Slot Filling on SNIPS (test)
0.983F1 ScoreCTRAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CTRANPre-trained model=BERT2023.03 | 0.983 | — | — | |
| CM-netPre-trained model=BERT2023.03 | 0.9731 | — | — | |
| Masked Graph + CRFPre-trained model=BERT2023.03 | 0.972 | — | — | |
| Federated LearningPre-trained model=BERT2023.03 | 0.972 | — | — | |
| AISEPre-trained model=BERT2023.03 | 0.972 | — | — | |
| Co-interactive TransformerPre-trained model=BERT2023.03 | 0.971 | — | — | |
| Joint BertPre-trained model=BERT2023.03 | 0.97 | — | — | |
| SASBGCPre-trained model=BERT2023.03 | 0.9643 | — | — | |
| Elmo+BiLSTM+CRFPre-trained model=Elmo2023.03 | 0.939 | — | — | |
| Ourstask_setting=multi-task2019.11 | 0.936 | — | — | |
| GCDTtask_setting=single-task2019.11 | 0.92 | — | — | |
| CAPSULE-NLUtask_setting=single-task2019.11 | 0.918 | — | — | |
| CVTtask_setting=single-task2019.11 | 0.914 | — | — | |
| Ref.2023.05 | 0.9105 | — | — | |
| SF-IDtask_setting=single-task2019.11 | 0.909 | — | — | |
| SPTIDtask_setting=single-task2019.11 | 0.908 | — | — | |
| TAPIR-Trfdelay=12023.05 | 0.9047 | — | — | |
| TAPIR-Trfdelay=22023.05 | 0.8945 | — | — | |
| Slotted-Gatedtask_setting=single-task2019.11 | 0.892 | — | — | |
| TAPIR-Trfdelay=02023.05 | 0.8857 | — | — | |
| TAPIR-LTdelay=12023.05 | 0.8807 | — | — | |
| Attention-Basedtask_setting=single-task2019.11 | 0.878 | — | — | |
| Joint Seqtask_setting=single-task2019.11 | 0.873 | — | — | |
| TAPIR-LTdelay=22023.05 | 0.8728 | — | — | |
| TAPIR-LTdelay=02023.05 | 0.8595 | — | — |