Text Segmentation on Elements
18.4PkCATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSLearning Strategy=Supervised2026.01 | 18.4 | — | |
| Embed-KCPDEmbedding=text-embedding-3-small, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 32.1 | 43 | |
| Embed-KCPDEmbedding=MPNet, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 32.9 | 43.3 | |
| Embed-KCPDEmbedding=sBERT, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 33.3 | 44 | |
| Embed-KCPDEmbedding=RoBERTa, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 33.8 | 45.4 | |
| Embed-KCPDEmbedding=RoBERTa, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 37.8 | 45.5 | |
| Embed-KCPDEmbedding=sBERT, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 40 | 47.5 | |
| Embed-KCPDEmbedding=MPNet, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 41.1 | 47.6 | |
| TextSegLearning Strategy=Supervised2026.01 | 41.6 | — | |
| CoherenceLearning Strategy=Unsupervised2026.01 | 42.4 | 54.7 | |
| Embed-KCPDEmbedding=text-embedding-3-small, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 44.9 | 50.3 | |
| TextTilingLearning Strategy=Unsupervised2026.01 | 49.6 | 50.4 | |
| GraphSegLearning Strategy=Unsupervised2026.01 | 52.9 | 42.3 | |
| TextTilingEmbedding=MPNet, Learning Strategy=Unsupervised2026.01 | 60.8 | 60.8 | |
| TextTilingEmbedding=sBERT, Learning Strategy=Unsupervised2026.01 | 60.8 | 60.9 |