Text Segmentation on Wiki-50
16.5PkCATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSLearning Strategy=Supervised2026.01 | 16.5 | — | |
| TextSegLearning Strategy=Supervised2026.01 | 18.2 | — | |
| Embed-KCPDEmbedding=text-embedding-3-small, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 38 | 39.8 | |
| TextTilingEmbedding=MPNet, Learning Strategy=Unsupervised2026.01 | 38.9 | 44.6 | |
| Embed-KCPDEmbedding=RoBERTa, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 39.5 | 41.6 | |
| Embed-KCPDEmbedding=MPNet, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 40.5 | 42 | |
| TextTilingEmbedding=sBERT, Learning Strategy=Unsupervised2026.01 | 40.7 | 49.8 | |
| Embed-KCPDEmbedding=sBERT, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 42.4 | 43.8 | |
| Embed-KCPDEmbedding=text-embedding-3-small, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 43.9 | 48.5 | |
| Embed-KCPDEmbedding=RoBERTa, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 44.5 | 49.2 | |
| Embed-KCPDEmbedding=MPNet, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 44.8 | 49.3 | |
| Embed-KCPDEmbedding=sBERT, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 47.2 | 51.9 | |
| TextTilingLearning Strategy=Unsupervised2026.01 | 47.6 | 48.3 | |
| GraphSegLearning Strategy=Unsupervised2026.01 | 50.2 | 50.9 | |
| CoherenceLearning Strategy=Unsupervised2026.01 | 53.5 | 71.1 |