Topic-Controlled Summarisation on SciTLDR (test)
0.8799BERTScoreTCS30X
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TCS30XParams=220M, # Unique Training Examples=1,992, Augmentation Scale=30x2026.04 | 0.8799 | 39.97 | |
| BaselineParams=220M, # Unique Training Examples=1,9922026.04 | 0.8795 | 36.56 | |
| TCS10XParams=220M, # Unique Training Examples=1,992, Augmentation Scale=10x2026.04 | 0.8789 | 38.38 | |
| TCS15XParams=220M, # Unique Training Examples=1,992, Augmentation Scale=15x2026.04 | 0.8789 | 38.86 | |
| TCS3XParams=220M, # Unique Training Examples=1,992, Augmentation Scale=3x2026.04 | 0.8783 | 38.22 | |
| TCS4XParams=220M, # Unique Training Examples=1,992, Augmentation Scale=4x2026.04 | 0.8783 | 37.51 | |
| TCS5XParams=220M, # Unique Training Examples=1,992, Augmentation Scale=5x2026.04 | 0.8781 | 37.43 | |
| TCS2XParams=220M, # Unique Training Examples=1,992, Augmentation Scale=2x2026.04 | 0.878 | 36.8 | |
| TCS1XParams=220M, # Unique Training Examples=1,992, Augmentation Scale=1x2026.04 | 0.8779 | 35.69 | |
| TCS25XParams=220M, # Unique Training Examples=1,992, Augmentation Scale=25x2026.04 | 0.8714 | 39.81 | |
| CTRLsumParams=406M, # Unique Training Examples=50,0002026.04 | 0.8545 | 39.97 |