | — | 83.4 | — | |
| KnowCoderSetting=Supervised, Model Scale=7B2024.03 | — | 88.2 | — | |
| KnowCoder-Xevaluation=supervised2024.11 | — | 88.35 | — |