Slot Filling on ATIS
98.46F1 ScoreCTRAN
Evaluation results
| Method | Links | |
|---|---|---|
| CTRANBERT used=true2023.03 | 98.46 | |
| CoBiC2023.03 | 97.82 | |
| CNN-BLSTM-Aligned2023.03 | 97.76 | |
| CharEmbed+CNN-LSTM-CRF2023.03 | 97.32 | |
| SASBGCBERT used=true2023.03 | 96.69 | |
| Federated LearningBERT used=true2023.03 | 96.41 | |
| Joint BERTBERT used=true2023.03 | 96.1 | |
| Co-interactive TransformerBERT used=true2023.03 | 96.1 | |
| Attention BiRNNTraining protocol=Joint2016.09 | 95.98 | |
| Attention Encoder-Decoder NNTraining protocol=Joint, aligned inputs=true2016.09 | 95.87 | |
| Bi-directional Interrelated2023.03 | 95.75 | |
| Elmo+BiLSTM+CRF2023.03 | 95.62 | |
| RecNN+ViterbiTraining protocol=Joint2016.09 | 93.96 | |
| RecNNTraining protocol=Joint2016.09 | 93.22 |