Paragraph Segmentation on TEDPara (val)
72.1F1 ScoreMiniSeg
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MiniSegEvaluation Protocol=Fine-Tuned, Training Pipeline=Wiki → YT → TED2025.12 | 72.1 | 62.2 | 21 | |
| MiniSegEvaluation Protocol=Fine-Tuned, Training Pipeline=Wiki → TED2025.12 | 70.6 | 60.7 | 21.8 | |
| MiniSegEvaluation Protocol=Fine-Tuned, Training Pipeline=YT → TED2025.12 | 69.8 | 60.2 | 22.4 | |
| MiniSegEvaluation Protocol=Fine-Tuned, Training Data=TEDPara2025.12 | 67.3 | 56.1 | 24.3 | |
| LLaMA 3.1 70BEvaluation Protocol=Zero-Shot, Paralinguistic Break Rule (PBR)=true2025.12 | 55.5 | 47.6 | 32.4 | |
| LLaMA 3.3 70BEvaluation Protocol=Zero-Shot, Paralinguistic Break Rule (PBR)=true2025.12 | 52.2 | 43.7 | 32.3 | |
| LLaMA 3.1 8BEvaluation Protocol=Zero-Shot, Paralinguistic Break Rule (PBR)=true2025.12 | 51.7 | 44.3 | 32.9 | |
| MiniSegEvaluation Protocol=Zero-Shot, Pre-training=Wiki → YT, Threshold Tuning=true2025.12 | 45.7 | 32.6 | 32.4 | |
| LLaMA 3.1 70BEvaluation Protocol=Zero-Shot2025.12 | 42.8 | 35.6 | 37.5 | |
| LLaMA 3.3 70BEvaluation Protocol=Zero-Shot2025.12 | 37.5 | 30.1 | 37.7 | |
| LLaMA 3.1 8BEvaluation Protocol=Zero-Shot2025.12 | 36.6 | 30.5 | 38.7 | |
| MiniSegEvaluation Protocol=Zero-Shot, Pre-training=Wiki → YT2025.12 | 33.2 | 21.4 | 36.1 | |
| MiniSegEvaluation Protocol=Zero-Shot, Pre-training=Wiki, Threshold Tuning=true2025.12 | 30.5 | 20.3 | 36.3 | |
| MiniSegEvaluation Protocol=Zero-Shot, Pre-training=Wiki2025.12 | 24.6 | 14.9 | 37.6 | |
| Rule-Based BaselineEvaluation Protocol=Zero-Shot2025.12 | 21.6 | 24.2 | 49.9 | |
| Random BaselineEvaluation Protocol=Zero-Shot2025.12 | 16.8 | 15.9 | 49.7 |