Dialogue Topic Segmentation on SuperSeg
57Pk ScoreGraphSeg
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GraphSegRegime=Neural Unsupervised, Source=*SEM20162026.05 | 57 | 60.8 | 48.4 | |
| GreedySegRegime=Neural Unsupervised, Source=AAAI20212026.05 | 54.5 | 55 | 41.1 | |
| T5Regime=Neural Unsupervised, Source=JMLR20202026.05 | 52.9 | 53.2 | 4.7 | |
| EvenRegime=Classical Unsupervised2026.05 | 50.6 | 68.4 | 44.3 | |
| DyDTSRegime=Unsupervised with Induced Training Signals, Source=WWW20252026.05 | 49.7 | 51.2 | 31.5 | |
| SumSegRegime=Unsupervised with Induced Training Signals, Source=NAACL20242026.05 | 49.6 | 50 | 57 | |
| RandomRegime=Classical Unsupervised2026.05 | 49.5 | 65.4 | 45.1 | |
| TeTNSPRegime=Classical Unsupervised, Source=CL20212026.05 | 46.3 | 97.9 | 41.6 | |
| CSMRegime=Neural Unsupervised, Source=SIGDIAL20212026.05 | 46.2 | 46.7 | 38.1 | |
| S3-DSTRegime=LLM Direct Inference, Source=ACL20242026.05 | 44.2 | 46.9 | 40.4 | |
| TeTRegime=Classical Unsupervised, Source=CL19972026.05 | 44 | 99 | 25.1 | |
| TeTGloveRegime=Classical Unsupervised, Source=CL20162026.05 | 44 | 99.1 | 25 | |
| TeTCLSRegime=Classical Unsupervised, Source=CL20212026.05 | 43.9 | 98.9 | 25.1 | |
| BayesSegRegime=Classical Unsupervised, Source=EMNLP20082026.05 | 41.8 | 63.1 | 55.6 | |
| CobSegRegime=Proposed Method2026.05 | 40.7 | 42.5 | 52.4 | |
| UUPRPRegime=Neural Unsupervised, Source=NAACL20252026.05 | 39.5 | 40 | 0.4 | |
| DialSTARTRegime=Unsupervised with Induced Training Signals, Source=SIGIR20232026.05 | 39.1 | 45.4 | 48.5 | |
| Def-DTSRegime=LLM Direct Inference, Source=ACL20252026.05 | 31.5 | 32.4 | 68.6 | |
| SUPRPSource=NAACL20252026.05 | 27.1 | 23.9 | 77.3 | |
| RetroTS-T5Source=EMNLP20212026.05 | 26 | 28.2 | 70.4 | |
| FLAN-T5-BaseSource=JMLR20242026.05 | 25.9 | 28.6 | 71.2 | |
| T5Source=JMLR20202026.05 | 25.5 | 27.2 | 70.7 | |
| TextSegSource=NAACL20182026.05 | 24.1 | 25.9 | 85 | |
| FLAN-T5-LargeSource=JMLR20242026.05 | 23.7 | 25.1 | 71.6 | |
| BERTSource=NAACL20192026.05 | 23.5 | 24.8 | 77.7 | |
| RoBERTaSource=arXiv20192026.05 | 20.8 | 22.4 | 79.1 | |
| TOD-BERTSource=EMNLP20202026.05 | 20 | 21.5 | 79.6 | |
| CobSegSource=(Ours)2026.05 | 19.2 | 20.2 | 80.3 |