Text Segmentation on Wiki-300
32.4PkEmbed-KCPD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Embed-KCPDEmbedding=RoBERTa, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 32.4 | 33.7 | |
| Embed-KCPDEmbedding=text-embedding-3-small, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 32.8 | 33.8 | |
| Embed-KCPDEmbedding=RoBERTa, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 33.1 | 34.3 | |
| Embed-KCPDEmbedding=MPNet, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 33.2 | 34.4 | |
| Embed-KCPDEmbedding=text-embedding-3-small, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 33.8 | 34.7 | |
| Embed-KCPDEmbedding=sBERT, Kernel=Cosine kernel, Learning Strategy=Unsupervised2026.01 | 33.9 | 35.2 | |
| Embed-KCPDEmbedding=MPNet, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 34 | 35.1 | |
| Embed-KCPDEmbedding=sBERT, Kernel=RBF kernel, Learning Strategy=Unsupervised2026.01 | 34.2 | 37.3 | |
| NTSLearning Strategy=Supervised2026.01 | 34.4 | 31.5 | |
| TextTilingEmbedding=MPNet, Learning Strategy=Unsupervised2026.01 | 38.1 | 46 | |
| TextTilingEmbedding=sBERT, Learning Strategy=Unsupervised2026.01 | 41.1 | 53.8 | |
| CoherenceLearning Strategy=Unsupervised2026.01 | 50.2 | 53.4 | |
| GraphSegLearning Strategy=Unsupervised2026.01 | 50.7 | 54.8 | |
| TextTilingLearning Strategy=Unsupervised2026.01 | 60.3 | 66.3 |