Dialogue Segmentation on TIAGE
0.589PkGraphSeg
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphSegRegime=Neural Unsupervised, Source=*SEM20162026.05 | 0.589 | 0.65 | 47.2 | — | |
| BayesSegRegime=Classical Unsupervised, Source=EMNLP20082026.05 | 0.549 | 0.707 | 48.3 | — | |
| SeComCategory=LLM-based2026.01 | 0.523 | 0.408 | 39.7 | 0.465 | |
| RandomRegime=Classical Unsupervised2026.05 | 0.518 | 0.661 | 42.8 | — | |
| EvenRegime=Classical Unsupervised2026.05 | 0.508 | 0.666 | 42.2 | — | |
| UUPRPRegime=Neural Unsupervised, Source=NAACL20252026.05 | 0.503 | 0.506 | 4.7 | — | |
| GraphSegCategory=Unsupervised2026.01 | 0.496 | 0.515 | 23.8 | 0.366 | |
| GreedySegRegime=Neural Unsupervised, Source=AAAI20212026.05 | 0.491 | 0.504 | 49.1 | — | |
| GreedySegCategory=Unsupervised2026.01 | 0.49 | 0.506 | 18.1 | 0.341 | |
| BayesSegCategory=Unsupervised2026.01 | 0.486 | 0.571 | 36.6 | 0.419 | |
| TeTNSPRegime=Classical Unsupervised, Source=CL20212026.05 | 0.486 | 0.491 | 10.5 | — | |
| TextTilingCategory=Unsupervised2026.01 | 0.469 | 0.488 | 20.4 | 0.363 | |
| TeTGloveRegime=Classical Unsupervised, Source=CL20162026.05 | 0.468 | 0.475 | 63.9 | — | |
| T5Regime=Neural Unsupervised, Source=JMLR20202026.05 | 0.463 | 0.472 | 8.4 | — | |
| FLAN-T5-BaseSource=JMLR20242026.05 | 0.459 | 0.459 | 0 | — | |
| Def-DTSCategory=LLM-based2026.01 | 0.455 | 0.282 | 42 | 0.526 | |
| DyDTSRegime=Unsupervised with Induced Training Signals, Source=WWW20252026.05 | 0.449 | 0.483 | 35.6 | — | |
| RetroTS-T5Source=EMNLP20212026.05 | 0.448 | 0.448 | 6.6 | — | |
| TeTCLSRegime=Classical Unsupervised, Source=CL20212026.05 | 0.443 | 0.449 | 63.8 | — | |
| TeTRegime=Classical Unsupervised, Source=CL19972026.05 | 0.442 | 0.449 | 64.2 | — | |
| S3-DSTRegime=LLM Direct Inference, Source=ACL20242026.05 | 0.439 | 0.498 | 26.5 | — | |
| DialSTARTRegime=Unsupervised with Induced Training Signals, Source=SIGIR20232026.05 | 0.438 | 0.499 | 38.3 | — | |
| T5Source=JMLR20202026.05 | 0.431 | 0.436 | 11.2 | — | |
| BERTCategory=Supervised2026.01 | 0.418 | 0.435 | 12.4 | 0.349 | |
| SumSegRegime=Unsupervised with Induced Training Signals, Source=NAACL20242026.05 | 0.41 | 0.422 | 58.1 | — | |
| UMLFRegime=Neural Unsupervised, Source=TASLP20242026.05 | 0.407 | 0.444 | — | — | |
| CSMRegime=Neural Unsupervised, Source=SIGDIAL20212026.05 | 0.4 | 0.42 | 42.7 | — | |
| TextSegSource=NAACL20182026.05 | 0.393 | 0.393 | 44.9 | — | |
| CobSegRegime=Proposed Method2026.05 | 0.389 | 0.402 | 65.7 | — | |
| ES-MemCategory=LLM-based2026.01 | 0.382 | 0.268 | 55.6 | 0.616 | |
| TOD-BERTSource=EMNLP20202026.05 | 0.365 | 0.385 | 52.9 | — | |
| RoBERTaSource=arXiv20192026.05 | 0.322 | 0.337 | 53.2 | — | |
| BERTSource=NAACL20192026.05 | 0.315 | 0.338 | 52.7 | — | |
| SUPRPSource=NAACL20252026.05 | 0.313 | 0.375 | 46.9 | — | |
| FLAN-T5-LargeSource=JMLR20242026.05 | 0.311 | 0.335 | 48.5 | — | |
| CobSegSource=(Ours)2026.05 | 0.293 | 0.319 | 54.4 | — | |
| RetroTS-T5Category=Supervised2026.01 | 0.28 | 0.317 | 57.6 | 0.639 | |
| RoBERTaCategory=Supervised2026.01 | 0.265 | 0.287 | 57.2 | 0.648 | |
| Def-DTSRegime=LLM Direct Inference, Source=ACL20252026.05 | 0.232 | 0.256 | 69.9 | — |