Dialogue Segmentation on DialSeg711
0.92PkFLAN-T5-Base
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FLAN-T5-BaseSource=JMLR20242026.05 | 0.92 | 9.8 | 91.3 | — | |
| RetroTS-T5Source=EMNLP20212026.05 | 0.72 | 7.7 | 90.3 | — | |
| T5Source=JMLR20202026.05 | 0.66 | 6.9 | 91.7 | — | |
| TextSegSource=NAACL20182026.05 | 0.63 | 8.1 | 94.3 | — | |
| FLAN-T5-LargeSource=JMLR20242026.05 | 0.57 | 5.9 | 93.2 | — | |
| RandomRegime=Classical Unsupervised2026.05 | 0.534 | 71.5 | 40.7 | — | |
| Def-DTSCategory=LLM-based2026.01 | 0.5 | 0.38 | 13.3 | 0.346 | |
| EvenRegime=Classical Unsupervised2026.05 | 0.493 | 69.3 | 44.4 | — | |
| SumSeg2025.12 | 0.477 | 0.483 | — | — | |
| TextTilingCategory=Unsupervised2026.01 | 0.47 | 0.493 | 24.5 | 0.382 | |
| SeComCategory=LLM-based2026.01 | 0.447 | 0.316 | 18.1 | 0.4 | |
| TeTGloveRegime=Classical Unsupervised, Source=CL20162026.05 | 0.44 | 45.6 | 63.6 | — | |
| T5Regime=Neural Unsupervised, Source=JMLR20202026.05 | 0.435 | 43.7 | 2.3 | — | |
| TeTNSPRegime=Classical Unsupervised, Source=CL20212026.05 | 0.434 | 44.1 | 15.1 | — | |
| GraphSegRegime=Neural Unsupervised, Source=*SEM20162026.05 | 0.423 | 53.9 | 64.1 | — | |
| TeTRegime=Classical Unsupervised, Source=CL19972026.05 | 0.421 | 44.4 | 65.5 | — | |
| GraphSegCategory=Unsupervised2026.01 | 0.412 | 0.442 | 39.2 | 0.483 | |
| Text Tiling2025.12 | 0.404 | 0.446 | — | — | |
| BERT2025.12 | 0.393 | 0.412 | — | — | |
| GreedySegRegime=Neural Unsupervised, Source=AAAI20212026.05 | 0.386 | 43 | 66.4 | — | |
| GreedySegCategory=Unsupervised2026.01 | 0.381 | 0.41 | 44.5 | 0.525 | |
| BayesSegRegime=Classical Unsupervised, Source=EMNLP20082026.05 | 0.381 | 48.6 | 63.1 | — | |
| TeTCLSRegime=Classical Unsupervised, Source=CL20212026.05 | 0.37 | 38.9 | 66.4 | — | |
| LLMReference=gemini-2.5-flash2025.12 | 0.365 | 0.679 | — | — | |
| UUPRPRegime=Neural Unsupervised, Source=NAACL20252026.05 | 0.346 | 56.9 | 0.3 | — | |
| SumSegRegime=Unsupervised with Induced Training Signals, Source=NAACL20242026.05 | 0.336 | 34.4 | 59.5 | — | |
| BayesSegCategory=Unsupervised2026.01 | 0.306 | 0.35 | 55.6 | 0.614 | |
| BERTSource=NAACL20192026.05 | 0.29 | 3.8 | 94.8 | — | |
| DialSTARTRegime=Unsupervised with Induced Training Signals, Source=SIGIR20232026.05 | 0.28 | 31.7 | 48.3 | — | |
| CSMRegime=Neural Unsupervised, Source=SIGDIAL20212026.05 | 0.278 | 30.2 | 61 | — | |
| CSM2025.12 | 0.268 | 0.282 | — | — | |
| DyDTSRegime=Unsupervised with Induced Training Signals, Source=WWW20252026.05 | 0.261 | 30 | 61.6 | — | |
| DyDTS2025.12 | 0.247 | 0.276 | — | — | |
| DASH-DTS2025.12 | 0.207 | 0.343 | — | — | |
| DynamicCOCORegime=Neural Unsupervised, Source=NLPIR20232026.05 | 0.184 | 21.1 | 83.2 | — | |
| RoBERTaSource=arXiv20192026.05 | 0.18 | 2.3 | 97.6 | — | |
| ES-MemCategory=LLM-based2026.01 | 0.172 | 0.098 | 69.2 | 0.778 | |
| UMLFRegime=Neural Unsupervised, Source=TASLP20242026.05 | 0.158 | 14.1 | — | — | |
| SUPRPSource=NAACL20252026.05 | 0.15 | 2.4 | 97.3 | — | |
| CobSegRegime=Proposed Method2026.05 | 0.143 | 13.8 | 75.5 | — | |
| TOD-BERTSource=EMNLP20202026.05 | 0.11 | 1.7 | 98 | — | |
| CobSegSource=(Ours)2026.05 | 0.1 | 1.4 | 98.4 | — | |
| S3-DSTRegime=LLM Direct Inference, Source=ACL20242026.05 | 0.087 | 10.9 | 79 | — | |
| Def-DTSRegime=LLM Direct Inference, Source=ACL20252026.05 | 0.015 | 1.8 | 97.9 | — |