Text Segmentation on Choi's Dataset 3-11
4PkCoherence
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Coherence2026.01 | 4 | 4.4 | |
| Embed-KCPDEmbedding Model=RoBERTa, Kernel Type=Cosine2026.01 | 5 | 5.3 | |
| Embed-KCPDEmbedding Model=text-embedding-3-small, Kernel Type=Cosine2026.01 | 5.2 | 5.4 | |
| Embed-KCPDEmbedding Model=sBERT, Kernel Type=Cosine2026.01 | 5.7 | 5.9 | |
| Embed-KCPDEmbedding Model=MPNet, Kernel Type=Cosine2026.01 | 5.7 | 5.9 | |
| Fragkou et al.2026.01 | 7 | — | |
| GraphSeg2026.01 | 7.2 | 9 | |
| Embed-KCPDEmbedding Model=text-embedding-3-small, Kernel Type=RBF2026.01 | 7.6 | 5.3 | |
| Embed-KCPDEmbedding Model=MPNet, Kernel Type=RBF2026.01 | 7.7 | 8 | |
| Embed-KCPDEmbedding Model=RoBERTa, Kernel Type=RBF2026.01 | 8 | 8.3 | |
| Embed-KCPDEmbedding Model=sBERT, Kernel Type=RBF2026.01 | 9.2 | 9.5 | |
| Choi2026.01 | 12 | — | |
| Misra et al.2026.01 | 16.1 | — | |
| Brants et al.2026.01 | 19.7 | — | |
| TextTilingEmbedding Model=MPNet2026.01 | 31.7 | 71.5 | |
| TextTilingEmbedding Model=sBERT2026.01 | 41.2 | 86.8 | |
| TextTiling2026.01 | 46 | — |