Topic Segmentation on LECTUREDE (cross-validation)
58.89F1 ScoreTOC-NEMO + PAUSE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TOC-NEMO + PAUSETuning=fine-tuned2026.01 | 58.89 | 49.77 | |
| TOC-NEMOTuning=fine-tuned2026.01 | 58.47 | 49.5 | |
| TOC-QWEN + PAUSETuning=fine-tuned2026.01 | 51.05 | 42.2 | |
| CS-BERTTuning=fine-tuned2026.01 | 31.08 | 22.88 | |
| MINISEGTuning=fine-tuned2026.01 | 23.86 | 19.21 | |
| TOC-NEMOTuning=zero-shot2026.01 | 20.55 | 17.04 | |
| TOC-NEMO + PAUSETuning=zero-shot2026.01 | 17.5 | 15.79 | |
| SEGMENTLLM NEMO cf.Tuning=zero-shot2026.01 | 9.87 | 11.37 | |
| TT-BERTTuning=zero-shot2026.01 | 6.94 | 8.31 |