Dialogue Act Classification on DyDA (test)
88.1AccuracyDAH-CRF + LDAutt
Evaluation results
| Method | Links | |
|---|---|---|
| DAH-CRF + LDAutttopic labels=automatically acquired utterance-level via LDA2018.10 | 88.1 | |
| Ours+Topicspeaker turn embeddings=true, topic-aware embeddings=true2021.09 | 87.5 | |
| Oursspeaker turn embeddings=true, topic-aware embeddings=false2021.09 | 86.9 | |
| Ours-Speakerspeaker turn embeddings=false, topic-aware embeddings=false2021.09 | 86.8 | |
| DAH-CRF + MANUALconvtopic labels=manually annotated conversation-level2018.10 | 86.5 | |
| DAH-CRF-Manual2021.09 | 86.5 | |
| DAH-CRF + LDAconvtopic labels=automatically acquired conversation-level via LDA2018.10 | 86.4 | |
| Bi-LSTM-CRF2018.10 | 83.6 | |
| Bi-LSTM-CRF2021.09 | 83.6 | |
| DRLM-Cond2018.10 | 81.1 | |
| DRLM-Cond2021.09 | 81.1 | |
| JAS2018.10 | 75.9 |